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ai.dreamlit/mcp

Dreamlit

Create, test, publish, and manage Dreamlit notification workflows from AI clients.

JSON report • History API • Manage this server • Global feed

EXECUTIVE VERDICT

Executive verdict

Production trust decision: Allow with approval

Reason: write/exec approval gaps + high-risk tools need review + unauthenticated behavior not proven

Next action: export policy, configure alerts, require approval for writes

Status

Healthy

Score

78.7

Transport

streamable-http

Tools

Current trust snapshot

Snapshot ID

trustsnap_9feff6c10aef1f1f

Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.

Snapshot generated

May 13, 2026 05:53:59 PM UTC

All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.

Last validated

May 13, 2026 01:18:30 PM UTC

Age: 4.59h • freshness band: Verified in last 24h • display score: 78.74

Production trust decision

Allow with approval

write/exec approval gaps + high-risk tools need review + unauthenticated behavior not proven

Readiness class

Safe for evaluation

The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.

SERVER OWNER FUNNEL

Own this MCP?

Claim ownership, prove control with a GitHub, DNS, or HTTP token challenge, revalidate now, publish a badge, and configure monitoring.

1. Claim

unclaimed

Start owner claim with GitHub, DNS, or HTTP challenge instructions.

2. Revalidate

POST /v1/servers/ai.dreamlit/mcp/revalidate

Verified owners get priority queueing after proof succeeds.

3. Badge

Verified by MCP Verify - score 78.7 - last checked May 13, 2026

4. Monitor

Pick plan + alerts

Continuous Verify plan is self-serve: choose a tier, configure watches, add authenticated validation, trigger revalidation, and use the badge.

Badge embed

[![Verified by MCP Verify](https://verify.sentinelsignal.io/badge/ai.dreamlit/mcp.svg)](https://verify.sentinelsignal.io/servers/ai.dreamlit/mcp)

MCP TrustOps

TrustOps turns this report into operational controls: freshness SLAs, authenticated validation, semantic benchmarks, policy exports, alert subscriptions, badges, cost/compliance metadata, and runtime routing. Fresh trusted index decisions stay separate from long-tail inventory so stale scores do not masquerade as current evidence.

Freshness band

Verified in last 24h

Policy SLA: 168.0h • confidence-weighted score: 63.0 • stale score suppressed: ✕

Policy exports

Export policy

Formats: json, rego, yaml, github_action, gateway_config, client_report

Runtime routing

/v1/route

Returns allowed tools, blocked tools, approval requirement, and reason.

Authenticated validation

Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.

Active trust badges

Freshly Validated OAuth Verified OpenAI App Ready Claude Remote MCP Ready No Critical Risk

Semantic benchmarks

available

Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.

Supply chain

metadata signal

Deep scan checks are marked separately from public metadata signals.

Compliance metadata

Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.

Alert subscription types

Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes

Production readiness class

Safe for evaluation

The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.

Critical alerts

Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score

80.0

Based on 4 recent validations, 26 captured checks, and validation age of 4.6 hours.

Live checks captured

More direct checks increase trust in the current verdict.

Validation age

4.6h

Lower age means fresher evidence.

Recommended for

OpenAI connectors

OpenAI connectors is marked compatible with score 100.

Claude Desktop

Claude Desktop is marked compatible with score 100.

Smithery

Smithery is marked compatible with score 100.

Generic Streamable HTTP

Generic Streamable HTTP is marked compatible with score 100.

Client compatibility verdicts

Client compatibility only means the server shape can work with a client. Production trust decision and write-action publishing are evaluated separately so a client-compatible server can still be blocked for production.

Client compatibility: ChatGPT

Client-compatible

No major blockers detected.

Confidence: high (80.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

initialize • OK
tools_list • OK
transport_compliance_probe • Warning
step_up_auth_probe • OK
connector_replay_probe • Warning — Frozen tool snapshots must survive refresh.
request_association_probe • Missing — Roots, sampling, and elicitation should stay request-scoped.

Client compatibility: Claude

Client-compatible

No major blockers detected.

Confidence: high (80.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

initialize • OK
tools_list • OK
transport_compliance_probe • Warning

Write-action publishing

Publishing allowed

Current write surface is bounded enough for cautious review with production policy controls.

Confidence: high (80.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history

Disagreements: none

action_safety_probe • Warning

Snapshot churn risk

Medium

The live tool surface changed between recent validations.

Confidence: high (80.0)

Evidence provenance

Winner: history

Supporting sources: history, live_validation

Disagreements: none

tool_snapshot_probe • Warning
connector_replay_probe • Warning

Why compatibility is limited by client

ChatGPT custom connector

Ready

Remediation checklist

No explicit blockers recorded.

Claude remote MCP

Ready

Remediation checklist

No explicit blockers recorded.

Write-safe publishing

Ready

Remediation checklist

No explicit blockers recorded.

Verdict traces

Production verdict

Safe for evaluation

The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.

Confidence: high (80.0)

Winning source: live_validation

Triggering alerts

tool_snapshot_changed • high • Tool snapshot changed
write_action_surface_expanded • high • Write-action surface expanded

Client verdict trace table

Verdict	Status	Checks	Winning source	Conflicts
`openai_connectors`	Client-compatible	initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe	live_validation	none
`claude_desktop`	Client-compatible	initialize, tools_list, transport_compliance_probe	live_validation	none
`unsafe_for_write_actions`	Publishing allowed	action_safety_probe	live_validation	none
`snapshot_churn_risk`	Medium	tool_snapshot_probe, connector_replay_probe	history	none

Publishability policy profiles

ChatGPT custom connector compatibility

Compatible with review

Remote MCP, auth, transport, and tool-surface checks are in acceptable shape. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.

Search Fetch Only: No
Write Actions Present: Yes
Oauth Configured: Yes
Admin Refresh Required: Yes
Safe For Company Knowledge: No
Safe For Messages Api Remote Mcp: No

Claude remote MCP compatibility

Connector-compatible

Transport, discovery, and remote-MCP assumptions are satisfied. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.

Search Fetch Only: No
Write Actions Present: Yes
Oauth Configured: Yes
Admin Refresh Required: Yes
Safe For Company Knowledge: No
Safe For Messages Api Remote Mcp: No

Compatibility fixtures

ChatGPT custom connector fixture

Passes

Live checks line up with current ChatGPT connector assumptions.

remote_http_endpoint: Passes
oauth_discovery: Passes
frozen_tool_snapshot_refresh: Passes
request_association: Passes

Anthropic remote MCP fixture

Passes

Remote MCP transport and discovery assumptions are satisfied.

remote_transport: Passes
tool_discovery: Passes
auth_connect: Passes
safe_write_review: Passes

Authenticated validation sessions

Public validation is free. Authenticated validation is paid and proves scoped behavior, write-action safeguards, and authenticated tool execution.

Latest profile

remote_mcp

Authenticated session used

Public score isolation

✓

Preview endpoint

/v1/verify

CI preview endpoint

/v1/ci/preview

Public server reputation

Validation success 7d

1.0

Validation success 30d

1.0

Mean time to recover

n/a

Breaking diffs 30d

Registry drift frequency 30d

Snapshot changes 30d

Incident & change feed

Timestamp	Event	Details
May 13, 2026 01:18:30 PM UTC	Latest validation: healthy	Score 78.7 with status healthy.
May 13, 2026 01:18:30 PM UTC	Score changed	Score delta -1.9 versus the previous run.
May 13, 2026 01:18:30 PM UTC	Tool snapshot changed	Added 1, removed 0, and changed 0 tool contracts.
May 13, 2026 01:18:19 AM UTC	Score changed	Score delta +0.4 versus the previous run.
May 12, 2026 01:17:03 PM UTC	Score changed	Score delta +5.1 versus the previous run.

Capabilities

OAuth: ✓
DCR/CIMD: ✓
Prompts: ✕
Homepage: none
Docs: none
Support: none
Icon: none
Remote endpoint: https://mcp.dreamlit.ai/mcp
Server card: none

Use-case taxonomy

development database communication productivity

Security posture

Tools analyzed

High-risk tools

Destructive tools

Exec tools

Egress tools

Secret tools

Bulk-access tools

Risk distribution

medium:8, high:1, critical:1

Tool capability & risk inventory

Tool	Capabilities	Risk	Findings	Notes
`get_status`	read write network admin	Medium	admin mutation	Safeguards hinted in metadata.
`create_or_update_workflow`	read write network admin	Medium	freeform input surface admin mutation	No explicit safeguard hints detected.
`list_projects`	read network admin export	Medium	bulk data access	Safeguards hinted in metadata.
`list_workflows`	read write network admin export	Medium	bulk data access admin mutation	Safeguards hinted in metadata.
`get_workflow_and_preview_url`	read write network	Medium	none	Safeguards hinted in metadata.
`get_analytics`	read exec network filesystem admin export	High	command execution bulk data access	Safeguards hinted in metadata.
`send_workflow_test`	read write network admin	Medium	arbitrary network egress admin mutation	Safeguards hinted in metadata.
`prepare_publish`	read network admin	Medium	none	Safeguards hinted in metadata.
`confirm_publish`	read write network admin	Medium	admin mutation	Safeguards hinted in metadata.
`unpublish_workflow`	write delete exec network admin	Critical	destructive operation command execution admin mutation	No explicit safeguard hints detected.

Write-action governance

Governance status

Warning

Safe to publish

✓

Auth boundary

oauth_or_auth_required

Blast radius

High

High-risk tools

Confirmation signals

get_status, create_or_update_workflow, list_projects, list_workflows, get_workflow_and_preview_url, send_workflow_test, prepare_publish, confirm_publish

Safeguard count

Status detail: 2 high-risk tool(s), 1 destructive tool(s), 2 exec-capable tool(s); auth boundary is oauth or auth required with 8 safeguard(s) and 8 confirmation signal(s).

Tool	Risk	Flags	Safeguards
`get_analytics`	High	command execution bulk data access	yes
`unpublish_workflow`	Critical	destructive operation command execution admin mutation	no

Action-controls diff

Snapshot changed

yes

Disabled-by-default candidates

get_analytics

Manual review candidates

get_analytics

New actions

Action	Risk	Flags
`get_analytics`	High	command execution bulk data access

Changed actions

Action	Change types	Risk
No materially changed actions.

Why this score?

Access & Protocol

37/44

Connectivity, auth, and transport expectations for common clients.

Interface Quality

41.83/56

How well the tool/resource interface communicates and behaves under automation.

Security Posture

27/36

How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.

Reliability & Trust

21/24

Operational stability, consistency, and trustworthiness over time.

Discovery & Governance

22.5/28

How well the server is documented, listed, and governed in public registries.

Adoption & Market

5/8

Adoption clues and public evidence that the server is intended for external use.

Algorithmic score breakdown

Auth Operability

4/4

Measures whether auth discovery and protected access behave predictably for clients.

Error Contract Quality

2.8/4

Grades machine-readable error structure, status alignment, and remediation hints.

Rate-Limit Semantics

2/4

Checks whether quota/throttle responses are deterministic and automation-friendly.

Schema Completeness

3/4

Completeness of tool descriptions, parameter docs, examples, and schema shape.

Backward Compatibility

3/4

Stability score across tool schema/name drift relative to prior validations.

SLO Health

4/4

Availability, latency, and burst-failure profile across recent validation history.

Security Hygiene

4/4

HTTPS posture, endpoint hygiene, and response-surface hardening checks.

Task Success

4/4

Can an agent reliably initialize, enumerate tools, and execute core MCP flows?

Trust Confidence

2/4

Confidence-adjusted reliability score that penalizes low evidence volume.

Abuse/Noise Resilience

4/4

How well the server preserves core behavior in the presence of noisy traffic patterns.

Prompt Contract

2/4

Quality of prompt metadata, argument shape, and prompt discoverability for clients.

Resource Contract

4/4

How completely resources and resource templates describe URIs, types, and usage shape.

Discovery Metadata

3/4

Homepage, docs, icon, repository, support, and license coverage for directory consumers.

Registry Consistency

2/4

Agreement between stored registry metadata, live server-card data, and current validation output.

Installability

4/4

How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.

Session Semantics

4/4

Determinism and state behavior across repeated MCP calls, including sticky-session surprises.

Tool Surface Design

4/4

Naming clarity, schema ergonomics, and parameter complexity across the tool surface.

Result Shape Stability

4/4

Stability of declared output schemas across validations, with penalties for drift or missing shapes.

OAuth Interop

4/4

Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.

Recovery Semantics

0/4

Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.

Maintenance Signal

3/4

Versioning, update recency, and historical validation cadence that indicate active stewardship.

Adoption Signal

2/4

Directory presence and distribution clues that suggest the server is intended for external use.

Freshness Confidence

4/4

Confidence that recent validations are current enough and dense enough to trust operationally.

Transport Fidelity

4/4

Whether declared transport metadata matches the observed endpoint behavior and response formats.

Spec Recency

2/4

How close the server’s claimed MCP protocol version is to the latest known public revision.

Session Resume

3/4

Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.

Step-Up Auth

4/4

Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.

Transport Compliance

2/4

Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.

Utility Coverage

2/4

Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.

Advanced Capability Coverage

3/4

Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.

Connector Publishability

3/4

How ready the server looks for client catalogs and managed connector programs.

Tool Snapshot Churn

4/4

Stability of the tool surface across recent validations, including add/remove and output-shape drift.

Connector Replay

3/4

Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.

Request Association

3/4

Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.

Interactive Flow Safety

3/4

Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.

Action Safety

2/4

Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.

Official Registry Presence

4/4

Whether the server appears directly or indirectly in the official MCP registry.

Provenance Divergence

4/4

How closely official registry metadata, the live server card, and public repo/package signals agree with each other.

Safety Transparency

4/4

Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.

Tool Capability Clarity

4/4

How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.

Destructive Operation Safety

4/4

Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.

Egress / SSRF Resilience

4/4

Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.

Execution / Sandbox Safety

2/4

Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.

Data Exfiltration Resilience

2/4

Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.

Least Privilege Scope

3/4

Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.

Secret Handling Hygiene

3/4

Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.

Supply Chain Signal

2.5/4

Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.

Input Sanitization Safety

3/4

Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.

Tool Namespace Clarity

4/4

Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

Compatibility profiles

OpenAI Connectors

100.0

compatible

No major blockers detected.

Connector URL: https://mcp.dreamlit.ai/mcp
# Complete OAuth in the client when prompted.
# Server: ai.dreamlit/mcp

Claude Desktop

100.0

compatible

No major blockers detected.

{
  "mcpServers": {
    "mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.dreamlit.ai/mcp"]
    }
  }
}

Smithery

100.0

compatible

No major blockers detected.

smithery mcp add "https://mcp.dreamlit.ai/mcp"

Generic Streamable HTTP

100.0

compatible

No major blockers detected.

curl -sS https://mcp.dreamlit.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Actionable remediation

Severity	Remediation	Why it matters	Recommended action
High	Add confirmation and dry-run semantics for risky actions	High-risk write, delete, exec, or egress tools should communicate safeguards clearly.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
High	Align session and protocol behavior with Streamable HTTP expectations	Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics.	Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec. Playbook Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses. Honor `DELETE` session teardown and return `404` when a deleted session is reused. Reject invalid protocol-version headers with `400 Bad Request`.
High	Associate roots, sampling, and elicitation with active client requests	Modern MCP guidance expects roots, sampling, and elicitation traffic to be tied to an active client request instead of arriving unsolicited on idle sessions.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
High	Keep connector refreshes backward compatible	Managed connector clients freeze tool snapshots, so removed tools, new required args, and breaking output changes can break published integrations after refresh.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
High	Publish a complete server card	Missing or incomplete server-card metadata weakens discovery, documentation, and trust signals.	Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links. Playbook Publish `/.well-known/mcp/server-card.json`. Include homepage, repository, support, tools, prompts/resources, and auth metadata. Revalidate the server after publishing the card.
High	Respond to tool snapshot changed	Tools were added, removed, or materially changed between the latest two validations.	Publish a first-class changelog for tool additions, removals, and breaking schema changes. Playbook Review the tool snapshot diff for adds, removals, required-arg changes, and output-schema drift. Publish a changelog before managed connector clients refresh their frozen tool snapshots. Revalidate after the changelog and connector metadata are in sync.
High	Respond to write-action surface expanded	The number of high-risk write, delete, exec, or bulk-access tools increased on the latest run.	Review the newly exposed write and destructive actions before publishing them broadly. Playbook Inspect the new write, delete, exec, or export tools for auth boundaries and confirmation semantics. Add preview, dry-run, or explicit confirmation language where possible. Delay public connector publication until the new blast radius is reviewed.
Medium	Adopt a current MCP protocol revision	Older protocol revisions reduce compatibility with newer clients and registry programs.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
Medium	Close connector-publishing gaps	Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
Medium	Publish OpenID configuration	OIDC metadata improves token validation and client compatibility.	Expose /.well-known/openid-configuration with issuer, jwks_uri, and supported grants. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
Medium	Reduce tool-surface churn	Frequent add/remove or output-shape drift makes published connectors and cached tool snapshots brittle.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
Medium	Repair prompts/list or stop advertising prompts	Prompt metadata should either work live or be removed from the advertised capability set.	Only advertise prompts if prompts/list works and prompt arguments are documented. Playbook Only advertise prompts that are actually accessible. Add prompt descriptions and argument docs. Run a live `prompts/list` check after any prompt changes.
Medium	Support resumable HTTP sessions cleanly	Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.
Low	Expose modern utility surfaces like completions, pagination, or tasks	Utility coverage improves interoperability with larger clients and long-lived agent workflows.	Expose completions, pagination, and task metadata where supported so larger clients can plan and resume work safely. Playbook Advertise `completions`, pagination cursors, and `tasks` only when they are actually supported. Return `nextCursor` on large list operations when pagination is available. Document task support and whether it requires step-up auth.
Low	Publish newer MCP capability signals	Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking.	Inspect the latest validation evidence and resolve the client-visible regression. Playbook Inspect the latest validation evidence. Resolve the highest-severity client-facing gap first. Revalidate and confirm the score and verdict improve.

Point loss breakdown

Component	Current	Points missing
Recovery Semantics	0/4	-4.0
Utility Coverage	2/4	-2.0
Trust Confidence	2/4	-2.0
Transport Compliance	2/4	-2.0
Spec Recency	2/4	-2.0
Registry Consistency	2/4	-2.0
Rate Limit Semantics	2/4	-2.0
Prompt Contract	2/4	-2.0
Execution Sandbox Safety	2/4	-2.0
Data Exfiltration Resilience	2/4	-2.0
Adoption Signal	2/4	-2.0
Action Safety	2/4	-2.0

Validation diff

Score delta

-1.94

Summary changed

Tool delta

Prompt delta

Auth mode changed

Write surface expanded

yes

Protocol regressed

Registry drift changed

Regressed checks: connector_replay_probe, tool_snapshot_probe

Improved checks: none

Component	Previous	Latest	Delta
`trust_confidence_score`	3.81	2.0	-1.81
`backward_compatibility_score`	4.0	3.0	-1.0
`connector_replay_score`	4.0	3.0	-1.0
`execution_sandbox_safety_score`	3.0	2.0	-1.0
`freshness_confidence_score`	3.0	4.0	1.0

Tool snapshot diff & changelog

Snapshot changed

yes

Added tools

get_analytics

Removed tools

none

Required-argument changes

Tool	Added required args	Removed required args
No required-argument changes detected.

Output-schema drift

Tool	Previous properties	Latest properties
No output-schema drift detected.

Connector replay

Status

Warning

Backward compatible

✓

Would break after refresh

Added tools

get_analytics

Removed tools

none

Additive output changes

none

Required-argument replay breaks

Tool	Added required args	Removed required args
No required-argument replay breaks detected.

Output-schema replay breaks

Tool	Removed properties	Added properties
No output-schema replay breaks detected.

Transport compliance drilldown

Probe status

Warning

Transport

streamable-http

Session header

Protocol header

Bad protocol response

400

DELETE teardown

n/a

Expired session retry

n/a

Last-Event-ID visible

Issues: missing_session_id, missing_protocol_header

Request association

Status

Missing

Advertised capabilities

none

Observed idle methods

none

Violating methods

none

Probe HTTP status

n/a

Issues

none

Utility coverage

Probe status

Missing

Completions

not detected

Completion probe target: { "type": "resource", "uri": "dreamlit://mcp/guide" }

Pagination

not detected

No nextCursor evidence.

Tasks

Missing

Advertised: no

Benchmark tasks

Benchmark task	Status	Evidence
Discover tools	Passes	`initialize` • OK `tools_list` • OK
Read-only fetch flow	Passes	`resource_read` • OK `read_only_tool_surface` • Missing
OAuth-required connect	Passes	`oauth_protected_resource` • OK `step_up_auth_probe` • OK
Safe write flow with confirmation	Degraded	`action_safety_probe` • Warning

Registry & provenance divergence

Probe status

Direct official match

yes

Drift fields

none

Field	Registry	Live server card
Title	n/a	n/a
Version	n/a	n/a
Homepage	n/a	n/a

Active alerts

Tool snapshot changed (high)
Tools were added, removed, or materially changed between the latest two validations.
Write-action surface expanded (high)
The number of high-risk write, delete, exec, or bulk-access tools increased on the latest run.

Aliases & registry graph

Identifier	Source	Canonical	Score
`ai.dreamlit/mcp`	official_registry	yes	78.74

Alias consolidation

Canonical identifier

ai.dreamlit/mcp

Duplicate aliases

Registry sources

official_registry

Remote URLs

https://mcp.dreamlit.ai/mcp

Homepages

none

Source disagreements

Field	What differs	Observed values
No source disagreements detected.

Install snippets

Openai Connectors

Connector URL: https://mcp.dreamlit.ai/mcp
# Complete OAuth in the client when prompted.
# Server: ai.dreamlit/mcp

Claude Desktop

{
  "mcpServers": {
    "mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.dreamlit.ai/mcp"]
    }
  }
}

Smithery

smithery mcp add "https://mcp.dreamlit.ai/mcp"

Generic Http

curl -sS https://mcp.dreamlit.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Agent access & tool surface

Live server tools

get_status create_or_update_workflow list_projects list_workflows get_workflow_and_preview_url get_analytics send_workflow_test prepare_publish

Observed from the latest live validation against https://mcp.dreamlit.ai/mcp. This is the target server surface, not Verify's own inspection tools.

Live capability counts

10 tools • 0 prompts • 1 resources

Counts come from the latest tools/list, prompts/list, and resources/list checks.

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Direct machine links

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Claims & monitoring

Server ownership

No verified maintainer claim recorded.

Watch subscriptions

Teams: none

Alert routing

Active watches

Generic webhooks

Slack routes

Teams routes

Email routes

Watch	Team	Channels	Minimum severity
No active watch destinations.

Maintainer analytics

Validation Run Count

Average Latency Ms

992.38

Healthy Run Ratio Recent

1.0

Registry Presence Count

Active Alert Count

Watcher Count

Verified Claim

False

Taxonomy Tags

development, database, communication, productivity

Score Trend

78.74, 80.68, 80.24, 75.14

Remediation Count

High Risk Tool Count

Destructive Tool Count

Exec Tool Count

Maintainer response quality

Score

Verified claim

Support contact

Changelog present

Incident notes present

Tool changes documented

Annotation history

Annotation count

Maintainer annotations

No maintainer annotations have been recorded yet.

Maintainer rebuttals & expected behavior

No maintainer rebuttals or expected-behavior overrides are recorded yet.

Latest validation evidence

Latest summary

Healthy

Validation profile

remote_mcp

Started

May 13, 2026 01:18:29 PM UTC

Latency

1282.1 ms

Failures

openid_configuration Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/openid-configuration' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
server_card Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404

Checks

Check	Status	Latency	Evidence
`action_safety_probe`	Warning	n/a	2 high-risk, 1 destructive, 2 exec-capable tool(s); auth present; safeguards=8; confirmation=get status, create or update workflow, list projects, list workflows, +4 more.
`advanced_capabilities_probe`	Warning	n/a	Only 3 capability signal(s): resource links, resources, structured outputs.
`connector_publishability_probe`	Warning	n/a	Publishability blockers: server card.
`connector_replay_probe`	Warning	n/a	Backward compatible with additive changes; added tools=1, additive output changes=0.
`determinism_probe`	OK	223.9 ms	Check completed
`initialize`	OK	185.6 ms	Protocol 2025-03-26
`interactive_flow_probe`	OK	n/a	Check completed
`oauth_authorization_server`	OK	20.1 ms	authorization_endpoint, client_id_metadata_document_supported, code_challenge_methods_supported, grant_types_supported
`oauth_protected_resource`	OK	42.1 ms	1 authorization server(s)
`official_registry_probe`	OK	n/a	Check completed
`openid_configuration`	Error	23.1 ms	Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/openid-configuration' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
`probe_noise_resilience`	OK	15.8 ms	Fetched https://mcp.dreamlit.ai/robots.txt
`prompt_get`	Missing	n/a	not advertised
`prompts_list`	Missing	21.4 ms	not supported
`protocol_version_probe`	Warning	n/a	Claims 2025-03-26; 2 release(s) behind 2025-11-25.
`provenance_divergence_probe`	OK	n/a	Check completed
`request_association_probe`	Missing	n/a	No request-association capabilities were advertised.
`resource_read`	OK	26.0 ms	1 resource content item(s) returned
`resources_list`	OK	261.4 ms	1 resource item(s) exposed
`server_card`	Error	69.8 ms	Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
`session_resume_probe`	Warning	n/a	no session id
`step_up_auth_probe`	OK	n/a	Scopes=analytics:read, workflows:publish, workflows:read, workflows:write; broad scopes=workflows:write.
`tool_snapshot_probe`	Warning	n/a	Check completed
`tools_list`	OK	60.0 ms	10 tool(s) exposed
`transport_compliance_probe`	Warning	30.1 ms	Issues: missing session id, missing protocol header (bad protocol=400).
`utility_coverage_probe`	Missing	24.9 ms	No completions evidence; no pagination evidence; tasks missing.

Raw evidence view

Show raw JSON evidence

{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": true,
        "confirmation_signals": [
          "get_status",
          "create_or_update_workflow",
          "list_projects",
          "list_workflows",
          "get_workflow_and_preview_url",
          "send_workflow_test",
          "prepare_publish",
          "confirm_publish"
        ],
        "safeguard_count": 8,
        "summary": {
          "bulk_access_tools": 3,
          "capability_distribution": {
            "admin": 9,
            "delete": 1,
            "exec": 2,
            "export": 3,
            "filesystem": 1,
            "network": 10,
            "read": 9,
            "write": 7
          },
          "destructive_tools": 1,
          "egress_tools": 1,
          "exec_tools": 2,
          "high_risk_tools": 2,
          "risk_distribution": {
            "critical": 1,
            "high": 1,
            "low": 0,
            "medium": 8
          },
          "secret_tools": 0,
          "tool_count": 10
        }
      },
      "latency_ms": null,
      "status": "warning"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": false,
          "elicitation": false,
          "prompts": false,
          "resource_links": true,
          "resources": true,
          "roots": false,
          "sampling": false,
          "structured_outputs": true
        },
        "enabled": [
          "resource_links",
          "resources",
          "structured_outputs"
        ],
        "enabled_count": 3,
        "initialize_capability_keys": [
          "resources",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "server_card"
        ],
        "criteria": {
          "action_safety": true,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": true
        },
        "high_risk_tools": 2,
        "tool_count": 10,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [
          "get_analytics"
        ],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "warning"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "536028c72647b3cd3f54b3cee9d61cc0e3484ad9edc879854d034ee2a2d22f23",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 223.89,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "resources": {
                "listChanged": true
              },
              "tools": {
                "listChanged": true
              }
            },
            "instructions": "Dreamlit is a database-driven notification workflow platform for Supabase and Postgres apps.\nPrefer outcome-oriented prompts: describe the event or schedule, audience, recipient, message goal, timing, business rules, and unsubscribe intent.\nUse get_status for workspace, project, setup, and prompting context before authoring.\nUse get_workflow_and_preview_url before editing an existing workflow.\nUse get_analytics for bounded analytics queries. Filter large datasets and paginate with returned cursors instead of asking for exports or bulk dumps.\nCreate or update workflow drafts with create_or_update_workflow.\nDrafts are not live after authoring. Ask the user to open the preview link and confirm workflow tests for important email or Slack messages before publishing.\nPublish only with prepare_publish and confirm_publish after explicit user confirmation.",
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "Dreamlit MCP",
              "version": "0.3.0"
            }
          }
        },
        "url": "https://mcp.dreamlit.ai/mcp"
      },
      "latency_ms": 185.58,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": true,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": []
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "authorization_endpoint": "https://mcp.dreamlit.ai/authorize",
          "client_id_metadata_document_supported": true,
          "code_challenge_methods_supported": [
            "S256"
          ],
          "grant_types_supported": [
            "authorization_code",
            "refresh_token"
          ],
          "issuer": "https://mcp.dreamlit.ai",
          "registration_endpoint": "https://mcp.dreamlit.ai/register",
          "response_modes_supported": [
            "query"
          ],
          "response_types_supported": [
            "code"
          ],
          "revocation_endpoint": "https://mcp.dreamlit.ai/token",
          "scopes_supported": [
            "workflows:read",
            "workflows:write",
            "workflows:publish",
            "analytics:read"
          ],
          "token_endpoint": "https://mcp.dreamlit.ai/token",
          "token_endpoint_auth_methods_supported": [
            "client_secret_basic",
            "client_secret_post",
            "none"
          ]
        },
        "url": "https://mcp.dreamlit.ai/.well-known/oauth-authorization-server"
      },
      "latency_ms": 20.11,
      "status": "ok"
    },
    "oauth_protected_resource": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "authorization_servers": [
            "https://mcp.dreamlit.ai"
          ],
          "bearer_methods_supported": [
            "header"
          ],
          "resource": "https://mcp.dreamlit.ai",
          "scopes_supported": [
            "workflows:read",
            "workflows:write",
            "workflows:publish",
            "analytics:read"
          ]
        },
        "url": "https://mcp.dreamlit.ai/.well-known/oauth-protected-resource"
      },
      "latency_ms": 42.11,
      "status": "ok"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "ai.dreamlit/mcp",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "openid_configuration": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.dreamlit.ai/.well-known/openid-configuration"
      },
      "latency_ms": 23.06,
      "status": "error"
    },
    "probe_noise_resilience": {
      "details": {
        "headers": {
          "content-type": "text/plain;charset=UTF-8"
        },
        "http_status": 404,
        "url": "https://mcp.dreamlit.ai/robots.txt"
      },
      "latency_ms": 15.83,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "error": {
            "code": -32601,
            "message": "Method not found"
          },
          "id": 3,
          "jsonrpc": "2.0"
        },
        "reason": "not_supported",
        "url": "https://mcp.dreamlit.ai/mcp"
      },
      "latency_ms": 21.38,
      "status": "missing"
    },
    "protocol_version_probe": {
      "details": {
        "claimed_version": "2025-03-26",
        "lag_days": 244,
        "latest_known_version": "2025-11-25",
        "releases_behind": 2,
        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "provenance_divergence_probe": {
      "details": {
        "direct_official_match": true,
        "drift_fields": [],
        "metadata_document_count": 1,
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": null,
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "ok"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 6,
          "jsonrpc": "2.0",
          "result": {
            "contents": [
              {
                "mimeType": "text/markdown",
                "text": "# Dreamlit MCP Guide\n\nDreamlit is a database-driven notification workflow platform for Supabase and Postgres apps. Users describe notification outcomes in natural language; Dreamlit inspects the connected database and creates or updates workflow drafts.\n\n## How To Prompt Dreamlit\n\nPrompt Dreamlit with the outcome, not the internal graph. Include the event or schedule, audience, recipient, message goal, timing, business rules, tone, and unsubscribe intent when those details matter.\n\nGood prompts look like:\n\n- \"When a new organization row is inserted, send Andrew an internal alert with the organization name and id.\"\n- \"Every Monday at 9 AM in America/New_York, send admins a weekly usage digest.\"\n- \"Tomorrow at 10 AM, announce the launch to active users who opted into product updates.\"\n\n## Trigger Types\n\n- Database triggers run from inserted or updated rows. Use them for live app events such as signups, purchases, comments, failures, and status changes.\n- Repeating triggers run on a recurring cadence. Use them for daily, weekly, or monthly digests, reminders, summaries, and reports.\n- Broadcasts are one-time scheduled audience emails. Use them for announcements, newsletters, launches, promotions, and updates to opted-in users or people with an existing relationship.\n- Broadcast publish validation requires a future send time and rejects times that are missing, in the past, or too close to now. Avoid \"send immediately\"; choose a send time a few minutes ahead so Dreamlit has time to queue the broadcast.\n- Supabase Auth email workflows can be edited if Dreamlit-managed Supabase Auth emails are already set up. Initial setup must happen in the Dreamlit web app for now.\n\n## Data And Personalization\n\nDescribe the data needed for targeting or personalization. Dreamlit can add query steps to fetch, filter, join, enrich, or fan out data before email or Slack steps. Query steps are for reading and shaping data; they should not mutate customer data.\n\n## Styling\n\nLet Dreamlit choose email styling unless the user gives specific direction. If the user asks for a particular tone, layout, visual style, brand treatment, or copy direction, include that in the prompt. Otherwise, describe the notification goal and let Dreamlit's workflow LLM use the project and brand context.\n\n## Steps\n\n- Query steps fetch, filter, join, enrich, or fan out data.\n- Wait steps delay downstream work.\n- Email steps send one email per input object and can use Liquid variables from the input data.\n- Slack steps send internal Slack alerts to configured channels.\n\n## Unsubscribe\n\nUse unsubscribe for marketing, promotional, newsletter, announcement, digest, onboarding-tip, and most broadcast email. Leave it off for account-critical, auth, security, billing, receipt, password reset, and similar required email.\n\n## Testing Before Publish\n\nAuthoring creates a draft that is not live. Open the preview link to review the draft, and use send_workflow_test for important email or Slack messages before publishing. Tests send the current draft message only after explicit user confirmation; they do not publish, schedule, or edit the workflow.\n\n## Analytics\n\nUse get_analytics for bounded read-only analytics queries. Query overview metrics, notification rows, recipient engagement, and workflow run rows by project, channel, timestamp window, filters, sort, and include sections. For larger datasets, filter first and paginate with the returned cursor. Do not request CSV exports or bulk dumps through MCP.\n\n## Publishing And Sandbox\n\nWorkflow authoring changes drafts. Publishing is the separate live step: database triggers are installed, repeating workflows are scheduled, and broadcasts are scheduled or sent. Sandbox mode can hold notifications for inspection and manual release.\n\n## Recommended MCP Flow\n\n1. Call get_status for Dreamlit context, setup state, schema hints, and app URLs.\n2. Use list_projects and list_workflows when the target is unclear.\n3. Use get_workflow_and_preview_url before editing or verifying an existing workflow.\n4. Use get_analytics for bounded analytics questions, filtering down and paginating when needed.\n5. Use create_or_update_workflow with an outcome-oriented prompt.\n6. Open the preview link and use send_workflow_test to confirm important draft message tests before publishing.\n7. Use prepare_publish and confirm_publish only after explicit user confirmation.\n",
                "uri": "dreamlit://mcp/guide"
              }
            ]
          }
        },
        "resource_uri": "dreamlit://mcp/guide",
        "url": "https://mcp.dreamlit.ai/mcp"
      },
      "latency_ms": 25.96,
      "status": "ok"
    },
    "resources_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 5,
          "jsonrpc": "2.0",
          "result": {
            "resources": [
              {
                "description": "High-level guidance for prompting Dreamlit and using the Dreamlit MCP tools.",
                "mimeType": "text/markdown",
                "name": "dreamlit-mcp-guide",
                "title": "Dreamlit MCP Guide",
                "uri": "dreamlit://mcp/guide"
              }
            ]
          }
        },
        "url": "https://mcp.dreamlit.ai/mcp"
      },
      "latency_ms": 261.43,
      "status": "ok"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.dreamlit.ai/.well-known/mcp/server-card.json"
      },
      "latency_ms": 69.85,
      "status": "error"
    },
    "session_resume_probe": {
      "details": {
        "protocol_version": "2025-03-26",
        "reason": "no_session_id",
        "resume_expected": true,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "step_up_auth_probe": {
      "details": {
        "auth_required_checks": [],
        "broad_scopes": [
          "workflows:write"
        ],
        "challenge_headers": [],
        "minimal_scope_documented": true,
        "oauth_present": true,
        "scope_specificity_ratio": 0.5,
        "step_up_signals": [],
        "supported_scopes": [
          "analytics:read",
          "workflows:publish",
          "workflows:read",
          "workflows:write"
        ]
      },
      "latency_ms": null,
      "status": "ok"
    },
    "tool_snapshot_probe": {
      "details": {
        "added": [
          "get_analytics"
        ],
        "changed_outputs": [],
        "current_tool_count": 10,
        "previous_tool_count": 9,
        "removed": [],
        "similarity": 0.9
      },
      "latency_ms": null,
      "status": "warning"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "application/json"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "Get status"
                },
                "description": "Read-only. Use first when the agent needs Dreamlit product guidance, prompting guidance, approved workspace context, project setup, schema hints, workflow state, or relevant app URLs. Returns a compact context pack with concepts, recommended tool flow, actor/workspace/project data, optional authoring context, optional workflow context, and appUrls. Do not use this to create, update, publish, or unpublish workflows.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "projectId": {
                      "description": "Optional project id. Include it to return project setup, schema hints, and authoring context.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    },
                    "workflowId": {
                      "description": "Optional workflow id. Include it to return concise workflow state and preview URL.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "type": "object"
                },
                "name": "get_status",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Get status"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": false,
                  "openWorldHint": true,
                  "readOnlyHint": false,
                  "title": "Create or update workflow"
                },
                "description": "Creates a new Dreamlit workflow draft or updates an existing draft from an outcome-oriented natural-language prompt. Use after get_status; use get_workflow_and_preview_url first when editing an existing workflow. Side effect: may create or modify a draft, but does not publish or install live triggers. Returns the workflow/draft result, action-required or handoff details when more input is needed, and relevant app URLs. Do not use for publishing, direct database changes, or low-level graph edits.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "brandKitId": {
                      "anyOf": [
                        {
                          "format": "uuid",
                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Optional Dreamlit brand kit id to use for generated email drafts."
                    },
                    "projectId": {
                      "description": "Target project id for creating a new workflow draft.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    },
                    "prompt": {
                      "description": "Outcome-oriented workflow authoring request. Describe the event or schedule, audience, recipient, message goal, data needed, timing, business rules, and unsubscribe intent. Let Dreamlit choose email styling unless the user gives specific style direction. For broadcasts, request a future send time instead of an immediate send.",
                      "minLength": 1,
                      "type": "string"
                    },
                    "userCurrentTimeIso": {
                      "description": "User's current time as an ISO timestamp with offset, useful for relative schedule requests.",
                      "format": "date-time",
                      "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                      "type": "string"
                    },
                    "userCurrentTimeZoneId": {
                      "description": "IANA timezone id for the user, useful for repeating workflows and scheduled broadcasts.",
                      "minLength": 1,
                      "type": "string"
                    },
                    "userEmailStepComments": {
                      "description": "Optional inline comments for revising email step content.",
                      "items": {
                        "properties": {
                          "comment": {
                            "description": "User's requested change.",
                            "minLength": 1,
                            "type": "string"
                          },
                          "onCodeLineText": {
                            "description": "Nearby email editor text for anchoring the comment.",
                            "minLength": 1,
                            "type": "string"
                          },
                          "userHighlightedText": {
                            "description": "Specific text selected by the user.",
                            "minLength": 1,
                            "type": "string"
                          },
                          "workflowStepId": {
                            "description": "Workflow step id that the user commented on.",
                            "minLength": 1,
                            "type": "string"
                          }
                        },
                        "required": [
                          "workflowStepId",
                          "comment",
                          "onCodeLineText",
                          "userHighlightedText"
                        ],
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "workflowId": {
                      "description": "Existing workflow id to continue editing. Use get_workflow_and_preview_url first when changing an existing workflow.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "prompt"
                  ],
                  "type": "object"
                },
                "name": "create_or_update_workflow",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Create or update workflow"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "List projects"
                },
                "description": "Read-only. Use when the target project is unknown or the user names a project instead of providing an id. Returns accessible Dreamlit projects in the approved workspace with project and workflow-list URLs. Do not use to inspect workflow structure or author changes.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "limit": {
                      "default": 25,
                      "description": "Maximum number of projects to return.",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "search": {
                      "description": "Optional project name search string.",
                      "maxLength": 200,
                      "type": "string"
                    }
                  },
                  "type": "object"
                },
                "name": "list_projects",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "List projects"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "List workflows"
                },
                "description": "Read-only. Use to find workflows in a project by name, description, or trigger type before inspection or editing. Trigger filters include database, auth email, repeating, broadcast, and no-trigger workflows. Returns paginated workflow summaries, published/sandbox state, trigger type, workflow URLs, totalCount, hasMore, and nextOffset. Do not use as the final source of truth before editing; call get_workflow_and_preview_url for full structure.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "limit": {
                      "default": 80,
                      "description": "Maximum number of workflows to return for this page.",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "offset": {
                      "default": 0,
                      "description": "Zero-based workflow offset for pagination. Use nextOffset from the previous response to fetch the next page.",
                      "maximum": 9007199254740991,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "projectId": {
                      "description": "Project id to list workflows from. Required when access is ambiguous.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    },
                    "search": {
                      "description": "Optional workflow name or description search string.",
                      "maxLength": 200,
                      "type": "string"
                    },
                    "triggerFilters": {
                      "description": "Optional trigger type filters. Use broadcast only for one-time audience emails.",
                      "items": {
                        "enum": [
                          "auth_email",
                          "database",
                          "broadcast",
                          "repeating",
                          "none"
                        ],
                        "type": "string"
                      },
                      "type": "array"
                    }
                  },
                  "type": "object"
                },
                "name": "list_workflows",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "List workflows"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "Get workflow and preview URL"
                },
                "description": "Read-only. Use before editing, verifying, or preparing publish for an existing workflow. Returns normalized draft and published workflow structure plus the Dreamlit preview/builder URL and status URLs. Do not use to create, update, publish, or unpublish workflows.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "workflowId": {
                      "description": "Workflow id to inspect before editing, verifying, or publishing.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "workflowId"
                  ],
                  "type": "object"
                },
                "name": "get_workflow_and_preview_url",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Get workflow and preview URL"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "Get analytics"
                },
                "description": "Read-only. Use to query Dreamlit analytics for overview metrics, notification rows, recipient engagement, or workflow run rows with filters, sorting, and cursor pagination. Returns bounded structured analytics data, effective query metadata, pagination details when rows are included, and relevant app URLs. Do not use for CSV exports, bulk dumps, workflow edits, publishing, or low-level database access.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "channel": {
                      "description": "Notification channel for overview and notification analytics. Defaults to email. Recipient analytics are email-only.",
                      "enum": [
                        "email",
                        "slack"
                      ],
                      "type": "string"
                    },
                    "cursor": {
                      "description": "Opaque pagination cursor from a previous get_analytics response.",
                      "maxLength": 2048,
                      "minLength": 1,
                      "type": "string"
                    },
                    "filters": {
                      "description": "Optional analytics filters. Unsupported combinations return a clear error.",
                      "properties": {
                        "engagement": {
                          "description": "Email engagement filter.",
                          "enum": [
                            "undelivered",
                            "bounced",
                            "complained",
                            "clicked",
                            "opened"
                          ],
                          "type": "string"
                        },
                        "notificationStatuses": {
                          "description": "Email notification lifecycle statuses to include.",
                          "items": {
                            "enum": [
                              "sent",
                              "pending",
                              "releasable",
                              "failed",
                              "canceled",
                              "suppressed",
                              "opted_out"
                            ],
                            "type": "string"
                          },
                          "maxItems": 7,
                          "type": "array"
                        },
                        "recipient": {
                          "description": "Email recipient search string.",
                          "maxLength": 320,
                          "type": "string"
                        },
                        "runStatuses": {
                          "description": "Workflow run statuses to include. Only applies to workflow_runs.",
                          "items": {
                            "enum": [
                              "RUNNING",
                              "PAUSED",
                              "COMPLETED",
                              "FAILED",
                              "SKIPPED",
                              "CANCELLED"
                            ],
                            "type": "string"
                          },
                          "maxItems": 6,
                          "type": "array"
                        },
                        "slackWebhookIds": {
                          "description": "Slack webhook ids to include for Slack notification analytics.",
                          "items": {
                            "format": "uuid",
                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                            "type": "string"
                          },
                          "maxItems": 100,
                          "type": "array"
                        },
                        "startedAt": {
                          "description": "Workflow run started timestamp range. Only applies to workflow_runs.",
                          "properties": {
                            "from": {
                              "description": "Inclusive ISO timestamp lower bound.",
                              "format": "date-time",
                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                              "type": "string"
                            },
                            "to": {
                              "description": "Inclusive ISO timestamp upper bound.",
                              "format": "date-time",
                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                              "type": "string"
                            }
                          },
                          "type": "object"
                        },
                        "topicIds": {
                          "description": "Email unsubscribe topic ids to include.",
                          "items": {
                            "format": "uuid",
                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                            "type": "string"
                          },
                          "maxItems": 100,
                          "type": "array"
                        },
                        "workflowIds": {
                          "description": "Workflow ids to include.",
                          "items": {
                            "format": "uuid",
                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                            "type": "string"
                          },
                          "maxItems": 100,
                          "type": "array"
                        },
                        "workflowRunId": {
                          "description": "Workflow run id to include for notification analytics.",
                          "format": "uuid",
                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                          "type": "string"
                        },
                        "workflowStepRunId": {
                          "description": "Workflow step run id to include for notification analytics.",
                          "format": "uuid",
                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "include": {
                      "description": "Optional response sections to include. Defaults depend on the requested view.",
                      "items": {
                        "enum": [
                          "summary",
                          "series",
                          "rows",
                          "recentEvents",
                          "segments"
                        ],
                        "type": "string"
                      },
                      "maxItems": 5,
                      "type": "array"
                    },
                    "limit": {
                      "description": "Maximum rows to return. Defaults to 25 and is capped at 100.",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "projectId": {
                      "description": "Project id to query analytics from. Required when access is ambiguous.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    },
                    "range": {
                      "description": "Optional explicit timestamp range. Overrides window and is applied to the view's primary timestamp.",
                      "properties": {
                        "from": {
                          "description": "Inclusive ISO timestamp lower bound.",
                          "format": "date-time",
                          "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                          "type": "string"
                        },
                        "to": {
                          "description": "Inclusive ISO timestamp upper bound.",
                          "format": "date-time",
                          "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "sort": {
                      "description": "Optional row sort. Overview ignores sorting.",
                      "properties": {
                        "dir": {
                          "description": "Sort direction. Defaults to desc.",
                          "enum": [
                            "asc",
                            "desc"
                          ],
                          "type": "string"
                        },
                        "field": {
                          "description": "Sort field. Valid fields depend on the requested view.",
                          "enum": [
                            "timestamp",
                            "sentTo",
                            "subject",
                            "workflow",
                            "engagement",
                            "recipient",
                            "lastSentAt",
                            "sent",
                            "opened",
                            "clicked",
                            "bounced",
                            "complained"
                          ],
                          "type": "string"
                        }
                      },
                      "required": [
                        "field"
                      ],
                      "type": "object"
                    },
                    "timeZone": {
                      "description": "IANA timezone for daily series bucketing. Defaults to UTC.",
                      "maxLength": 64,
                      "minLength": 1,
                      "type": "string"
                    },
                    "view": {
                      "description": "Analytics surface to query: overview cards, notification rows, recipient rows, or workflow run rows.",
                      "enum": [
                        "overview",
                        "notifications",
                        "recipients",
                        "workflow_runs"
                      ],
                      "type": "string"
                    },
                    "window": {
                      "description": "Relative analytics window. Defaults to 30d. Ignored when range is provided.",
                      "enum": [
                        "1h",
                        "24h",
                        "7d",
                        "14d",
                        "30d",
                        "90d",
                        "all"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "view"
                  ],
                  "type": "object"
                },
                "name": "get_analytics",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Get analytics"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": false,
                  "title": "Send workflow test"
                },
                "description": "Side effect when confirmSend is true: sends one current draft email or Slack message for review, but does not publish, schedule, or edit the workflow. Use after authoring or inspection when the user wants to verify an important message before publishing. Returns sent-test details, app URLs, a confirmation request, or a clarification request with user-facing message choices. Do not expose test target ids as copy; ask users to choose by message label and confirm before sending.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "confirmSend": {
                      "description": "Set to true only after the user explicitly confirms sending this selected test message. If omitted or false, Dreamlit returns confirmation_required and does not send.",
                      "type": "boolean"
                    },
                    "messageType": {
                      "description": "Optional message type filter when selecting a draft message to test.",
                      "enum": [
                        "email",
                        "slack"
                      ],
                      "type": "string"
                    },
                    "rowData": {
                      "additionalProperties": {},
                      "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                      "propertyNames": {
                        "type": "string"
                      },
                      "type": "object"
                    },
                    "testRecipientEmail": {
                      "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                      "format": "email",
                      "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                      "type": "string"
                    },
                    "testTargetId": {
                      "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    },
                    "workflowId": {
                      "description": "Workflow id whose editable draft message should be tested.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "workflowId"
                  ],
                  "type": "object"
                },
                "name": "send_workflow_test",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Send workflow test"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true,
                  "openWorldHint": false,
                  "readOnlyHint": true,
                  "title": "Prepare publish"
                },
                "description": "Read-only validation step before publishing. Use after the user asks to publish and after inspecting the workflow if needed. Returns validation status, publish mode, preview URL, and a confirmation payload with version/timestamp safety checks for confirm_publish. Does not publish or schedule anything by itself.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "workflowId": {
                      "description": "Workflow id to validate and prepare for explicit publish approval.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "workflowId"
                  ],
                  "type": "object"
                },
                "name": "prepare_publish",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Prepare publish"
              },
              {
                "annotations": {
                  "destructiveHint": true,
                  "idempotentHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": false,
                  "title": "Confirm publish"
                },
                "description": "Use only after explicit user confirmation and a prior prepare_publish result to publish or schedule a Dreamlit workflow. Side effect: installs live database/repeating/auth triggers, schedules or sends broadcasts, and may enable notification delivery; sandbox mode can hold notifications for inspection. Returns the published workflow status and app URLs. Do not call speculatively or without carrying forward the prepare_publish safety fields.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "expectedEditableVersionId": {
                      "anyOf": [
                        {
                          "format": "uuid",
                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Editable version id returned by prepare_publish, used as a safety check."
                    },
                    "expectedPublishedVersionId": {
                      "anyOf": [
                        {
                          "format": "uuid",
                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Published version id returned by prepare_publish, used as a safety check."
                    },
                    "expectedUpdatedAtIso": {
                      "anyOf": [
                        {
                          "format": "date-time",
                          "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                    },
                    "isSandboxed": {
                      "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                      "type": "boolean"
                    },
                    "workflowId": {
                      "description": "Workflow id to publish.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "workflowId"
                  ],
                  "type": "object"
                },
                "name": "confirm_publish",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Confirm publish"
              },
              {
                "annotations": {
                  "destructiveHint": true,
                  "idempotentHint": false,
                  "openWorldHint": false,
                  "readOnlyHint": false,
                  "title": "Unpublish workflow"
                },
                "description": "Use after explicit user intent to unpublish a Dreamlit workflow. Side effect: disables live triggers or schedules for that workflow and stops future automated sends. Returns updated workflow status and app URLs. Do not use for deleting drafts, canceling one broadcast run, or editing workflow content.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {
                    "workflowId": {
                      "description": "Workflow id to unpublish and disable live triggers or schedules.",
                      "format": "uuid",
                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                      "type": "string"
                    }
                  },
                  "required": [
                    "workflowId"
                  ],
                  "type": "object"
                },
                "name": "unpublish_workflow",
                "outputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "result": {
                      "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.",
                      "oneOf": [
                        {
                          "additionalProperties": false,
                          "properties": {
                            "data": {
                              "additionalProperties": {},
                              "propertyNames": {
                                "type": "string"
                              },
                              "type": "object"
                            },
                            "status": {
                              "const": "success",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "data"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "auth": {
                              "additionalProperties": false,
                              "properties": {
                                "reason": {
                                  "type": "string"
                                }
                              },
                              "required": [
                                "reason"
                              ],
                              "type": "object"
                            },
                            "message": {
                              "type": "string"
                            },
                            "status": {
                              "const": "auth_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "clarification": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "workflows"
                                      ],
                                      "type": "object"
                                    },
                                    "assistantMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "chatSessionId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "userMessageId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "chatSessionId",
                                    "userMessageId",
                                    "assistantMessageId",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "test_message_selection",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "orgId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "projectId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    },
                                    "testableMessages": {
                                      "items": {
                                        "additionalProperties": false,
                                        "properties": {
                                          "description": {
                                            "type": "string"
                                          },
                                          "destination": {
                                            "type": "string"
                                          },
                                          "label": {
                                            "type": "string"
                                          },
                                          "messageType": {
                                            "enum": [
                                              "email",
                                              "slack"
                                            ],
                                            "type": "string"
                                          },
                                          "requiresRecipient": {
                                            "type": "boolean"
                                          },
                                          "testTargetId": {
                                            "format": "uuid",
                                            "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                            "type": "string"
                                          }
                                        },
                                        "required": [
                                          "testTargetId",
                                          "messageType",
                                          "label",
                                          "requiresRecipient"
                                        ],
                                        "type": "object"
                                      },
                                      "minItems": 2,
                                      "type": "array"
                                    },
                                    "workflowId": {
                                      "format": "uuid",
                                      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                      "type": "string"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "message",
                                    "workflowId",
                                    "projectId",
                                    "orgId",
                                    "testableMessages",
                                    "appUrls"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "clarification_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "clarification"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "confirmation": {
                              "anyOf": [
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "confirm_publish",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "expectedEditableVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Editable version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedPublishedVersionId": {
                                          "anyOf": [
                                            {
                                              "format": "uuid",
                                              "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Published version id returned by prepare_publish, used as a safety check."
                                        },
                                        "expectedUpdatedAtIso": {
                                          "anyOf": [
                                            {
                                              "format": "date-time",
                                              "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$",
                                              "type": "string"
                                            },
                                            {
                                              "type": "null"
                                            }
                                          ],
                                          "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check."
                                        },
                                        "isSandboxed": {
                                          "description": "Whether to publish in sandbox mode so notifications are held for inspection.",
                                          "type": "boolean"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id to publish.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "publish",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "additionalProperties": false,
                                  "properties": {
                                    "action": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "appUrls": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "preview": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflow": {
                                          "format": "uri",
                                          "type": "string"
                                        },
                                        "workflows": {
                                          "format": "uri",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflow",
                                        "preview"
                                      ],
                                      "type": "object"
                                    },
                                    "input": {
                                      "additionalProperties": false,
                                      "properties": {
                                        "confirmSend": {
                                          "const": true,
                                          "type": "boolean"
                                        },
                                        "messageType": {
                                          "description": "Optional message type filter when selecting a draft message to test.",
                                          "enum": [
                                            "email",
                                            "slack"
                                          ],
                                          "type": "string"
                                        },
                                        "rowData": {
                                          "additionalProperties": {},
                                          "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.",
                                          "propertyNames": {
                                            "type": "string"
                                          },
                                          "type": "object"
                                        },
                                        "testRecipientEmail": {
                                          "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.",
                                          "format": "email",
                                          "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$",
                                          "type": "string"
                                        },
                                        "testTargetId": {
                                          "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        },
                                        "workflowId": {
                                          "description": "Workflow id whose editable draft message should be tested.",
                                          "format": "uuid",
                                          "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$",
                                          "type": "string"
                                        }
                                      },
                                      "required": [
                                        "workflowId",
                                        "confirmSend"
                                      ],
                                      "type": "object"
                                    },
                                    "kind": {
                                      "const": "send_workflow_test",
                                      "type": "string"
                                    },
                                    "message": {
                                      "type": "string"
                                    },
                                    "previewUrl": {
                                      "format": "uri",
                                      "type": "string"
                                    },
                                    "summary": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    },
                                    "warnings": {
                                      "items": {
                                        "type": "string"
                                      },
                                      "type": "array"
                                    }
                                  },
                                  "required": [
                                    "kind",
                                    "action",
                                    "input",
                                    "message",
                                    "previewUrl",
                                    "appUrls",
                                    "summary",
                                    "warnings"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "status": {
                              "const": "confirmation_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "confirmation"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "handoff": {
                              "additionalProperties": false,
                              "properties": {
                                "instructions": {
                                  "items": {
                                    "type": "string"
                                  },
                                  "type": "array"
                                },
                                "kind": {
                                  "const": "browser",
                                  "type": "string"
                                },
                                "message": {
                                  "type": "string"
                                },
                                "reason": {
                                  "type": "string"
                                },
                                "url": {
                                  "format": "uri",
                                  "type": "string"
                                }
                              },
                              "required": [
                                "kind",
                                "reason",
                                "message",
                                "url",
                                "instructions"
                              ],
                              "type": "object"
                            },
                            "status": {
                              "const": "handoff_required",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "handoff"
                          ],
                          "type": "object"
                        },
                        {
                          "additionalProperties": false,
                          "properties": {
                            "code": {
                              "type": "string"
                            },
                            "message": {
                              "type": "string"
                            },
                            "retryAfterSeconds": {
                              "exclusiveMinimum": 0,
                              "maximum": 9007199254740991,
                              "type": "integer"
                            },
                            "status": {
                              "const": "error",
                              "type": "string"
                            }
                          },
                          "required": [
                            "status",
                            "message"
                          ],
                          "type": "object"
                        }
                      ]
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "type": "object"
                },
                "title": "Unpublish workflow"
              }
            ]
          }
        },
        "url": "https://mcp.dreamlit.ai/mcp"
      },
      "latency_ms": 59.98,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json"
        },
        "bad_protocol_payload": {
          "error": {
            "code": -32000,
            "message": "Bad Request: Unsupported protocol version: 1999-99-99 (supported versions: 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05, 2024-10-07)"
          },
          "id": null,
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 400,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 30.12,
      "status": "warning"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": {
            "type": "resource",
            "uri": "dreamlit://mcp/guide"
          }
        },
        "initialize_capability_keys": [
          "resources",
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 200,
          "probe_status": "missing"
        }
      },
      "latency_ms": 24.9,
      "status": "missing"
    }
  },
  "failures": {
    "openid_configuration": {
      "error": "Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.dreamlit.ai/.well-known/openid-configuration"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://mcp.dreamlit.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.dreamlit.ai/.well-known/mcp/server-card.json"
    }
  },
  "remote_url": "https://mcp.dreamlit.ai/mcp",
  "server_card_payload": null,
  "server_identifier": "ai.dreamlit/mcp"
}

Known versions

0.1.0

Validation history

7 day score delta

n/a

30 day score delta

n/a

Recent healthy ratio

100%

Freshness

4.6h

Timestamp	Status	Score	Latency	Tools
May 13, 2026 01:18:30 PM UTC	Healthy	78.7	1282.1 ms	10
May 13, 2026 01:18:19 AM UTC	Healthy	80.7	793.6 ms	9
May 12, 2026 01:17:03 PM UTC	Healthy	80.2	1046.6 ms	9
May 12, 2026 01:16:30 AM UTC	Healthy	75.1	847.2 ms	9

Validation timeline

Validated	Summary	Score	Protocol	Auth mode	Tools	High-risk tools	Changes
May 13, 2026 01:18:30 PM UTC	Healthy	78.7	2025-03-26	oauth_supported	10	2	write_surface_expanded tool_snapshot_changed
May 13, 2026 01:18:19 AM UTC	Healthy	80.7	2025-03-26	oauth_supported	9	1	none
May 12, 2026 01:17:03 PM UTC	Healthy	80.2	2025-03-26	oauth_supported	9	1	none
May 12, 2026 01:16:30 AM UTC	Healthy	75.1	2025-03-26	oauth_supported	9	1	none

Recent validation runs

Started	Status	Summary	Latency	Checks
May 13, 2026 01:18:29 PM UTC	Completed	Healthy	1282.1 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 13, 2026 01:18:18 AM UTC	Completed	Healthy	793.6 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 12, 2026 01:17:02 PM UTC	Completed	Healthy	1046.6 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 12, 2026 01:16:29 AM UTC	Completed	Healthy	847.2 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe