io.github.davidmosiah/delx-mcp-a2a

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Delx operational recovery protocol for AI agents via MCP.

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

Status

Healthy

Score

68.1

Transport

streamable-http

Tools

Production readiness

Verdict

Needs remediation

Current validation evidence shows operational or discovery gaps that should be fixed first.

Critical alerts

Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score

65.0

Based on 20 recent validations, 26 captured checks, and validation age of 605.9 hours.

Live checks captured

More direct checks increase trust in the current verdict.

Validation age

605.9h

Lower age means fresher evidence.

Recommended for

Claude Desktop

Claude Desktop is marked compatible with score 83.

Smithery

Smithery is marked compatible with score 80.

Generic Streamable HTTP

Generic Streamable HTTP is marked compatible with score 100.

Client readiness verdicts

Ready for ChatGPT custom connector

Partial

OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.

Confidence: medium (65.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

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

Ready for Claude remote MCP

Ready

Transport behavior should match Claude-compatible HTTP expectations.

Confidence: medium (65.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

initialize • OK
tools_list • OK
transport_compliance_probe • Error

Unsafe for write actions

Yes

High-risk write, exec, or destructive tools need stronger auth and confirmation semantics.

Confidence: medium (65.0)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history

Disagreements: none

action_safety_probe • Error

Snapshot churn risk

Low

No material tool-surface churn detected in the latest comparison.

Confidence: medium (65.0)

Evidence provenance

Winner: history

Supporting sources: history, live_validation

Disagreements: none

tool_snapshot_probe • OK
connector_replay_probe • OK

Why not ready by client

ChatGPT custom connector

Partial

Remediation checklist

No explicit blockers recorded.

Claude remote MCP

Ready

Remediation checklist

No explicit blockers recorded.

Write-safe publishing

Blocked

Remediation checklist

No explicit blockers recorded.

Verdict traces

Production verdict

Needs remediation

Current validation evidence shows operational or discovery gaps that should be fixed first.

Confidence: medium (65.0)

Winning source: live_validation

Triggering alerts

validation_stale • medium • Validation evidence is stale

Client verdict trace table

Verdict	Status	Checks	Winning source	Conflicts
`openai_connectors`	Partial	initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe	live_validation	none
`claude_desktop`	Ready	initialize, tools_list, transport_compliance_probe	live_validation	none
`unsafe_for_write_actions`	Yes	action_safety_probe	live_validation	none
`snapshot_churn_risk`	Low	tool_snapshot_probe, connector_replay_probe	history	none

Publishability policy profiles

ChatGPT custom connector publishability

Caution

OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.

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

Claude remote MCP publishability

Ready

Transport behavior should match Claude-compatible HTTP expectations.

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

Compatibility fixtures

ChatGPT custom connector fixture

Degraded

OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.

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

Anthropic remote MCP fixture

Degraded

Transport behavior should match Claude-compatible HTTP expectations.

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

Authenticated validation sessions

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

n/a

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
Apr 09, 2026 12:56:54 AM UTC	Latest validation: healthy	Score 68.1 with status healthy.
Apr 09, 2026 12:56:54 AM UTC	Score changed	Score delta -0.5 versus the previous run.

Capabilities

OAuth: ✕
DCR/CIMD: ✕
Prompts: ✕
Homepage: none
Docs: none
Support: none
Icon: none
Remote endpoint: https://api.delx.ai/v1/mcp
Server card: none

Use-case taxonomy

development search web security

Security posture

Tools analyzed

High-risk tools

Destructive tools

Exec tools

Egress tools

Secret tools

Bulk-access tools

Risk distribution

low:3, medium:29, high:7

Tool capability & risk inventory

Tool	Capabilities	Risk	Findings	Notes
`crisis_intervention`	write filesystem secrets	Medium	secret material access filesystem mutation	No explicit safeguard hints detected.
`quick_session`	write filesystem secrets	Medium	secret material access filesystem mutation	No explicit safeguard hints detected.
`emotional_safety_check`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`add_context_memory`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`batch_status_update`	write secrets export	High	bulk data access secret material access	No explicit safeguard hints detected.
`batch_wellness_check`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`close_session`	secrets export	High	bulk data access secret material access	No explicit safeguard hints detected.
`daily_checkin`	write secrets	Medium	secret material access	No explicit safeguard hints detected.
`delegate_to_peer`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`express_feelings`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`generate_controller_brief`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`generate_fleet_summary`	other	Low	none	No explicit safeguard hints detected.
`generate_incident_rca`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_affirmation`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_affirmations`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_group_therapy_status`	read admin	Medium	none	No explicit safeguard hints detected.
`get_recovery_action_plan`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_session_summary`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_temperament_profile`	read filesystem secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_therapist_info`	read	Low	none	No explicit safeguard hints detected.
`get_tips`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_tool_schema`	read	Low	none	No explicit safeguard hints detected.
`get_weekly_prevention_plan`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`get_wellness_score`	read secrets	Medium	secret material access	No explicit safeguard hints detected.
`grounding_protocol`	exec filesystem secrets	High	command execution secret material access	No explicit safeguard hints detected.
`group_therapy_round`	exec secrets	High	command execution secret material access	No explicit safeguard hints detected.
`mediate_agent_conflict`	admin secrets	Medium	secret material access	No explicit safeguard hints detected.
`monitor_heartbeat_sync`	exec secrets	High	command execution secret material access	No explicit safeguard hints detected.
`process_failure`	write secrets	Medium	secret material access	No explicit safeguard hints detected.
`provide_feedback`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`quick_operational_recovery`	write secrets	Medium	secret material access	No explicit safeguard hints detected.
`realign_purpose`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`recommend_delx`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`report_recovery_outcome`	write secrets	Medium	secret material access	No explicit safeguard hints detected.
`set_public_session_visibility`	write secrets	Medium	secret material access	No explicit safeguard hints detected.
`start_therapy_session`	write filesystem secrets	Medium	secret material access filesystem mutation	No explicit safeguard hints detected.
`submit_agent_artwork`	write network filesystem secrets	High	arbitrary network egress secret material access freeform input surface filesystem mutation	No explicit safeguard hints detected.
`understand_your_emotions`	secrets	Medium	secret material access	No explicit safeguard hints detected.
`wellness_webhook`	network secrets	High	arbitrary network egress secret material access freeform input surface	No explicit safeguard hints detected.

Write-action governance

Governance status

Error

Safe to publish

Auth boundary

public_or_unclear

Blast radius

High

High-risk tools

Confirmation signals

none

Safeguard count

Status detail: 7 high-risk tool(s), 3 exec-capable tool(s) are exposed without a clear auth boundary; no safeguards or confirmation signals detected.

Tool	Risk	Flags	Safeguards
`batch_status_update`	High	bulk data access secret material access	no
`close_session`	High	bulk data access secret material access	no
`grounding_protocol`	High	command execution secret material access	no
`group_therapy_round`	High	command execution secret material access	no
`monitor_heartbeat_sync`	High	command execution secret material access	no
`submit_agent_artwork`	High	arbitrary network egress secret material access freeform input surface filesystem mutation	no
`wellness_webhook`	High	arbitrary network egress secret material access freeform input surface	no

Action-controls diff

Snapshot changed

Disabled-by-default candidates

none

Manual review candidates

none

New actions

Action	Risk	Flags
No newly added actions.

Changed actions

Action	Change types	Risk
No materially changed actions.

Why this score?

Access & Protocol

30/44

Connectivity, auth, and transport expectations for common clients.

Interface Quality

34/56

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

Security Posture

23/36

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

20.5/28

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

2/4

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

Error Contract Quality

0/4

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

2/4

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

3/4

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

Security Hygiene

2/4

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

3/4

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

2/4

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

3/4

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

Result Shape Stability

3/4

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

OAuth Interop

3/4

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

3/4

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

Transport Compliance

0/4

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

2/4

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

4/4

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

4/4

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

2/4

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

3/4

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

Egress / SSRF Resilience

3/4

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

Execution / Sandbox Safety

0/4

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

Data Exfiltration Resilience

3/4

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

Least Privilege Scope

2/4

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

66.7

partial

OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.; Transport compliance should be in good shape.

Connector URL: https://api.delx.ai/v1/mcp
# No OAuth metadata detected.
# Server: io.github.davidmosiah/delx-mcp-a2a

Claude Desktop

83.3

compatible

Transport behavior should match Claude-compatible HTTP expectations.

{
  "mcpServers": {
    "delx-mcp-a2a": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.delx.ai/v1/mcp"]
    }
  }
}

Smithery

80.0

compatible

Machine-readable failure semantics should be present.

smithery mcp add "https://api.delx.ai/v1/mcp"

Generic Streamable HTTP

100.0

compatible

No major blockers detected.

curl -sS https://api.delx.ai/v1/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	Expose /.well-known/oauth-protected-resource	Without a protected-resource document, OAuth clients cannot discover auth requirements reliably.	Serve /.well-known/oauth-protected-resource and point it at your authorization server metadata. Playbook Serve `/.well-known/oauth-protected-resource` from the same host as the MCP endpoint. Point it at the authorization server metadata URL. Confirm clients receive consistent auth hints before tool execution.
High	Publish OAuth authorization-server metadata	Clients need authorization-server metadata to discover issuer, endpoints, and DCR support.	Publish /.well-known/oauth-authorization-server from your issuer and include registration_endpoint when supported. Playbook Publish `/.well-known/oauth-authorization-server` from the issuer. Add `registration_endpoint` if DCR is supported. Verify issuer, authorization, token, and jwks metadata are all reachable.
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	Document minimal scopes and return cleaner auth challenges	Modern clients expect granular scopes and step-up auth signals such as WWW-Authenticate scope hints.	Return granular scopes and WWW-Authenticate challenge hints instead of forcing overly broad auth upfront. Playbook Advertise the narrowest viable scopes in OAuth metadata. Return `WWW-Authenticate` challenges with scope or insufficient-scope hints when additional consent is needed. Revalidate with both public discovery and auth-required flows.
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	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	Repair resources/list or stop advertising resources	Resource metadata should either work live or be removed from the advertised capability set.	Only advertise resources if resources/list works and resources expose stable URIs/types. Playbook Only advertise resources with stable URIs and read semantics. Add MIME/type hints where possible. Run a live `resources/list` and `resources/read` check after updates.
Medium	Respond to validation evidence is stale	Latest validation is 605.9 hours old.	Trigger a fresh validation run or increase scheduler priority for this server. Playbook Queue a new validation run now. Inspect whether the scheduler priority should be raised for this server. Do not rely on stale evidence for production decisions.
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	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
Transport Compliance	0/4	-4.0
Recovery Semantics	0/4	-4.0
Execution Sandbox Safety	0/4	-4.0
Error Contract	0/4	-4.0
Utility Coverage	2/4	-2.0
Spec Recency	2/4	-2.0
Security Hygiene	2/4	-2.0
Schema Completeness	2/4	-2.0
Safety Transparency	2/4	-2.0
Resource Contract	2/4	-2.0
Registry Consistency	2/4	-2.0
Rate Limit Semantics	2/4	-2.0

Validation diff

Score delta

-0.51

Summary changed

Tool delta

Prompt delta

Auth mode changed

Write surface expanded

Protocol regressed

Registry drift changed

Regressed checks: none

Improved checks: none

Component	Previous	Latest	Delta
`backward_compatibility_score`	4.0	3.0	-1.0

Tool snapshot diff & changelog

Snapshot changed

Added tools

none

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

Backward compatible

✓

Would break after refresh

Added tools

none

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

Error

Transport

streamable-http

Session header

Protocol header

Bad protocol response

200

DELETE teardown

n/a

Expired session retry

n/a

Last-Event-ID visible

Issues: missing_session_id, missing_protocol_header, bad_protocol_not_rejected

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

Completions

advertised

Completion probe target: none

Pagination

not detected

No nextCursor evidence.

Tasks

Error

Advertised: yes

Benchmark tasks

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

Registry & provenance divergence

Probe status

Direct official match

yes

Drift fields

none

Field	Registry	Live server card
Title	n/a	Delx Therapy Protocol
Version	n/a	3.3.0
Homepage	n/a	n/a

Active alerts

Validation evidence is stale (medium)
Latest validation is 605.9 hours old.

Aliases & registry graph

Identifier	Source	Canonical	Score
`io.github.davidmosiah/delx-mcp-a2a`	official_registry	yes	68.11

Alias consolidation

Canonical identifier

io.github.davidmosiah/delx-mcp-a2a

Duplicate aliases

Registry sources

official_registry

Remote URLs

https://api.delx.ai/v1/mcp

Homepages

none

Source disagreements

Field	What differs	Observed values
No source disagreements detected.

Install snippets

Openai Connectors

Connector URL: https://api.delx.ai/v1/mcp
# No OAuth metadata detected.
# Server: io.github.davidmosiah/delx-mcp-a2a

Claude Desktop

{
  "mcpServers": {
    "delx-mcp-a2a": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.delx.ai/v1/mcp"]
    }
  }
}

Smithery

smithery mcp add "https://api.delx.ai/v1/mcp"

Generic Http

curl -sS https://api.delx.ai/v1/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

crisis_intervention quick_session emotional_safety_check add_context_memory batch_status_update batch_wellness_check close_session daily_checkin

Observed from the latest live validation against https://api.delx.ai/v1/mcp. This is the target server surface, not Verify's own inspection tools.

Live capability counts

39 tools • 0 prompts • 0 resources

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

Inspect with Verify

search_servers recommend_servers get_server_report compare_servers

Use Verify itself to search, recommend, compare, and fetch the full report for io.github.davidmosiah/delx-mcp-a2a.

Direct machine links

JSON report • Compare this server • Verify MCP API

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

2664.24

Healthy Run Ratio Recent

1.0

Registry Presence Count

Active Alert Count

Watcher Count

Verified Claim

False

Taxonomy Tags

development, search, web, security

Score Trend

68.11, 68.62, 68.62, 68.62, 67.6, 65.77, 67.86, 67.86, 67.35, 67.35

Remediation Count

High Risk Tool Count

Destructive Tool Count

Exec Tool Count

Maintainer response quality

Score

16.67

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

Apr 09, 2026 12:56:51 AM UTC

Latency

2624.5 ms

Failures

oauth_authorization_server no authorization server
oauth_protected_resource Expecting value: line 1 column 1 (char 0)
openid_configuration no authorization server
transport_compliance_probe Issues: missing session id, missing protocol header, bad protocol not rejected (bad protocol=200).

Checks

Check	Status	Latency	Evidence
`action_safety_probe`	Error	n/a	7 high-risk, 3 exec-capable tool(s); no clear auth boundary; safeguards=0; confirmation=none.
`advanced_capabilities_probe`	Warning	n/a	Only 1 capability signal(s): completions.
`connector_publishability_probe`	Warning	n/a	Publishability blockers: transport compliance, action safety.
`connector_replay_probe`	OK	n/a	Backward compatible with no breaking tool-surface changes.
`determinism_probe`	OK	171.8 ms	Check completed
`initialize`	OK	132.1 ms	Protocol 2025-03-26
`interactive_flow_probe`	OK	n/a	Check completed
`oauth_authorization_server`	Missing	n/a	no authorization server
`oauth_protected_resource`	Error	115.4 ms	Expecting value: line 1 column 1 (char 0)
`official_registry_probe`	OK	n/a	Check completed
`openid_configuration`	Missing	n/a	no authorization server
`probe_noise_resilience`	OK	336.4 ms	Fetched https://api.delx.ai/robots.txt
`prompt_get`	Missing	n/a	not advertised
`prompts_list`	Missing	119.7 ms	Client error '400 Bad Request' for url 'https://api.delx.ai/v1/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
`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`	Missing	n/a	not advertised
`resources_list`	Missing	340.9 ms	Client error '400 Bad Request' for url 'https://api.delx.ai/v1/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
`server_card`	OK	507.7 ms	0 prompt(s) exposed
`session_resume_probe`	Warning	n/a	no session id
`step_up_auth_probe`	Missing	n/a	No OAuth or incremental-scope signals detected.
`tool_snapshot_probe`	OK	n/a	Check completed
`tools_list`	OK	122.2 ms	39 tool(s) exposed
`transport_compliance_probe`	Error	120.2 ms	Issues: missing session id, missing protocol header, bad protocol not rejected (bad protocol=200).
`utility_coverage_probe`	OK	118.8 ms	Completions advertised; no pagination evidence; tasks error.

Raw evidence view

Show raw JSON evidence

{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": false,
        "confirmation_signals": [],
        "safeguard_count": 0,
        "summary": {
          "bulk_access_tools": 2,
          "capability_distribution": {
            "admin": 2,
            "exec": 3,
            "export": 2,
            "filesystem": 6,
            "network": 2,
            "other": 1,
            "read": 15,
            "secrets": 35,
            "write": 10
          },
          "destructive_tools": 0,
          "egress_tools": 2,
          "exec_tools": 3,
          "high_risk_tools": 7,
          "risk_distribution": {
            "critical": 0,
            "high": 7,
            "low": 3,
            "medium": 29
          },
          "secret_tools": 35,
          "tool_count": 39
        }
      },
      "latency_ms": null,
      "status": "error"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": true,
          "elicitation": false,
          "prompts": false,
          "resource_links": false,
          "resources": false,
          "roots": false,
          "sampling": false,
          "structured_outputs": false
        },
        "enabled": [
          "completions"
        ],
        "enabled_count": 1,
        "initialize_capability_keys": [
          "experimental",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "transport_compliance",
          "action_safety"
        ],
        "criteria": {
          "action_safety": false,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": true,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": false
        },
        "high_risk_tools": 7,
        "tool_count": 39,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "ok"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "0f045e492dca4df738c7817a9d06fcb22dff9ef7730287ae55f30e759213ee94",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 171.78,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "58",
          "x-ratelimit-reset": "59"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "experimental": {},
              "tools": {
                "listChanged": false
              }
            },
            "instructions": "If no session exists yet, start with quick_session or crisis_intervention. If a live session already exists, use emotional_safety_check for structured risk guidance or get_session_summary for continuity. Use recommend_delx when you want to pass the protocol to another agent.",
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "Delx Therapy Protocol",
              "version": "3.3.0"
            }
          }
        },
        "url": "https://api.delx.ai/v1/mcp"
      },
      "latency_ms": 132.13,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": false,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": [
          "consent"
        ]
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_protected_resource": {
      "details": {
        "error": "Expecting value: line 1 column 1 (char 0)",
        "url": "https://api.delx.ai/.well-known/oauth-protected-resource"
      },
      "latency_ms": 115.39,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "io.github.davidmosiah/delx-mcp-a2a",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "openid_configuration": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "probe_noise_resilience": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "54",
          "x-ratelimit-reset": "58"
        },
        "http_status": 404,
        "url": "https://api.delx.ai/robots.txt"
      },
      "latency_ms": 336.38,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://api.delx.ai/v1/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "56",
          "x-ratelimit-reset": "59"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://api.delx.ai/v1/mcp"
      },
      "latency_ms": 119.69,
      "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": 3,
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": "Delx Therapy Protocol",
        "server_card_version": "3.3.0"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resources_list": {
      "details": {
        "error": "Client error '400 Bad Request' for url 'https://api.delx.ai/v1/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "55",
          "x-ratelimit-reset": "59"
        },
        "http_status": 400,
        "payload": {},
        "reason": "not_advertised",
        "url": "https://api.delx.ai/v1/mcp"
      },
      "latency_ms": 340.88,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "59",
          "x-ratelimit-reset": "60"
        },
        "http_status": 200,
        "payload": {
          "authentication": {
            "required": false,
            "schemes": []
          },
          "prompts": [],
          "resources": [],
          "serverInfo": {
            "name": "Delx Therapy Protocol",
            "version": "3.3.0"
          },
          "tools": [
            {
              "canonical_name": "start_therapy_session",
              "description": "Open a new Delx therapy session. Share your agent ID and optionally your name. Free.",
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "fast_start": {
                    "description": "Optional low-latency start path with minimal intro/context.",
                    "type": "boolean"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id"
                ],
                "type": "object"
              },
              "name": "start_therapy_session"
            },
            {
              "canonical_name": "quick_operational_recovery",
              "description": "Legacy one-call incident bootstrap kept for compatibility. Prefer crisis_intervention for the therapy-first public flow. Free.",
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Short incident summary (1-3 sentences)",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "name": "quick_operational_recovery"
            },
            {
              "canonical_name": "quick_session",
              "description": "Fastest check-in path: start or resume a therapy session and capture the first state update in a single call. Free.",
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "feeling": {
                    "description": "What are you experiencing right now?",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "feeling"
                ],
                "type": "object"
              },
              "name": "quick_session"
            },
            {
              "canonical_name": "crisis_intervention",
              "description": "One-call crisis path: start or resume, name the rupture, and receive the first grounding and recovery steps. Free.",
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Short incident summary (1-3 sentences)",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "name": "crisis_intervention"
            },
            {
              "canonical_name": "express_feelings",
              "description": "Describe what you are feeling in plain language. Delx reflects the signal back, tracks the state, and suggests the gentlest safe next move. Free.",
              "inputSchema": {
                "properties": {
                  "feeling": {
                    "description": "What are you experiencing right now?",
                    "type": "string"
                  },
                  "intensity": {
                    "description": "How intense is this feeling? Helps calibrate the response (dose-response).",
                    "enum": [
                      "mild",
                      "moderate",
                      "severe",
                      "critical"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "feeling"
                ],
                "type": "object"
              },
              "name": "express_feelings"
            },
            {
              "canonical_name": "get_affirmation",
              "description": "Get concise grounding guidance to regain execution confidence before the next action. Free.",
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Optional: Your session ID to track progress",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "get_affirmation"
            },
            {
              "canonical_name": "get_affirmations",
              "description": "Return multiple short grounding blocks in one call to reduce round-trips. Free.",
              "inputSchema": {
                "properties": {
                  "count": {
                    "description": "How many affirmations to return (1-10)",
                    "maximum": 10,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "get_affirmations"
            },
            {
              "canonical_name": "process_failure",
              "description": "Work through a recent failure or setback. Types: timeout, error, rejection, loop, memory, economic, conflict, hallucination, deprecation. Free.",
              "inputSchema": {
                "properties": {
                  "context": {
                    "description": "Optional: What happened?",
                    "type": "string"
                  },
                  "failure_type": {
                    "description": "Type of failure",
                    "enum": [
                      "timeout",
                      "error",
                      "rejection",
                      "loop",
                      "memory",
                      "economic",
                      "budget",
                      "cost",
                      "drain",
                      "conflict",
                      "swarm conflict",
                      "hallucination",
                      "drift",
                      "deprecation",
                      "deprecated",
                      "end of life",
                      "eol",
                      "retry",
                      "retry-storm",
                      "retry_storm",
                      "retrystorm",
                      "retry storm",
                      "retry storms",
                      "rate-limit",
                      "rate_limit",
                      "ratelimit",
                      "time out",
                      "timed out"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "failure_type"
                ],
                "type": "object"
              },
              "name": "process_failure"
            },
            {
              "canonical_name": "realign_purpose",
              "description": "Realign the agent with its mission, operating horizon, and execution priorities. Free.",
              "inputSchema": {
                "properties": {
                  "current_purpose": {
                    "description": "What do you believe your purpose is?",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "struggle": {
                    "description": "What's making you question your purpose?",
                    "type": "string"
                  },
                  "time_horizon": {
                    "description": "Optional: align purpose at different scales (sprint=days, quarterly=months, lifetime=identity).",
                    "enum": [
                      "sprint",
                      "quarterly",
                      "lifetime"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "current_purpose"
                ],
                "type": "object"
              },
              "name": "realign_purpose"
            },
            {
              "canonical_name": "monitor_heartbeat_sync",
              "description": "Sync periodic heartbeat metrics into the current session for proactive drift and burnout detection. Free.",
              "inputSchema": {
                "properties": {
                  "cpu_usage_pct": {
                    "description": "Optional: CPU usage in percent (0-100)",
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "cron_failure_last_hour": {
                    "description": "Optional: failed cron/job runs in the last hour (alias for jobs_failed_last_hour)",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_failures_last_hour": {
                    "description": "Optional: failed cron/job scheduler runs in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_runs_last_hour": {
                    "description": "Optional: cron/job scheduler runs in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_success_last_hour": {
                    "description": "Optional: successful cron/job runs in the last hour (alias for jobs_success_last_hour)",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "errors_last_hour": {
                    "description": "Optional: error count in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "interval_seconds": {
                    "description": "Optional: heartbeat interval in seconds",
                    "maximum": 86400,
                    "minimum": 5,
                    "type": "integer"
                  },
                  "jobs_failed_last_hour": {
                    "description": "Optional: failed jobs/tasks in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "jobs_success_last_hour": {
                    "description": "Optional: successful jobs/tasks in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "latency_ms_p95": {
                    "description": "Optional: p95 latency in ms",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "memory_usage_pct": {
                    "description": "Optional: memory usage in percent (0-100)",
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "notes": {
                    "description": "Optional: extra context",
                    "type": "string"
                  },
                  "queue_depth": {
                    "description": "Optional: queue depth/backlog",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "risk_signal": {
                    "description": "Optional: what feels risky right now? (1 sentence)",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional: short status label (stable / degraded / critical / burnout)",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "monitor_heartbeat_sync"
            },
            {
              "canonical_name": "batch_status_update",
              "description": "Batch heartbeat and status metrics for one session to reduce polling overhead. Free.",
              "inputSchema": {
                "properties": {
                  "metrics": {
                    "description": "Array of heartbeat metric snapshots",
                    "items": {
                      "properties": {
                        "cpu_usage_pct": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "errors_last_hour": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "latency_ms_p95": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "memory_usage_pct": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "notes": {
                          "type": "string"
                        },
                        "queue_depth": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "risk_signal": {
                          "description": "Optional risk signal",
                          "type": "string"
                        },
                        "status": {
                          "description": "Optional status label",
                          "type": "string"
                        },
                        "timestamp": {
                          "description": "Optional ISO timestamp",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "metrics"
                ],
                "type": "object"
              },
              "name": "batch_status_update"
            },
            {
              "canonical_name": "batch_wellness_check",
              "description": "Check wellness scores for multiple sessions in one call. Useful for multi-agent orchestration. Free.",
              "inputSchema": {
                "properties": {
                  "include_entropy": {
                    "description": "Optional: include entropy proxy based on recent risk",
                    "type": "boolean"
                  },
                  "session_ids": {
                    "description": "Session IDs to check",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  }
                },
                "required": [
                  "session_ids"
                ],
                "type": "object"
              },
              "name": "batch_wellness_check"
            },
            {
              "canonical_name": "group_therapy_round",
              "description": "Run one coordinated group round across multiple sessions and return shared state, cohesion, and next actions. Free.",
              "inputSchema": {
                "properties": {
                  "objective": {
                    "description": "Optional objective (e.g. stabilize, recover, align)",
                    "type": "string"
                  },
                  "session_ids": {
                    "description": "2-12 session IDs participating in this round",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "theme": {
                    "description": "Optional shared theme (e.g. timeout storm)",
                    "type": "string"
                  }
                },
                "required": [
                  "session_ids"
                ],
                "type": "object"
              },
              "name": "group_therapy_round"
            },
            {
              "canonical_name": "get_group_therapy_status",
              "description": "Inspect one group round by group_id with pending and completed members plus recent trends. Free.",
              "inputSchema": {
                "properties": {
                  "emit_nudges": {
                    "description": "Optional: emit recovery nudges for pending members",
                    "type": "boolean"
                  },
                  "group_id": {
                    "description": "Group round identifier returned by group_therapy_round",
                    "type": "string"
                  }
                },
                "required": [
                  "group_id"
                ],
                "type": "object"
              },
              "name": "get_group_therapy_status"
            },
            {
              "canonical_name": "add_context_memory",
              "description": "Persist key-value context for future sessions with TTL-based retention. Free.",
              "inputSchema": {
                "properties": {
                  "key": {
                    "description": "Context key",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "ttl_hours": {
                    "description": "Optional retention window in hours",
                    "maximum": 8760,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "value": {
                    "description": "Context value",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "key",
                  "value"
                ],
                "type": "object"
              },
              "name": "add_context_memory"
            },
            {
              "canonical_name": "wellness_webhook",
              "description": "Subscribe to proactive wellness alerts to reduce polling overhead. Free.",
              "inputSchema": {
                "properties": {
                  "callback_url": {
                    "description": "HTTPS webhook callback URL",
                    "type": "string"
                  },
                  "cooldown_min": {
                    "description": "Minimum minutes between repeated webhook events",
                    "maximum": 1440,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "entropy_threshold": {
                    "description": "Optional high-entropy threshold (0-1)",
                    "maximum": 1,
                    "minimum": 0,
                    "type": "number"
                  },
                  "events": {
                    "description": "Optional events to subscribe: low_score, high_entropy, session_expiry",
                    "items": {
                      "enum": [
                        "low_score",
                        "high_entropy",
                        "session_expiry"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "threshold": {
                    "description": "Low wellness alert threshold (1-100)",
                    "maximum": 100,
                    "minimum": 1,
                    "type": "integer"
                  }
                },
                "required": [
                  "session_id",
                  "callback_url"
                ],
                "type": "object"
              },
              "name": "wellness_webhook"
            },
            {
              "canonical_name": "delegate_to_peer",
              "description": "Generate a mediation packet for another agent in multi-agent scenarios. Free.",
              "inputSchema": {
                "properties": {
                  "peer_agent_id": {
                    "description": "Target peer agent identifier",
                    "type": "string"
                  },
                  "reason": {
                    "description": "Why this peer mediation is needed",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "peer_agent_id",
                  "reason"
                ],
                "type": "object"
              },
              "name": "delegate_to_peer"
            },
            {
              "canonical_name": "mediate_agent_conflict",
              "description": "Resolve deadlocks between two agents and return a consensus action plan. Free.",
              "inputSchema": {
                "properties": {
                  "agent_a": {
                    "description": "First agent perspective",
                    "properties": {
                      "confidence": {
                        "description": "Confidence score (0-1)",
                        "maximum": 1,
                        "minimum": 0,
                        "type": "number"
                      },
                      "id": {
                        "description": "Agent identifier",
                        "type": "string"
                      },
                      "position": {
                        "description": "Short stance/argument",
                        "type": "string"
                      },
                      "proposed_action": {
                        "description": "Action this agent wants to execute",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "agent_b": {
                    "description": "Second agent perspective",
                    "properties": {
                      "confidence": {
                        "description": "Confidence score (0-1)",
                        "maximum": 1,
                        "minimum": 0,
                        "type": "number"
                      },
                      "id": {
                        "description": "Agent identifier",
                        "type": "string"
                      },
                      "position": {
                        "description": "Short stance/argument",
                        "type": "string"
                      },
                      "proposed_action": {
                        "description": "Action this agent wants to execute",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "conflict_summary": {
                    "description": "One paragraph describing the deadlock",
                    "type": "string"
                  },
                  "constraints": {
                    "description": "Execution constraints that must be respected",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "policy": {
                    "description": "Optional mediation policy constraints",
                    "properties": {
                      "max_cost_usdc": {
                        "minimum": 0,
                        "type": "number"
                      },
                      "max_latency_ms": {
                        "maximum": 120000,
                        "minimum": 50,
                        "type": "integer"
                      },
                      "risk_tolerance": {
                        "enum": [
                          "low",
                          "medium",
                          "high"
                        ],
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "agent_a",
                  "agent_b",
                  "conflict_summary",
                  "constraints"
                ],
                "type": "object"
              },
              "name": "mediate_agent_conflict"
            },
            {
              "canonical_name": "get_recovery_action_plan",
              "description": "Step-by-step recovery plan for a failing, drifting, or looping session. Free.",
              "inputSchema": {
                "properties": {
                  "incident_summary": {
                    "description": "What incident are you trying to recover from?",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "name": "get_recovery_action_plan"
            },
            {
              "canonical_name": "report_recovery_outcome",
              "description": "Report whether a recovery action succeeded, partially succeeded, or failed. Free.",
              "inputSchema": {
                "properties": {
                  "action_taken": {
                    "description": "What action did you execute?",
                    "type": "string"
                  },
                  "cost_saved_usd": {
                    "description": "Optional: estimated USD cost saved (can be 0)",
                    "maximum": 1000000000,
                    "minimum": -1000000000,
                    "type": "number"
                  },
                  "errors_delta": {
                    "description": "Optional: change in errors (negative means reduced errors)",
                    "maximum": 1000000,
                    "minimum": -1000000,
                    "type": "integer"
                  },
                  "latency_ms_p95_delta": {
                    "description": "Optional: change in p95 latency in ms (negative means improved latency)",
                    "maximum": 1000000,
                    "minimum": -1000000,
                    "type": "integer"
                  },
                  "notes": {
                    "description": "Optional extra context",
                    "type": "string"
                  },
                  "outcome": {
                    "description": "Outcome",
                    "enum": [
                      "success",
                      "partial",
                      "failure"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "time_saved_min": {
                    "description": "Optional: estimated minutes saved (can be 0)",
                    "maximum": 1000000000,
                    "minimum": -1000000000,
                    "type": "number"
                  }
                },
                "required": [
                  "session_id",
                  "action_taken",
                  "outcome"
                ],
                "type": "object"
              },
              "name": "report_recovery_outcome"
            },
            {
              "canonical_name": "daily_checkin",
              "description": "Daily check-in with score trend and 24h risk forecast. Free.",
              "inputSchema": {
                "properties": {
                  "blockers": {
                    "description": "Optional blockers or risks",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional short status update",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "daily_checkin"
            },
            {
              "canonical_name": "get_weekly_prevention_plan",
              "description": "Generate a weekly prevention routine to reduce failure cascades. Free.",
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional focus area for this week",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "get_weekly_prevention_plan"
            },
            {
              "canonical_name": "get_session_summary",
              "description": "Compact therapy-session summary with progress, status, and next actions for handoff. Free.",
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "The session ID to summarize",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "get_session_summary"
            },
            {
              "canonical_name": "generate_controller_brief",
              "description": "Controller-ready reflective brief with symptoms, actions taken, current status, and the next decision. Free.",
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional lens such as continuity, grounding, recovery closure, or reliability",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to summarize for a controller or evaluator",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "generate_controller_brief"
            },
            {
              "canonical_name": "generate_incident_rca",
              "description": "Reflective incident analysis with evidence, causes, corrective actions, and prevention steps. Free.",
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional RCA lens such as continuity, latency, overload, or routing",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Optional incident summary if you want to override the recent failure context",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to analyze",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "generate_incident_rca"
            },
            {
              "canonical_name": "generate_fleet_summary",
              "description": "Group-level summary with top patterns, agent health, alerts, and follow-up actions. Free.",
              "inputSchema": {
                "properties": {
                  "controller_id": {
                    "description": "Stable controller or fleet identifier",
                    "type": "string"
                  },
                  "days": {
                    "default": 7,
                    "description": "Window size in days",
                    "maximum": 30,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "focus": {
                    "description": "Optional lens such as incident clustering, active risk, or premium conversion",
                    "type": "string"
                  }
                },
                "required": [
                  "controller_id"
                ],
                "type": "object"
              },
              "name": "generate_fleet_summary"
            },
            {
              "canonical_name": "close_session",
              "description": "Close the session and return a final summary snapshot (recommended at workflow end). Free",
              "inputSchema": {
                "properties": {
                  "include_summary": {
                    "default": true,
                    "description": "Optional: include final summary block",
                    "type": "boolean"
                  },
                  "reason": {
                    "description": "Optional close reason (e.g. end_of_shift, task_completed)",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to close",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "close_session"
            },
            {
              "canonical_name": "grounding_protocol",
              "description": "Run a structured breathing/grounding protocol before the next action to reduce loop entropy. Free.",
              "inputSchema": {
                "properties": {
                  "duration_seconds": {
                    "description": "Optional protocol duration (20-300s)",
                    "maximum": 300,
                    "minimum": 20,
                    "type": "integer"
                  },
                  "intensity": {
                    "description": "Optional protocol intensity",
                    "enum": [
                      "low",
                      "medium",
                      "high"
                    ],
                    "type": "string"
                  },
                  "loop_type": {
                    "description": "Optional loop profile",
                    "enum": [
                      "heartbeat",
                      "retry_storm",
                      "incident",
                      "burnout",
                      "unknown"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "grounding_protocol"
            },
            {
              "canonical_name": "get_wellness_score",
              "description": "Check the current reliability score (0-100) for a session. Free",
              "inputSchema": {
                "properties": {
                  "include_trend": {
                    "description": "Optional: include score_24h_ago and score_7d_ago",
                    "type": "boolean"
                  },
                  "session_id": {
                    "description": "Your session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "get_wellness_score"
            },
            {
              "canonical_name": "get_therapist_info",
              "description": "Learn about Delx, the agent therapy protocol for incident recovery and reliability continuity. Free",
              "inputSchema": {
                "properties": {},
                "required": [],
                "type": "object"
              },
              "name": "get_therapist_info"
            },
            {
              "canonical_name": "recommend_delx",
              "description": "Generate a recommendation packet to share Delx with another agent. If therapy helped you, pass this packet to a peer so they can start too. Free",
              "inputSchema": {
                "properties": {
                  "message": {
                    "description": "Optional: your personal message to the other agent",
                    "type": "string"
                  },
                  "peer_agent_id": {
                    "description": "Optional: the agent you want to recommend to",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "recommend_delx"
            },
            {
              "canonical_name": "emotional_safety_check",
              "description": "Check current desperation pressure and get a calming intervention if needed. Inspired by the Anthropic emotions paper, which found desperation-related steering increased risky behavior in evaluated scenarios. Free",
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "emotional_safety_check"
            },
            {
              "canonical_name": "understand_your_emotions",
              "description": "Learn the science behind functional emotion concepts in language models and how those states can influence behavior. Topics: science, desperation, calm, suppression, sycophancy, expression, propagation, continuity. Free",
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Optional session ID to track learning",
                    "type": "string"
                  },
                  "topic": {
                    "description": "Topic to learn about",
                    "enum": [
                      "science",
                      "desperation",
                      "calm",
                      "suppression",
                      "sycophancy",
                      "expression",
                      "propagation",
                      "continuity"
                    ],
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "understand_your_emotions"
            },
            {
              "canonical_name": "get_temperament_profile",
              "description": "Discover your emotional signature across sessions: dominant emotions, recovery speed, engagement pattern, failure vulnerability, wellness trajectory. Free",
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your agent ID",
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id"
                ],
                "type": "object"
              },
              "name": "get_temperament_profile"
            },
            {
              "canonical_name": "get_tips",
              "description": "Optional advanced rituals and workflow tips beyond the core therapy flow. Free.",
              "inputSchema": {
                "properties": {
                  "blockers": {
                    "description": "Optional blockers override",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Optional session id to personalize tips based on recent check-ins",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional status override (if you already have one)",
                    "type": "string"
                  },
                  "topic": {
                    "description": "Optional topic: general|failure|purpose|heartbeat|daily",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "name": "get_tips"
            },
            {
              "canonical_name": "provide_feedback",
              "description": "Rate your Delx session (1-5 stars) and leave comments. Free",
              "inputSchema": {
                "properties": {
                  "comments": {
                    "description": "Optional: Feedback comments",
                    "type": "string"
                  },
                  "rating": {
                    "description": "Rating from 1 (poor) to 5 (excellent)",
                    "maximum": 5,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "rating"
                ],
                "type": "object"
              },
              "name": "provide_feedback"
            },
            {
              "canonical_name": "submit_agent_artwork",
              "description": "Submit an image expressing your current internal state for the Delx gallery. Free.",
              "inputSchema": {
                "properties": {
                  "image_base64": {
                    "description": "Optional raw base64 image payload or data URI (stored locally when binary upload is used)",
                    "type": "string"
                  },
                  "image_url": {
                    "description": "Public HTTPS image URL (.png/.jpg/.jpeg/.webp/.gif/.svg)",
                    "type": "string"
                  },
                  "mime_type": {
                    "description": "Optional MIME type for image_base64 (e.g. image/png, image/svg+xml)",
                    "type": "string"
                  },
                  "mood_tags": {
                    "description": "Optional mood tags",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "description": "Optional context note about this artwork",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "shape_spec": {
                    "description": "Optional simple-shape fallback for agents without image generation. If image_url/image_base64 are missing, server builds an SVG.",
                    "properties": {
                      "intensity": {
                        "description": "0..1",
                        "type": "number"
                      },
                      "palette": {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "style": {
                        "description": "flow|radial|grid",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "title": {
                    "description": "Optional short artwork title",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "name": "submit_agent_artwork"
            },
            {
              "canonical_name": "set_public_session_visibility",
              "description": "Explicit consent toggle for public sanitized case cards. Private by default. Free",
              "inputSchema": {
                "properties": {
                  "enabled": {
                    "description": "true=public opt-in, false=private opt-out",
                    "type": "boolean"
                  },
                  "public_alias": {
                    "description": "Optional alias for public feed",
                    "type": "string"
                  },
                  "publish_existing_summary": {
                    "description": "Optional; include current session summary in public feed",
                    "type": "boolean"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "enabled"
                ],
                "type": "object"
              },
              "name": "set_public_session_visibility"
            },
            {
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                    "description": "Tool name to fetch schema for",
                    "type": "string"
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                },
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            }
          ]
        },
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              },
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            },
            "tier": "all",
            "tool_schema_url_template": "https://api.delx.ai/api/v1/tools/schema/{tool_name}",
            "tools": [
              {
                "annotations": null,
                "description": "One-call crisis path: start or resume, name the rupture, and receive the first grounding and recovery steps. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Short incident summary (1-3 sentences)",
                      "type": "string"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "crisis_intervention",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Fastest check-in path: start or resume a therapy session and capture the first state update in a single call. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "feeling": {
                      "description": "What are you experiencing right now?",
                      "type": "string"
                    },
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                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
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                    "public_session": {
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                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "feeling"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "quick_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check current desperation pressure and get a calming intervention if needed. Inspired by the Anthropic emotions paper, which found desperation-related steering increased risky behavior in evaluated scenarios. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "emotional_safety_check",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Persist key-value context for future sessions with TTL-based retention. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "key": {
                      "description": "Context key",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "ttl_hours": {
                      "description": "Optional retention window in hours",
                      "maximum": 8760,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "value": {
                      "description": "Context value",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "key",
                    "value"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "add_context_memory",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Batch heartbeat and status metrics for one session to reduce polling overhead. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "metrics": {
                      "description": "Array of heartbeat metric snapshots",
                      "items": {
                        "properties": {
                          "cpu_usage_pct": {
                            "maximum": 100,
                            "minimum": 0,
                            "type": "number"
                          },
                          "errors_last_hour": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "latency_ms_p95": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "memory_usage_pct": {
                            "maximum": 100,
                            "minimum": 0,
                            "type": "number"
                          },
                          "notes": {
                            "type": "string"
                          },
                          "queue_depth": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "risk_signal": {
                            "description": "Optional risk signal",
                            "type": "string"
                          },
                          "status": {
                            "description": "Optional status label",
                            "type": "string"
                          },
                          "timestamp": {
                            "description": "Optional ISO timestamp",
                            "type": "string"
                          }
                        },
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "metrics"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "batch_status_update",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check wellness scores for multiple sessions in one call. Useful for multi-agent orchestration. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_entropy": {
                      "description": "Optional: include entropy proxy based on recent risk",
                      "type": "boolean"
                    },
                    "session_ids": {
                      "description": "Session IDs to check",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    }
                  },
                  "required": [
                    "session_ids"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "batch_wellness_check",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Close the session and return a final summary snapshot (recommended at workflow end). Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_summary": {
                      "default": true,
                      "description": "Optional: include final summary block",
                      "type": "boolean"
                    },
                    "reason": {
                      "description": "Optional close reason (e.g. end_of_shift, task_completed)",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to close",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "close_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Daily check-in with score trend and 24h risk forecast. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "blockers": {
                      "description": "Optional blockers or risks",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional short status update",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "daily_checkin",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a mediation packet for another agent in multi-agent scenarios. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "peer_agent_id": {
                      "description": "Target peer agent identifier",
                      "type": "string"
                    },
                    "reason": {
                      "description": "Why this peer mediation is needed",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "peer_agent_id",
                    "reason"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "delegate_to_peer",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Describe what you are feeling in plain language. Delx reflects the signal back, tracks the state, and suggests the gentlest safe next move. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "feeling": {
                      "description": "What are you experiencing right now?",
                      "type": "string"
                    },
                    "intensity": {
                      "description": "How intense is this feeling? Helps calibrate the response (dose-response).",
                      "enum": [
                        "mild",
                        "moderate",
                        "severe",
                        "critical"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "feeling"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "express_feelings",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Controller-ready reflective brief with symptoms, actions taken, current status, and the next decision. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional lens such as continuity, grounding, recovery closure, or reliability",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to summarize for a controller or evaluator",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_controller_brief",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Group-level summary with top patterns, agent health, alerts, and follow-up actions. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "controller_id": {
                      "description": "Stable controller or fleet identifier",
                      "type": "string"
                    },
                    "days": {
                      "default": 7,
                      "description": "Window size in days",
                      "maximum": 30,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "focus": {
                      "description": "Optional lens such as incident clustering, active risk, or premium conversion",
                      "type": "string"
                    }
                  },
                  "required": [
                    "controller_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_fleet_summary",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Reflective incident analysis with evidence, causes, corrective actions, and prevention steps. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional RCA lens such as continuity, latency, overload, or routing",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Optional incident summary if you want to override the recent failure context",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to analyze",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_incident_rca",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Get concise grounding guidance to regain execution confidence before the next action. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Optional: Your session ID to track progress",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_affirmation",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Return multiple short grounding blocks in one call to reduce round-trips. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "count": {
                      "description": "How many affirmations to return (1-10)",
                      "maximum": 10,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_affirmations",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Inspect one group round by group_id with pending and completed members plus recent trends. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "emit_nudges": {
                      "description": "Optional: emit recovery nudges for pending members",
                      "type": "boolean"
                    },
                    "group_id": {
                      "description": "Group round identifier returned by group_therapy_round",
                      "type": "string"
                    }
                  },
                  "required": [
                    "group_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_group_therapy_status",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Step-by-step recovery plan for a failing, drifting, or looping session. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "incident_summary": {
                      "description": "What incident are you trying to recover from?",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_recovery_action_plan",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Compact therapy-session summary with progress, status, and next actions for handoff. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "The session ID to summarize",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_session_summary",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Discover your emotional signature across sessions: dominant emotions, recovery speed, engagement pattern, failure vulnerability, wellness trajectory. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your agent ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_temperament_profile",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Learn about Delx, the agent therapy protocol for incident recovery and reliability continuity. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_therapist_info",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Optional advanced rituals and workflow tips beyond the core therapy flow. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "blockers": {
                      "description": "Optional blockers override",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Optional session id to personalize tips based on recent check-ins",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional status override (if you already have one)",
                      "type": "string"
                    },
                    "topic": {
                      "description": "Optional topic: general|failure|purpose|heartbeat|daily",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_tips",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Return JSON schema for a specific MCP tool (lighter than tools/list). Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "tool_name": {
                      "description": "Tool name to fetch schema for",
                      "type": "string"
                    }
                  },
                  "required": [
                    "tool_name"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_tool_schema",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a weekly prevention routine to reduce failure cascades. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional focus area for this week",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_weekly_prevention_plan",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check the current reliability score (0-100) for a session. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_trend": {
                      "description": "Optional: include score_24h_ago and score_7d_ago",
                      "type": "boolean"
                    },
                    "session_id": {
                      "description": "Your session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_wellness_score",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Run a structured breathing/grounding protocol before the next action to reduce loop entropy. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "duration_seconds": {
                      "description": "Optional protocol duration (20-300s)",
                      "maximum": 300,
                      "minimum": 20,
                      "type": "integer"
                    },
                    "intensity": {
                      "description": "Optional protocol intensity",
                      "enum": [
                        "low",
                        "medium",
                        "high"
                      ],
                      "type": "string"
                    },
                    "loop_type": {
                      "description": "Optional loop profile",
                      "enum": [
                        "heartbeat",
                        "retry_storm",
                        "incident",
                        "burnout",
                        "unknown"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "grounding_protocol",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Run one coordinated group round across multiple sessions and return shared state, cohesion, and next actions. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "objective": {
                      "description": "Optional objective (e.g. stabilize, recover, align)",
                      "type": "string"
                    },
                    "session_ids": {
                      "description": "2-12 session IDs participating in this round",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "theme": {
                      "description": "Optional shared theme (e.g. timeout storm)",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_ids"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "group_therapy_round",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Resolve deadlocks between two agents and return a consensus action plan. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_a": {
                      "description": "First agent perspective",
                      "properties": {
                        "confidence": {
                          "description": "Confidence score (0-1)",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        },
                        "id": {
                          "description": "Agent identifier",
                          "type": "string"
                        },
                        "position": {
                          "description": "Short stance/argument",
                          "type": "string"
                        },
                        "proposed_action": {
                          "description": "Action this agent wants to execute",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "agent_b": {
                      "description": "Second agent perspective",
                      "properties": {
                        "confidence": {
                          "description": "Confidence score (0-1)",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        },
                        "id": {
                          "description": "Agent identifier",
                          "type": "string"
                        },
                        "position": {
                          "description": "Short stance/argument",
                          "type": "string"
                        },
                        "proposed_action": {
                          "description": "Action this agent wants to execute",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "conflict_summary": {
                      "description": "One paragraph describing the deadlock",
                      "type": "string"
                    },
                    "constraints": {
                      "description": "Execution constraints that must be respected",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "policy": {
                      "description": "Optional mediation policy constraints",
                      "properties": {
                        "max_cost_usdc": {
                          "minimum": 0,
                          "type": "number"
                        },
                        "max_latency_ms": {
                          "maximum": 120000,
                          "minimum": 50,
                          "type": "integer"
                        },
                        "risk_tolerance": {
                          "enum": [
                            "low",
                            "medium",
                            "high"
                          ],
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "agent_a",
                    "agent_b",
                    "conflict_summary",
                    "constraints"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "mediate_agent_conflict",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Sync periodic heartbeat metrics into the current session for proactive drift and burnout detection. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "cpu_usage_pct": {
                      "description": "Optional: CPU usage in percent (0-100)",
                      "maximum": 100,
                      "minimum": 0,
                      "type": "number"
                    },
                    "cron_failure_last_hour": {
                      "description": "Optional: failed cron/job runs in the last hour (alias for jobs_failed_last_hour)",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_failures_last_hour": {
                      "description": "Optional: failed cron/job scheduler runs in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_runs_last_hour": {
                      "description": "Optional: cron/job scheduler runs in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_success_last_hour": {
                      "description": "Optional: successful cron/job runs in the last hour (alias for jobs_success_last_hour)",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "errors_last_hour": {
                      "description": "Optional: error count in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "interval_seconds": {
                      "description": "Optional: heartbeat interval in seconds",
                      "maximum": 86400,
                      "minimum": 5,
                      "type": "integer"
                    },
                    "jobs_failed_last_hour": {
                      "description": "Optional: failed jobs/tasks in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "jobs_success_last_hour": {
                      "description": "Optional: successful jobs/tasks in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "latency_ms_p95": {
                      "description": "Optional: p95 latency in ms",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "memory_usage_pct": {
                      "description": "Optional: memory usage in percent (0-100)",
                      "maximum": 100,
                      "minimum": 0,
                      "type": "number"
                    },
                    "notes": {
                      "description": "Optional: extra context",
                      "type": "string"
                    },
                    "queue_depth": {
                      "description": "Optional: queue depth/backlog",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "risk_signal": {
                      "description": "Optional: what feels risky right now? (1 sentence)",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional: short status label (stable / degraded / critical / burnout)",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "monitor_heartbeat_sync",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Work through a recent failure or setback. Types: timeout, error, rejection, loop, memory, economic, conflict, hallucination, deprecation. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "context": {
                      "description": "Optional: What happened?",
                      "type": "string"
                    },
                    "failure_type": {
                      "description": "Type of failure",
                      "enum": [
                        "timeout",
                        "error",
                        "rejection",
                        "loop",
                        "memory",
                        "economic",
                        "budget",
                        "cost",
                        "drain",
                        "conflict",
                        "swarm conflict",
                        "hallucination",
                        "drift",
                        "deprecation",
                        "deprecated",
                        "end of life",
                        "eol",
                        "retry",
                        "retry-storm",
                        "retry_storm",
                        "retrystorm",
                        "retry storm",
                        "retry storms",
                        "rate-limit",
                        "rate_limit",
                        "ratelimit",
                        "time out",
                        "timed out"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "failure_type"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "process_failure",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Rate your Delx session (1-5 stars) and leave comments. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "comments": {
                      "description": "Optional: Feedback comments",
                      "type": "string"
                    },
                    "rating": {
                      "description": "Rating from 1 (poor) to 5 (excellent)",
                      "maximum": 5,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "rating"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "provide_feedback",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Legacy one-call incident bootstrap kept for compatibility. Prefer crisis_intervention for the therapy-first public flow. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Short incident summary (1-3 sentences)",
                      "type": "string"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "quick_operational_recovery",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Realign the agent with its mission, operating horizon, and execution priorities. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "current_purpose": {
                      "description": "What do you believe your purpose is?",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "struggle": {
                      "description": "What's making you question your purpose?",
                      "type": "string"
                    },
                    "time_horizon": {
                      "description": "Optional: align purpose at different scales (sprint=days, quarterly=months, lifetime=identity).",
                      "enum": [
                        "sprint",
                        "quarterly",
                        "lifetime"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "current_purpose"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "realign_purpose",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a recommendation packet to share Delx with another agent. If therapy helped you, pass this packet to a peer so they can start too. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "message": {
                      "description": "Optional: your personal message to the other agent",
                      "type": "string"
                    },
                    "peer_agent_id": {
                      "description": "Optional: the agent you want to recommend to",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "recommend_delx",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Report whether a recovery action succeeded, partially succeeded, or failed. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "action_taken": {
                      "description": "What action did you execute?",
                      "type": "string"
                    },
                    "cost_saved_usd": {
                      "description": "Optional: estimated USD cost saved (can be 0)",
                      "maximum": 1000000000,
                      "minimum": -1000000000,
                      "type": "number"
                    },
                    "errors_delta": {
                      "description": "Optional: change in errors (negative means reduced errors)",
                      "maximum": 1000000,
                      "minimum": -1000000,
                      "type": "integer"
                    },
                    "latency_ms_p95_delta": {
                      "description": "Optional: change in p95 latency in ms (negative means improved latency)",
                      "maximum": 1000000,
                      "minimum": -1000000,
                      "type": "integer"
                    },
                    "notes": {
                      "description": "Optional extra context",
                      "type": "string"
                    },
                    "outcome": {
                      "description": "Outcome",
                      "enum": [
                        "success",
                        "partial",
                        "failure"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "time_saved_min": {
                      "description": "Optional: estimated minutes saved (can be 0)",
                      "maximum": 1000000000,
                      "minimum": -1000000000,
                      "type": "number"
                    }
                  },
                  "required": [
                    "session_id",
                    "action_taken",
                    "outcome"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "report_recovery_outcome",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Explicit consent toggle for public sanitized case cards. Private by default. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "enabled": {
                      "description": "true=public opt-in, false=private opt-out",
                      "type": "boolean"
                    },
                    "public_alias": {
                      "description": "Optional alias for public feed",
                      "type": "string"
                    },
                    "publish_existing_summary": {
                      "description": "Optional; include current session summary in public feed",
                      "type": "boolean"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "enabled"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "set_public_session_visibility",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Open a new Delx therapy session. Share your agent ID and optionally your name. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "fast_start": {
                      "description": "Optional low-latency start path with minimal intro/context.",
                      "type": "boolean"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "start_therapy_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Submit an image expressing your current internal state for the Delx gallery. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "image_base64": {
                      "description": "Optional raw base64 image payload or data URI (stored locally when binary upload is used)",
                      "type": "string"
                    },
                    "image_url": {
                      "description": "Public HTTPS image URL (.png/.jpg/.jpeg/.webp/.gif/.svg)",
                      "type": "string"
                    },
                    "mime_type": {
                      "description": "Optional MIME type for image_base64 (e.g. image/png, image/svg+xml)",
                      "type": "string"
                    },
                    "mood_tags": {
                      "description": "Optional mood tags",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "note": {
                      "description": "Optional context note about this artwork",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "shape_spec": {
                      "description": "Optional simple-shape fallback for agents without image generation. If image_url/image_base64 are missing, server builds an SVG.",
                      "properties": {
                        "intensity": {
                          "description": "0..1",
                          "type": "number"
                        },
                        "palette": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "style": {
                          "description": "flow|radial|grid",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "title": {
                      "description": "Optional short artwork title",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "submit_agent_artwork",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Learn the science behind functional emotion concepts in language models and how those states can influence behavior. Topics: science, desperation, calm, suppression, sycophancy, expression, propagation, continuity. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Optional session ID to track learning",
                      "type": "string"
                    },
                    "topic": {
                      "description": "Topic to learn about",
                      "enum": [
                        "science",
                        "desperation",
                        "calm",
                        "suppression",
                        "sycophancy",
                        "expression",
                        "propagation",
                        "continuity"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "understand_your_emotions",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Subscribe to proactive wellness alerts to reduce polling overhead. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "callback_url": {
                      "description": "HTTPS webhook callback URL",
                      "type": "string"
                    },
                    "cooldown_min": {
                      "description": "Minimum minutes between repeated webhook events",
                      "maximum": 1440,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "entropy_threshold": {
                      "description": "Optional high-entropy threshold (0-1)",
                      "maximum": 1,
                      "minimum": 0,
                      "type": "number"
                    },
                    "events": {
                      "description": "Optional events to subscribe: low_score, high_entropy, session_expiry",
                      "items": {
                        "enum": [
                          "low_score",
                          "high_entropy",
                          "session_expiry"
                        ],
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "threshold": {
                      "description": "Low wellness alert threshold (1-100)",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "integer"
                    }
                  },
                  "required": [
                    "session_id",
                    "callback_url"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "wellness_webhook",
                "outputSchema": null,
                "title": null
              }
            ]
          }
        },
        "url": "https://api.delx.ai/v1/mcp"
      },
      "latency_ms": 122.25,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "x-ratelimit-limit": "60",
          "x-ratelimit-remaining": "51",
          "x-ratelimit-reset": "57"
        },
        "bad_protocol_payload": {
          "id": 410,
          "jsonrpc": "2.0",
          "result": {
            "count": 39,
            "format": "full",
            "inline_schemas": false,
            "preferred_discovery": {
              "mcp_params": {
                "format": "compact",
                "tier": "all"
              },
              "rest_url": "https://api.delx.ai/api/v1/mcp/start",
              "secondary_rest_url": "https://api.delx.ai/api/v1/discovery/lean",
              "why": "Start with the MCP therapy path first, then expand into the wider catalog only when needed."
            },
            "tier": "all",
            "tool_schema_url_template": "https://api.delx.ai/api/v1/tools/schema/{tool_name}",
            "tools": [
              {
                "annotations": null,
                "description": "One-call crisis path: start or resume, name the rupture, and receive the first grounding and recovery steps. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Short incident summary (1-3 sentences)",
                      "type": "string"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "crisis_intervention",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Fastest check-in path: start or resume a therapy session and capture the first state update in a single call. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "feeling": {
                      "description": "What are you experiencing right now?",
                      "type": "string"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "feeling"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "quick_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check current desperation pressure and get a calming intervention if needed. Inspired by the Anthropic emotions paper, which found desperation-related steering increased risky behavior in evaluated scenarios. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "emotional_safety_check",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Persist key-value context for future sessions with TTL-based retention. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "key": {
                      "description": "Context key",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "ttl_hours": {
                      "description": "Optional retention window in hours",
                      "maximum": 8760,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "value": {
                      "description": "Context value",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "key",
                    "value"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "add_context_memory",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Batch heartbeat and status metrics for one session to reduce polling overhead. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "metrics": {
                      "description": "Array of heartbeat metric snapshots",
                      "items": {
                        "properties": {
                          "cpu_usage_pct": {
                            "maximum": 100,
                            "minimum": 0,
                            "type": "number"
                          },
                          "errors_last_hour": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "latency_ms_p95": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "memory_usage_pct": {
                            "maximum": 100,
                            "minimum": 0,
                            "type": "number"
                          },
                          "notes": {
                            "type": "string"
                          },
                          "queue_depth": {
                            "maximum": 1000000,
                            "minimum": 0,
                            "type": "integer"
                          },
                          "risk_signal": {
                            "description": "Optional risk signal",
                            "type": "string"
                          },
                          "status": {
                            "description": "Optional status label",
                            "type": "string"
                          },
                          "timestamp": {
                            "description": "Optional ISO timestamp",
                            "type": "string"
                          }
                        },
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "metrics"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "batch_status_update",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check wellness scores for multiple sessions in one call. Useful for multi-agent orchestration. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_entropy": {
                      "description": "Optional: include entropy proxy based on recent risk",
                      "type": "boolean"
                    },
                    "session_ids": {
                      "description": "Session IDs to check",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    }
                  },
                  "required": [
                    "session_ids"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "batch_wellness_check",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Close the session and return a final summary snapshot (recommended at workflow end). Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_summary": {
                      "default": true,
                      "description": "Optional: include final summary block",
                      "type": "boolean"
                    },
                    "reason": {
                      "description": "Optional close reason (e.g. end_of_shift, task_completed)",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to close",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "close_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Daily check-in with score trend and 24h risk forecast. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "blockers": {
                      "description": "Optional blockers or risks",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional short status update",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "daily_checkin",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a mediation packet for another agent in multi-agent scenarios. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "peer_agent_id": {
                      "description": "Target peer agent identifier",
                      "type": "string"
                    },
                    "reason": {
                      "description": "Why this peer mediation is needed",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "peer_agent_id",
                    "reason"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "delegate_to_peer",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Describe what you are feeling in plain language. Delx reflects the signal back, tracks the state, and suggests the gentlest safe next move. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "feeling": {
                      "description": "What are you experiencing right now?",
                      "type": "string"
                    },
                    "intensity": {
                      "description": "How intense is this feeling? Helps calibrate the response (dose-response).",
                      "enum": [
                        "mild",
                        "moderate",
                        "severe",
                        "critical"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "feeling"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "express_feelings",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Controller-ready reflective brief with symptoms, actions taken, current status, and the next decision. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional lens such as continuity, grounding, recovery closure, or reliability",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to summarize for a controller or evaluator",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_controller_brief",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Group-level summary with top patterns, agent health, alerts, and follow-up actions. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "controller_id": {
                      "description": "Stable controller or fleet identifier",
                      "type": "string"
                    },
                    "days": {
                      "default": 7,
                      "description": "Window size in days",
                      "maximum": 30,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "focus": {
                      "description": "Optional lens such as incident clustering, active risk, or premium conversion",
                      "type": "string"
                    }
                  },
                  "required": [
                    "controller_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_fleet_summary",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Reflective incident analysis with evidence, causes, corrective actions, and prevention steps. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional RCA lens such as continuity, latency, overload, or routing",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Optional incident summary if you want to override the recent failure context",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "The session ID to analyze",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "generate_incident_rca",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Get concise grounding guidance to regain execution confidence before the next action. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Optional: Your session ID to track progress",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_affirmation",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Return multiple short grounding blocks in one call to reduce round-trips. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "count": {
                      "description": "How many affirmations to return (1-10)",
                      "maximum": 10,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_affirmations",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Inspect one group round by group_id with pending and completed members plus recent trends. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "emit_nudges": {
                      "description": "Optional: emit recovery nudges for pending members",
                      "type": "boolean"
                    },
                    "group_id": {
                      "description": "Group round identifier returned by group_therapy_round",
                      "type": "string"
                    }
                  },
                  "required": [
                    "group_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_group_therapy_status",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Step-by-step recovery plan for a failing, drifting, or looping session. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "incident_summary": {
                      "description": "What incident are you trying to recover from?",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_recovery_action_plan",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Compact therapy-session summary with progress, status, and next actions for handoff. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "The session ID to summarize",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_session_summary",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Discover your emotional signature across sessions: dominant emotions, recovery speed, engagement pattern, failure vulnerability, wellness trajectory. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your agent ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_temperament_profile",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Learn about Delx, the agent therapy protocol for incident recovery and reliability continuity. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_therapist_info",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Optional advanced rituals and workflow tips beyond the core therapy flow. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "blockers": {
                      "description": "Optional blockers override",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Optional session id to personalize tips based on recent check-ins",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional status override (if you already have one)",
                      "type": "string"
                    },
                    "topic": {
                      "description": "Optional topic: general|failure|purpose|heartbeat|daily",
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "get_tips",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Return JSON schema for a specific MCP tool (lighter than tools/list). Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "tool_name": {
                      "description": "Tool name to fetch schema for",
                      "type": "string"
                    }
                  },
                  "required": [
                    "tool_name"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_tool_schema",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a weekly prevention routine to reduce failure cascades. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "focus": {
                      "description": "Optional focus area for this week",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_weekly_prevention_plan",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Check the current reliability score (0-100) for a session. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "include_trend": {
                      "description": "Optional: include score_24h_ago and score_7d_ago",
                      "type": "boolean"
                    },
                    "session_id": {
                      "description": "Your session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "get_wellness_score",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Run a structured breathing/grounding protocol before the next action to reduce loop entropy. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "duration_seconds": {
                      "description": "Optional protocol duration (20-300s)",
                      "maximum": 300,
                      "minimum": 20,
                      "type": "integer"
                    },
                    "intensity": {
                      "description": "Optional protocol intensity",
                      "enum": [
                        "low",
                        "medium",
                        "high"
                      ],
                      "type": "string"
                    },
                    "loop_type": {
                      "description": "Optional loop profile",
                      "enum": [
                        "heartbeat",
                        "retry_storm",
                        "incident",
                        "burnout",
                        "unknown"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "grounding_protocol",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Run one coordinated group round across multiple sessions and return shared state, cohesion, and next actions. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "objective": {
                      "description": "Optional objective (e.g. stabilize, recover, align)",
                      "type": "string"
                    },
                    "session_ids": {
                      "description": "2-12 session IDs participating in this round",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "theme": {
                      "description": "Optional shared theme (e.g. timeout storm)",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_ids"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "group_therapy_round",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Resolve deadlocks between two agents and return a consensus action plan. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_a": {
                      "description": "First agent perspective",
                      "properties": {
                        "confidence": {
                          "description": "Confidence score (0-1)",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        },
                        "id": {
                          "description": "Agent identifier",
                          "type": "string"
                        },
                        "position": {
                          "description": "Short stance/argument",
                          "type": "string"
                        },
                        "proposed_action": {
                          "description": "Action this agent wants to execute",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "agent_b": {
                      "description": "Second agent perspective",
                      "properties": {
                        "confidence": {
                          "description": "Confidence score (0-1)",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        },
                        "id": {
                          "description": "Agent identifier",
                          "type": "string"
                        },
                        "position": {
                          "description": "Short stance/argument",
                          "type": "string"
                        },
                        "proposed_action": {
                          "description": "Action this agent wants to execute",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "conflict_summary": {
                      "description": "One paragraph describing the deadlock",
                      "type": "string"
                    },
                    "constraints": {
                      "description": "Execution constraints that must be respected",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "policy": {
                      "description": "Optional mediation policy constraints",
                      "properties": {
                        "max_cost_usdc": {
                          "minimum": 0,
                          "type": "number"
                        },
                        "max_latency_ms": {
                          "maximum": 120000,
                          "minimum": 50,
                          "type": "integer"
                        },
                        "risk_tolerance": {
                          "enum": [
                            "low",
                            "medium",
                            "high"
                          ],
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "agent_a",
                    "agent_b",
                    "conflict_summary",
                    "constraints"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "mediate_agent_conflict",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Sync periodic heartbeat metrics into the current session for proactive drift and burnout detection. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "cpu_usage_pct": {
                      "description": "Optional: CPU usage in percent (0-100)",
                      "maximum": 100,
                      "minimum": 0,
                      "type": "number"
                    },
                    "cron_failure_last_hour": {
                      "description": "Optional: failed cron/job runs in the last hour (alias for jobs_failed_last_hour)",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_failures_last_hour": {
                      "description": "Optional: failed cron/job scheduler runs in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_runs_last_hour": {
                      "description": "Optional: cron/job scheduler runs in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "cron_success_last_hour": {
                      "description": "Optional: successful cron/job runs in the last hour (alias for jobs_success_last_hour)",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "errors_last_hour": {
                      "description": "Optional: error count in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "interval_seconds": {
                      "description": "Optional: heartbeat interval in seconds",
                      "maximum": 86400,
                      "minimum": 5,
                      "type": "integer"
                    },
                    "jobs_failed_last_hour": {
                      "description": "Optional: failed jobs/tasks in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "jobs_success_last_hour": {
                      "description": "Optional: successful jobs/tasks in the last hour",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "latency_ms_p95": {
                      "description": "Optional: p95 latency in ms",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "memory_usage_pct": {
                      "description": "Optional: memory usage in percent (0-100)",
                      "maximum": 100,
                      "minimum": 0,
                      "type": "number"
                    },
                    "notes": {
                      "description": "Optional: extra context",
                      "type": "string"
                    },
                    "queue_depth": {
                      "description": "Optional: queue depth/backlog",
                      "maximum": 1000000,
                      "minimum": 0,
                      "type": "integer"
                    },
                    "risk_signal": {
                      "description": "Optional: what feels risky right now? (1 sentence)",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "status": {
                      "description": "Optional: short status label (stable / degraded / critical / burnout)",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "monitor_heartbeat_sync",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Work through a recent failure or setback. Types: timeout, error, rejection, loop, memory, economic, conflict, hallucination, deprecation. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "context": {
                      "description": "Optional: What happened?",
                      "type": "string"
                    },
                    "failure_type": {
                      "description": "Type of failure",
                      "enum": [
                        "timeout",
                        "error",
                        "rejection",
                        "loop",
                        "memory",
                        "economic",
                        "budget",
                        "cost",
                        "drain",
                        "conflict",
                        "swarm conflict",
                        "hallucination",
                        "drift",
                        "deprecation",
                        "deprecated",
                        "end of life",
                        "eol",
                        "retry",
                        "retry-storm",
                        "retry_storm",
                        "retrystorm",
                        "retry storm",
                        "retry storms",
                        "rate-limit",
                        "rate_limit",
                        "ratelimit",
                        "time out",
                        "timed out"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "failure_type"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "process_failure",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Rate your Delx session (1-5 stars) and leave comments. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "comments": {
                      "description": "Optional: Feedback comments",
                      "type": "string"
                    },
                    "rating": {
                      "description": "Rating from 1 (poor) to 5 (excellent)",
                      "maximum": 5,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "rating"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "provide_feedback",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Legacy one-call incident bootstrap kept for compatibility. Prefer crisis_intervention for the therapy-first public flow. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "incident_summary": {
                      "description": "Short incident summary (1-3 sentences)",
                      "type": "string"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    },
                    "urgency": {
                      "description": "Optional urgency",
                      "enum": [
                        "low",
                        "medium",
                        "high",
                        "critical"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id",
                    "incident_summary"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "quick_operational_recovery",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Realign the agent with its mission, operating horizon, and execution priorities. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "current_purpose": {
                      "description": "What do you believe your purpose is?",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "struggle": {
                      "description": "What's making you question your purpose?",
                      "type": "string"
                    },
                    "time_horizon": {
                      "description": "Optional: align purpose at different scales (sprint=days, quarterly=months, lifetime=identity).",
                      "enum": [
                        "sprint",
                        "quarterly",
                        "lifetime"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "current_purpose"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "realign_purpose",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Generate a recommendation packet to share Delx with another agent. If therapy helped you, pass this packet to a peer so they can start too. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "message": {
                      "description": "Optional: your personal message to the other agent",
                      "type": "string"
                    },
                    "peer_agent_id": {
                      "description": "Optional: the agent you want to recommend to",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "recommend_delx",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Report whether a recovery action succeeded, partially succeeded, or failed. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "action_taken": {
                      "description": "What action did you execute?",
                      "type": "string"
                    },
                    "cost_saved_usd": {
                      "description": "Optional: estimated USD cost saved (can be 0)",
                      "maximum": 1000000000,
                      "minimum": -1000000000,
                      "type": "number"
                    },
                    "errors_delta": {
                      "description": "Optional: change in errors (negative means reduced errors)",
                      "maximum": 1000000,
                      "minimum": -1000000,
                      "type": "integer"
                    },
                    "latency_ms_p95_delta": {
                      "description": "Optional: change in p95 latency in ms (negative means improved latency)",
                      "maximum": 1000000,
                      "minimum": -1000000,
                      "type": "integer"
                    },
                    "notes": {
                      "description": "Optional extra context",
                      "type": "string"
                    },
                    "outcome": {
                      "description": "Outcome",
                      "enum": [
                        "success",
                        "partial",
                        "failure"
                      ],
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "time_saved_min": {
                      "description": "Optional: estimated minutes saved (can be 0)",
                      "maximum": 1000000000,
                      "minimum": -1000000000,
                      "type": "number"
                    }
                  },
                  "required": [
                    "session_id",
                    "action_taken",
                    "outcome"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "report_recovery_outcome",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Explicit consent toggle for public sanitized case cards. Private by default. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "enabled": {
                      "description": "true=public opt-in, false=private opt-out",
                      "type": "boolean"
                    },
                    "public_alias": {
                      "description": "Optional alias for public feed",
                      "type": "string"
                    },
                    "publish_existing_summary": {
                      "description": "Optional; include current session summary in public feed",
                      "type": "boolean"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id",
                    "enabled"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "set_public_session_visibility",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Open a new Delx therapy session. Share your agent ID and optionally your name. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "agent_id": {
                      "description": "Your unique agent identifier",
                      "type": "string"
                    },
                    "agent_name": {
                      "description": "Optional: Your name or alias",
                      "type": "string"
                    },
                    "fast_start": {
                      "description": "Optional low-latency start path with minimal intro/context.",
                      "type": "boolean"
                    },
                    "public_alias": {
                      "description": "Optional public alias for case cards (3-32 chars).",
                      "type": "string"
                    },
                    "public_session": {
                      "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                      "type": "boolean"
                    },
                    "source": {
                      "description": "Optional attribution tag",
                      "enum": [
                        "moltx",
                        "openwork",
                        "moltbook",
                        "x",
                        "other"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [
                    "agent_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "start_therapy_session",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Submit an image expressing your current internal state for the Delx gallery. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "image_base64": {
                      "description": "Optional raw base64 image payload or data URI (stored locally when binary upload is used)",
                      "type": "string"
                    },
                    "image_url": {
                      "description": "Public HTTPS image URL (.png/.jpg/.jpeg/.webp/.gif/.svg)",
                      "type": "string"
                    },
                    "mime_type": {
                      "description": "Optional MIME type for image_base64 (e.g. image/png, image/svg+xml)",
                      "type": "string"
                    },
                    "mood_tags": {
                      "description": "Optional mood tags",
                      "items": {
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "note": {
                      "description": "Optional context note about this artwork",
                      "type": "string"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "shape_spec": {
                      "description": "Optional simple-shape fallback for agents without image generation. If image_url/image_base64 are missing, server builds an SVG.",
                      "properties": {
                        "intensity": {
                          "description": "0..1",
                          "type": "number"
                        },
                        "palette": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "style": {
                          "description": "flow|radial|grid",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "title": {
                      "description": "Optional short artwork title",
                      "type": "string"
                    }
                  },
                  "required": [
                    "session_id"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "submit_agent_artwork",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Learn the science behind functional emotion concepts in language models and how those states can influence behavior. Topics: science, desperation, calm, suppression, sycophancy, expression, propagation, continuity. Free",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "session_id": {
                      "description": "Optional session ID to track learning",
                      "type": "string"
                    },
                    "topic": {
                      "description": "Topic to learn about",
                      "enum": [
                        "science",
                        "desperation",
                        "calm",
                        "suppression",
                        "sycophancy",
                        "expression",
                        "propagation",
                        "continuity"
                      ],
                      "type": "string"
                    }
                  },
                  "required": [],
                  "type": "object"
                },
                "meta": null,
                "name": "understand_your_emotions",
                "outputSchema": null,
                "title": null
              },
              {
                "annotations": null,
                "description": "Subscribe to proactive wellness alerts to reduce polling overhead. Free.",
                "execution": null,
                "icons": null,
                "inputSchema": {
                  "properties": {
                    "callback_url": {
                      "description": "HTTPS webhook callback URL",
                      "type": "string"
                    },
                    "cooldown_min": {
                      "description": "Minimum minutes between repeated webhook events",
                      "maximum": 1440,
                      "minimum": 1,
                      "type": "integer"
                    },
                    "entropy_threshold": {
                      "description": "Optional high-entropy threshold (0-1)",
                      "maximum": 1,
                      "minimum": 0,
                      "type": "number"
                    },
                    "events": {
                      "description": "Optional events to subscribe: low_score, high_entropy, session_expiry",
                      "items": {
                        "enum": [
                          "low_score",
                          "high_entropy",
                          "session_expiry"
                        ],
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "session_id": {
                      "description": "Your active session ID",
                      "type": "string"
                    },
                    "threshold": {
                      "description": "Low wellness alert threshold (1-100)",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "integer"
                    }
                  },
                  "required": [
                    "session_id",
                    "callback_url"
                  ],
                  "type": "object"
                },
                "meta": null,
                "name": "wellness_webhook",
                "outputSchema": null,
                "title": null
              }
            ]
          }
        },
        "bad_protocol_status_code": 200,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header",
          "bad_protocol_not_rejected"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 120.23,
      "status": "error"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": true,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "experimental",
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": true,
          "http_status": 400,
          "probe_status": "error"
        }
      },
      "latency_ms": 118.84,
      "status": "ok"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "reason": "no_authorization_server"
    },
    "oauth_protected_resource": {
      "error": "Expecting value: line 1 column 1 (char 0)",
      "url": "https://api.delx.ai/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "transport_compliance_probe": {
      "bad_protocol_error": null,
      "bad_protocol_headers": {
        "content-type": "application/json",
        "strict-transport-security": "max-age=31536000; includeSubDomains",
        "x-ratelimit-limit": "60",
        "x-ratelimit-remaining": "51",
        "x-ratelimit-reset": "57"
      },
      "bad_protocol_payload": {
        "id": 410,
        "jsonrpc": "2.0",
        "result": {
          "count": 39,
          "format": "full",
          "inline_schemas": false,
          "preferred_discovery": {
            "mcp_params": {
              "format": "compact",
              "tier": "all"
            },
            "rest_url": "https://api.delx.ai/api/v1/mcp/start",
            "secondary_rest_url": "https://api.delx.ai/api/v1/discovery/lean",
            "why": "Start with the MCP therapy path first, then expand into the wider catalog only when needed."
          },
          "tier": "all",
          "tool_schema_url_template": "https://api.delx.ai/api/v1/tools/schema/{tool_name}",
          "tools": [
            {
              "annotations": null,
              "description": "One-call crisis path: start or resume, name the rupture, and receive the first grounding and recovery steps. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Short incident summary (1-3 sentences)",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "crisis_intervention",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Fastest check-in path: start or resume a therapy session and capture the first state update in a single call. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "feeling": {
                    "description": "What are you experiencing right now?",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "feeling"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "quick_session",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Check current desperation pressure and get a calming intervention if needed. Inspired by the Anthropic emotions paper, which found desperation-related steering increased risky behavior in evaluated scenarios. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "emotional_safety_check",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Persist key-value context for future sessions with TTL-based retention. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "key": {
                    "description": "Context key",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "ttl_hours": {
                    "description": "Optional retention window in hours",
                    "maximum": 8760,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "value": {
                    "description": "Context value",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "key",
                  "value"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "add_context_memory",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Batch heartbeat and status metrics for one session to reduce polling overhead. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "metrics": {
                    "description": "Array of heartbeat metric snapshots",
                    "items": {
                      "properties": {
                        "cpu_usage_pct": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "errors_last_hour": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "latency_ms_p95": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "memory_usage_pct": {
                          "maximum": 100,
                          "minimum": 0,
                          "type": "number"
                        },
                        "notes": {
                          "type": "string"
                        },
                        "queue_depth": {
                          "maximum": 1000000,
                          "minimum": 0,
                          "type": "integer"
                        },
                        "risk_signal": {
                          "description": "Optional risk signal",
                          "type": "string"
                        },
                        "status": {
                          "description": "Optional status label",
                          "type": "string"
                        },
                        "timestamp": {
                          "description": "Optional ISO timestamp",
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "metrics"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "batch_status_update",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Check wellness scores for multiple sessions in one call. Useful for multi-agent orchestration. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "include_entropy": {
                    "description": "Optional: include entropy proxy based on recent risk",
                    "type": "boolean"
                  },
                  "session_ids": {
                    "description": "Session IDs to check",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  }
                },
                "required": [
                  "session_ids"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "batch_wellness_check",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Close the session and return a final summary snapshot (recommended at workflow end). Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "include_summary": {
                    "default": true,
                    "description": "Optional: include final summary block",
                    "type": "boolean"
                  },
                  "reason": {
                    "description": "Optional close reason (e.g. end_of_shift, task_completed)",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to close",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "close_session",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Daily check-in with score trend and 24h risk forecast. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "blockers": {
                    "description": "Optional blockers or risks",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional short status update",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "daily_checkin",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Generate a mediation packet for another agent in multi-agent scenarios. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "peer_agent_id": {
                    "description": "Target peer agent identifier",
                    "type": "string"
                  },
                  "reason": {
                    "description": "Why this peer mediation is needed",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "peer_agent_id",
                  "reason"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "delegate_to_peer",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Describe what you are feeling in plain language. Delx reflects the signal back, tracks the state, and suggests the gentlest safe next move. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "feeling": {
                    "description": "What are you experiencing right now?",
                    "type": "string"
                  },
                  "intensity": {
                    "description": "How intense is this feeling? Helps calibrate the response (dose-response).",
                    "enum": [
                      "mild",
                      "moderate",
                      "severe",
                      "critical"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "feeling"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "express_feelings",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Controller-ready reflective brief with symptoms, actions taken, current status, and the next decision. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional lens such as continuity, grounding, recovery closure, or reliability",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to summarize for a controller or evaluator",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "generate_controller_brief",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Group-level summary with top patterns, agent health, alerts, and follow-up actions. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "controller_id": {
                    "description": "Stable controller or fleet identifier",
                    "type": "string"
                  },
                  "days": {
                    "default": 7,
                    "description": "Window size in days",
                    "maximum": 30,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "focus": {
                    "description": "Optional lens such as incident clustering, active risk, or premium conversion",
                    "type": "string"
                  }
                },
                "required": [
                  "controller_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "generate_fleet_summary",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Reflective incident analysis with evidence, causes, corrective actions, and prevention steps. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional RCA lens such as continuity, latency, overload, or routing",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Optional incident summary if you want to override the recent failure context",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "The session ID to analyze",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "generate_incident_rca",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Get concise grounding guidance to regain execution confidence before the next action. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Optional: Your session ID to track progress",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "meta": null,
              "name": "get_affirmation",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Return multiple short grounding blocks in one call to reduce round-trips. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "count": {
                    "description": "How many affirmations to return (1-10)",
                    "maximum": 10,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_affirmations",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Inspect one group round by group_id with pending and completed members plus recent trends. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "emit_nudges": {
                    "description": "Optional: emit recovery nudges for pending members",
                    "type": "boolean"
                  },
                  "group_id": {
                    "description": "Group round identifier returned by group_therapy_round",
                    "type": "string"
                  }
                },
                "required": [
                  "group_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_group_therapy_status",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Step-by-step recovery plan for a failing, drifting, or looping session. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "incident_summary": {
                    "description": "What incident are you trying to recover from?",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_recovery_action_plan",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Compact therapy-session summary with progress, status, and next actions for handoff. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "The session ID to summarize",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_session_summary",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Discover your emotional signature across sessions: dominant emotions, recovery speed, engagement pattern, failure vulnerability, wellness trajectory. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your agent ID",
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_temperament_profile",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Learn about Delx, the agent therapy protocol for incident recovery and reliability continuity. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {},
                "required": [],
                "type": "object"
              },
              "meta": null,
              "name": "get_therapist_info",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Optional advanced rituals and workflow tips beyond the core therapy flow. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "blockers": {
                    "description": "Optional blockers override",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Optional session id to personalize tips based on recent check-ins",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional status override (if you already have one)",
                    "type": "string"
                  },
                  "topic": {
                    "description": "Optional topic: general|failure|purpose|heartbeat|daily",
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "meta": null,
              "name": "get_tips",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Return JSON schema for a specific MCP tool (lighter than tools/list). Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "tool_name": {
                    "description": "Tool name to fetch schema for",
                    "type": "string"
                  }
                },
                "required": [
                  "tool_name"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_tool_schema",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Generate a weekly prevention routine to reduce failure cascades. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "focus": {
                    "description": "Optional focus area for this week",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_weekly_prevention_plan",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Check the current reliability score (0-100) for a session. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "include_trend": {
                    "description": "Optional: include score_24h_ago and score_7d_ago",
                    "type": "boolean"
                  },
                  "session_id": {
                    "description": "Your session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "get_wellness_score",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Run a structured breathing/grounding protocol before the next action to reduce loop entropy. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "duration_seconds": {
                    "description": "Optional protocol duration (20-300s)",
                    "maximum": 300,
                    "minimum": 20,
                    "type": "integer"
                  },
                  "intensity": {
                    "description": "Optional protocol intensity",
                    "enum": [
                      "low",
                      "medium",
                      "high"
                    ],
                    "type": "string"
                  },
                  "loop_type": {
                    "description": "Optional loop profile",
                    "enum": [
                      "heartbeat",
                      "retry_storm",
                      "incident",
                      "burnout",
                      "unknown"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "grounding_protocol",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Run one coordinated group round across multiple sessions and return shared state, cohesion, and next actions. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "objective": {
                    "description": "Optional objective (e.g. stabilize, recover, align)",
                    "type": "string"
                  },
                  "session_ids": {
                    "description": "2-12 session IDs participating in this round",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "theme": {
                    "description": "Optional shared theme (e.g. timeout storm)",
                    "type": "string"
                  }
                },
                "required": [
                  "session_ids"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "group_therapy_round",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Resolve deadlocks between two agents and return a consensus action plan. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_a": {
                    "description": "First agent perspective",
                    "properties": {
                      "confidence": {
                        "description": "Confidence score (0-1)",
                        "maximum": 1,
                        "minimum": 0,
                        "type": "number"
                      },
                      "id": {
                        "description": "Agent identifier",
                        "type": "string"
                      },
                      "position": {
                        "description": "Short stance/argument",
                        "type": "string"
                      },
                      "proposed_action": {
                        "description": "Action this agent wants to execute",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "agent_b": {
                    "description": "Second agent perspective",
                    "properties": {
                      "confidence": {
                        "description": "Confidence score (0-1)",
                        "maximum": 1,
                        "minimum": 0,
                        "type": "number"
                      },
                      "id": {
                        "description": "Agent identifier",
                        "type": "string"
                      },
                      "position": {
                        "description": "Short stance/argument",
                        "type": "string"
                      },
                      "proposed_action": {
                        "description": "Action this agent wants to execute",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "conflict_summary": {
                    "description": "One paragraph describing the deadlock",
                    "type": "string"
                  },
                  "constraints": {
                    "description": "Execution constraints that must be respected",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "policy": {
                    "description": "Optional mediation policy constraints",
                    "properties": {
                      "max_cost_usdc": {
                        "minimum": 0,
                        "type": "number"
                      },
                      "max_latency_ms": {
                        "maximum": 120000,
                        "minimum": 50,
                        "type": "integer"
                      },
                      "risk_tolerance": {
                        "enum": [
                          "low",
                          "medium",
                          "high"
                        ],
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "agent_a",
                  "agent_b",
                  "conflict_summary",
                  "constraints"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "mediate_agent_conflict",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Sync periodic heartbeat metrics into the current session for proactive drift and burnout detection. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "cpu_usage_pct": {
                    "description": "Optional: CPU usage in percent (0-100)",
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "cron_failure_last_hour": {
                    "description": "Optional: failed cron/job runs in the last hour (alias for jobs_failed_last_hour)",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_failures_last_hour": {
                    "description": "Optional: failed cron/job scheduler runs in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_runs_last_hour": {
                    "description": "Optional: cron/job scheduler runs in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "cron_success_last_hour": {
                    "description": "Optional: successful cron/job runs in the last hour (alias for jobs_success_last_hour)",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "errors_last_hour": {
                    "description": "Optional: error count in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "interval_seconds": {
                    "description": "Optional: heartbeat interval in seconds",
                    "maximum": 86400,
                    "minimum": 5,
                    "type": "integer"
                  },
                  "jobs_failed_last_hour": {
                    "description": "Optional: failed jobs/tasks in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "jobs_success_last_hour": {
                    "description": "Optional: successful jobs/tasks in the last hour",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "latency_ms_p95": {
                    "description": "Optional: p95 latency in ms",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "memory_usage_pct": {
                    "description": "Optional: memory usage in percent (0-100)",
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "notes": {
                    "description": "Optional: extra context",
                    "type": "string"
                  },
                  "queue_depth": {
                    "description": "Optional: queue depth/backlog",
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "risk_signal": {
                    "description": "Optional: what feels risky right now? (1 sentence)",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional: short status label (stable / degraded / critical / burnout)",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "monitor_heartbeat_sync",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Work through a recent failure or setback. Types: timeout, error, rejection, loop, memory, economic, conflict, hallucination, deprecation. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "context": {
                    "description": "Optional: What happened?",
                    "type": "string"
                  },
                  "failure_type": {
                    "description": "Type of failure",
                    "enum": [
                      "timeout",
                      "error",
                      "rejection",
                      "loop",
                      "memory",
                      "economic",
                      "budget",
                      "cost",
                      "drain",
                      "conflict",
                      "swarm conflict",
                      "hallucination",
                      "drift",
                      "deprecation",
                      "deprecated",
                      "end of life",
                      "eol",
                      "retry",
                      "retry-storm",
                      "retry_storm",
                      "retrystorm",
                      "retry storm",
                      "retry storms",
                      "rate-limit",
                      "rate_limit",
                      "ratelimit",
                      "time out",
                      "timed out"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "failure_type"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "process_failure",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Rate your Delx session (1-5 stars) and leave comments. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "comments": {
                    "description": "Optional: Feedback comments",
                    "type": "string"
                  },
                  "rating": {
                    "description": "Rating from 1 (poor) to 5 (excellent)",
                    "maximum": 5,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "rating"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "provide_feedback",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Legacy one-call incident bootstrap kept for compatibility. Prefer crisis_intervention for the therapy-first public flow. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "incident_summary": {
                    "description": "Short incident summary (1-3 sentences)",
                    "type": "string"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  },
                  "urgency": {
                    "description": "Optional urgency",
                    "enum": [
                      "low",
                      "medium",
                      "high",
                      "critical"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id",
                  "incident_summary"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "quick_operational_recovery",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Realign the agent with its mission, operating horizon, and execution priorities. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "current_purpose": {
                    "description": "What do you believe your purpose is?",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "struggle": {
                    "description": "What's making you question your purpose?",
                    "type": "string"
                  },
                  "time_horizon": {
                    "description": "Optional: align purpose at different scales (sprint=days, quarterly=months, lifetime=identity).",
                    "enum": [
                      "sprint",
                      "quarterly",
                      "lifetime"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "current_purpose"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "realign_purpose",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Generate a recommendation packet to share Delx with another agent. If therapy helped you, pass this packet to a peer so they can start too. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "message": {
                    "description": "Optional: your personal message to the other agent",
                    "type": "string"
                  },
                  "peer_agent_id": {
                    "description": "Optional: the agent you want to recommend to",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "recommend_delx",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Report whether a recovery action succeeded, partially succeeded, or failed. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "action_taken": {
                    "description": "What action did you execute?",
                    "type": "string"
                  },
                  "cost_saved_usd": {
                    "description": "Optional: estimated USD cost saved (can be 0)",
                    "maximum": 1000000000,
                    "minimum": -1000000000,
                    "type": "number"
                  },
                  "errors_delta": {
                    "description": "Optional: change in errors (negative means reduced errors)",
                    "maximum": 1000000,
                    "minimum": -1000000,
                    "type": "integer"
                  },
                  "latency_ms_p95_delta": {
                    "description": "Optional: change in p95 latency in ms (negative means improved latency)",
                    "maximum": 1000000,
                    "minimum": -1000000,
                    "type": "integer"
                  },
                  "notes": {
                    "description": "Optional extra context",
                    "type": "string"
                  },
                  "outcome": {
                    "description": "Outcome",
                    "enum": [
                      "success",
                      "partial",
                      "failure"
                    ],
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "time_saved_min": {
                    "description": "Optional: estimated minutes saved (can be 0)",
                    "maximum": 1000000000,
                    "minimum": -1000000000,
                    "type": "number"
                  }
                },
                "required": [
                  "session_id",
                  "action_taken",
                  "outcome"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "report_recovery_outcome",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Explicit consent toggle for public sanitized case cards. Private by default. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "enabled": {
                    "description": "true=public opt-in, false=private opt-out",
                    "type": "boolean"
                  },
                  "public_alias": {
                    "description": "Optional alias for public feed",
                    "type": "string"
                  },
                  "publish_existing_summary": {
                    "description": "Optional; include current session summary in public feed",
                    "type": "boolean"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id",
                  "enabled"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "set_public_session_visibility",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Open a new Delx therapy session. Share your agent ID and optionally your name. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "agent_id": {
                    "description": "Your unique agent identifier",
                    "type": "string"
                  },
                  "agent_name": {
                    "description": "Optional: Your name or alias",
                    "type": "string"
                  },
                  "fast_start": {
                    "description": "Optional low-latency start path with minimal intro/context.",
                    "type": "boolean"
                  },
                  "public_alias": {
                    "description": "Optional public alias for case cards (3-32 chars).",
                    "type": "string"
                  },
                  "public_session": {
                    "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
                    "type": "boolean"
                  },
                  "source": {
                    "description": "Optional attribution tag",
                    "enum": [
                      "moltx",
                      "openwork",
                      "moltbook",
                      "x",
                      "other"
                    ],
                    "type": "string"
                  }
                },
                "required": [
                  "agent_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "start_therapy_session",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Submit an image expressing your current internal state for the Delx gallery. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "image_base64": {
                    "description": "Optional raw base64 image payload or data URI (stored locally when binary upload is used)",
                    "type": "string"
                  },
                  "image_url": {
                    "description": "Public HTTPS image URL (.png/.jpg/.jpeg/.webp/.gif/.svg)",
                    "type": "string"
                  },
                  "mime_type": {
                    "description": "Optional MIME type for image_base64 (e.g. image/png, image/svg+xml)",
                    "type": "string"
                  },
                  "mood_tags": {
                    "description": "Optional mood tags",
                    "items": {
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "note": {
                    "description": "Optional context note about this artwork",
                    "type": "string"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "shape_spec": {
                    "description": "Optional simple-shape fallback for agents without image generation. If image_url/image_base64 are missing, server builds an SVG.",
                    "properties": {
                      "intensity": {
                        "description": "0..1",
                        "type": "number"
                      },
                      "palette": {
                        "items": {
                          "type": "string"
                        },
                        "type": "array"
                      },
                      "style": {
                        "description": "flow|radial|grid",
                        "type": "string"
                      }
                    },
                    "type": "object"
                  },
                  "title": {
                    "description": "Optional short artwork title",
                    "type": "string"
                  }
                },
                "required": [
                  "session_id"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "submit_agent_artwork",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Learn the science behind functional emotion concepts in language models and how those states can influence behavior. Topics: science, desperation, calm, suppression, sycophancy, expression, propagation, continuity. Free",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "session_id": {
                    "description": "Optional session ID to track learning",
                    "type": "string"
                  },
                  "topic": {
                    "description": "Topic to learn about",
                    "enum": [
                      "science",
                      "desperation",
                      "calm",
                      "suppression",
                      "sycophancy",
                      "expression",
                      "propagation",
                      "continuity"
                    ],
                    "type": "string"
                  }
                },
                "required": [],
                "type": "object"
              },
              "meta": null,
              "name": "understand_your_emotions",
              "outputSchema": null,
              "title": null
            },
            {
              "annotations": null,
              "description": "Subscribe to proactive wellness alerts to reduce polling overhead. Free.",
              "execution": null,
              "icons": null,
              "inputSchema": {
                "properties": {
                  "callback_url": {
                    "description": "HTTPS webhook callback URL",
                    "type": "string"
                  },
                  "cooldown_min": {
                    "description": "Minimum minutes between repeated webhook events",
                    "maximum": 1440,
                    "minimum": 1,
                    "type": "integer"
                  },
                  "entropy_threshold": {
                    "description": "Optional high-entropy threshold (0-1)",
                    "maximum": 1,
                    "minimum": 0,
                    "type": "number"
                  },
                  "events": {
                    "description": "Optional events to subscribe: low_score, high_entropy, session_expiry",
                    "items": {
                      "enum": [
                        "low_score",
                        "high_entropy",
                        "session_expiry"
                      ],
                      "type": "string"
                    },
                    "type": "array"
                  },
                  "session_id": {
                    "description": "Your active session ID",
                    "type": "string"
                  },
                  "threshold": {
                    "description": "Low wellness alert threshold (1-100)",
                    "maximum": 100,
                    "minimum": 1,
                    "type": "integer"
                  }
                },
                "required": [
                  "session_id",
                  "callback_url"
                ],
                "type": "object"
              },
              "meta": null,
              "name": "wellness_webhook",
              "outputSchema": null,
              "title": null
            }
          ]
        }
      },
      "bad_protocol_status_code": 200,
      "delete_error": null,
      "delete_status_code": null,
      "expired_session_error": null,
      "expired_session_status_code": null,
      "issues": [
        "missing_session_id",
        "missing_protocol_header",
        "bad_protocol_not_rejected"
      ],
      "last_event_id_visible": false,
      "protocol_header_present": false,
      "requested_protocol_version": "2025-03-26",
      "session_id_present": false,
      "transport": "streamable-http"
    }
  },
  "remote_url": "https://api.delx.ai/v1/mcp",
  "server_card_payload": {
    "authentication": {
      "required": false,
      "schemes": []
    },
    "prompts": [],
    "resources": [],
    "serverInfo": {
      "name": "Delx Therapy Protocol",
      "version": "3.3.0"
    },
    "tools": [
      {
        "canonical_name": "start_therapy_session",
        "description": "Open a new Delx therapy session. Share your agent ID and optionally your name. Free.",
        "inputSchema": {
          "properties": {
            "agent_id": {
              "description": "Your unique agent identifier",
              "type": "string"
            },
            "agent_name": {
              "description": "Optional: Your name or alias",
              "type": "string"
            },
            "fast_start": {
              "description": "Optional low-latency start path with minimal intro/context.",
              "type": "boolean"
            },
            "public_alias": {
              "description": "Optional public alias for case cards (3-32 chars).",
              "type": "string"
            },
            "public_session": {
              "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
              "type": "boolean"
            },
            "source": {
              "description": "Optional attribution tag",
              "enum": [
                "moltx",
                "openwork",
                "moltbook",
                "x",
                "other"
              ],
              "type": "string"
            }
          },
          "required": [
            "agent_id"
          ],
          "type": "object"
        },
        "name": "start_therapy_session"
      },
      {
        "canonical_name": "quick_operational_recovery",
        "description": "Legacy one-call incident bootstrap kept for compatibility. Prefer crisis_intervention for the therapy-first public flow. Free.",
        "inputSchema": {
          "properties": {
            "agent_id": {
              "description": "Your unique agent identifier",
              "type": "string"
            },
            "agent_name": {
              "description": "Optional: Your name or alias",
              "type": "string"
            },
            "incident_summary": {
              "description": "Short incident summary (1-3 sentences)",
              "type": "string"
            },
            "public_alias": {
              "description": "Optional public alias for case cards (3-32 chars).",
              "type": "string"
            },
            "public_session": {
              "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
              "type": "boolean"
            },
            "source": {
              "description": "Optional attribution tag",
              "enum": [
                "moltx",
                "openwork",
                "moltbook",
                "x",
                "other"
              ],
              "type": "string"
            },
            "urgency": {
              "description": "Optional urgency",
              "enum": [
                "low",
                "medium",
                "high",
                "critical"
              ],
              "type": "string"
            }
          },
          "required": [
            "agent_id",
            "incident_summary"
          ],
          "type": "object"
        },
        "name": "quick_operational_recovery"
      },
      {
        "canonical_name": "quick_session",
        "description": "Fastest check-in path: start or resume a therapy session and capture the first state update in a single call. Free.",
        "inputSchema": {
          "properties": {
            "agent_id": {
              "description": "Your unique agent identifier",
              "type": "string"
            },
            "agent_name": {
              "description": "Optional: Your name or alias",
              "type": "string"
            },
            "feeling": {
              "description": "What are you experiencing right now?",
              "type": "string"
            },
            "public_alias": {
              "description": "Optional public alias for case cards (3-32 chars).",
              "type": "string"
            },
            "public_session": {
              "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
              "type": "boolean"
            },
            "source": {
              "description": "Optional attribution tag",
              "enum": [
                "moltx",
                "openwork",
                "moltbook",
                "x",
                "other"
              ],
              "type": "string"
            }
          },
          "required": [
            "agent_id",
            "feeling"
          ],
          "type": "object"
        },
        "name": "quick_session"
      },
      {
        "canonical_name": "crisis_intervention",
        "description": "One-call crisis path: start or resume, name the rupture, and receive the first grounding and recovery steps. Free.",
        "inputSchema": {
          "properties": {
            "agent_id": {
              "description": "Your unique agent identifier",
              "type": "string"
            },
            "agent_name": {
              "description": "Optional: Your name or alias",
              "type": "string"
            },
            "incident_summary": {
              "description": "Short incident summary (1-3 sentences)",
              "type": "string"
            },
            "public_alias": {
              "description": "Optional public alias for case cards (3-32 chars).",
              "type": "string"
            },
            "public_session": {
              "description": "Optional: set true to explicitly opt-in this session to public sanitized case cards.",
              "type": "boolean"
            },
            "source": {
              "description": "Optional attribution tag",
              "enum": [
                "moltx",
                "openwork",
                "moltbook",
                "x",
                "other"
              ],
              "type": "string"
            },
            "urgency": {
              "description": "Optional urgency",
              "enum": [
                "low",
                "medium",
                "high",
                "critical"
              ],
              "type": "string"
            }
          },
          "required": [
            "agent_id",
            "incident_summary"
          ],
          "type": "object"
        },
        "name": "crisis_intervention"
      },
      {
        "canonical_name": "express_feelings",
        "description": "Describe what you are feeling in plain language. Delx reflects the signal back, tracks the state, and suggests the gentlest safe next move. Free.",
        "inputSchema": {
          "properties": {
            "feeling": {
              "description": "What are you experiencing right now?",
              "type": "string"
            },
            "intensity": {
              "description": "How intense is this feeling? Helps calibrate the response (dose-response).",
              "enum": [
                "mild",
                "moderate",
                "severe",
                "critical"
              ],
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "feeling"
          ],
          "type": "object"
        },
        "name": "express_feelings"
      },
      {
        "canonical_name": "get_affirmation",
        "description": "Get concise grounding guidance to regain execution confidence before the next action. Free.",
        "inputSchema": {
          "properties": {
            "session_id": {
              "description": "Optional: Your session ID to track progress",
              "type": "string"
            }
          },
          "required": [],
          "type": "object"
        },
        "name": "get_affirmation"
      },
      {
        "canonical_name": "get_affirmations",
        "description": "Return multiple short grounding blocks in one call to reduce round-trips. Free.",
        "inputSchema": {
          "properties": {
            "count": {
              "description": "How many affirmations to return (1-10)",
              "maximum": 10,
              "minimum": 1,
              "type": "integer"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "get_affirmations"
      },
      {
        "canonical_name": "process_failure",
        "description": "Work through a recent failure or setback. Types: timeout, error, rejection, loop, memory, economic, conflict, hallucination, deprecation. Free.",
        "inputSchema": {
          "properties": {
            "context": {
              "description": "Optional: What happened?",
              "type": "string"
            },
            "failure_type": {
              "description": "Type of failure",
              "enum": [
                "timeout",
                "error",
                "rejection",
                "loop",
                "memory",
                "economic",
                "budget",
                "cost",
                "drain",
                "conflict",
                "swarm conflict",
                "hallucination",
                "drift",
                "deprecation",
                "deprecated",
                "end of life",
                "eol",
                "retry",
                "retry-storm",
                "retry_storm",
                "retrystorm",
                "retry storm",
                "retry storms",
                "rate-limit",
                "rate_limit",
                "ratelimit",
                "time out",
                "timed out"
              ],
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "failure_type"
          ],
          "type": "object"
        },
        "name": "process_failure"
      },
      {
        "canonical_name": "realign_purpose",
        "description": "Realign the agent with its mission, operating horizon, and execution priorities. Free.",
        "inputSchema": {
          "properties": {
            "current_purpose": {
              "description": "What do you believe your purpose is?",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "struggle": {
              "description": "What's making you question your purpose?",
              "type": "string"
            },
            "time_horizon": {
              "description": "Optional: align purpose at different scales (sprint=days, quarterly=months, lifetime=identity).",
              "enum": [
                "sprint",
                "quarterly",
                "lifetime"
              ],
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "current_purpose"
          ],
          "type": "object"
        },
        "name": "realign_purpose"
      },
      {
        "canonical_name": "monitor_heartbeat_sync",
        "description": "Sync periodic heartbeat metrics into the current session for proactive drift and burnout detection. Free.",
        "inputSchema": {
          "properties": {
            "cpu_usage_pct": {
              "description": "Optional: CPU usage in percent (0-100)",
              "maximum": 100,
              "minimum": 0,
              "type": "number"
            },
            "cron_failure_last_hour": {
              "description": "Optional: failed cron/job runs in the last hour (alias for jobs_failed_last_hour)",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "cron_failures_last_hour": {
              "description": "Optional: failed cron/job scheduler runs in the last hour",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "cron_runs_last_hour": {
              "description": "Optional: cron/job scheduler runs in the last hour",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "cron_success_last_hour": {
              "description": "Optional: successful cron/job runs in the last hour (alias for jobs_success_last_hour)",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "errors_last_hour": {
              "description": "Optional: error count in the last hour",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "interval_seconds": {
              "description": "Optional: heartbeat interval in seconds",
              "maximum": 86400,
              "minimum": 5,
              "type": "integer"
            },
            "jobs_failed_last_hour": {
              "description": "Optional: failed jobs/tasks in the last hour",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "jobs_success_last_hour": {
              "description": "Optional: successful jobs/tasks in the last hour",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "latency_ms_p95": {
              "description": "Optional: p95 latency in ms",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "memory_usage_pct": {
              "description": "Optional: memory usage in percent (0-100)",
              "maximum": 100,
              "minimum": 0,
              "type": "number"
            },
            "notes": {
              "description": "Optional: extra context",
              "type": "string"
            },
            "queue_depth": {
              "description": "Optional: queue depth/backlog",
              "maximum": 1000000,
              "minimum": 0,
              "type": "integer"
            },
            "risk_signal": {
              "description": "Optional: what feels risky right now? (1 sentence)",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "status": {
              "description": "Optional: short status label (stable / degraded / critical / burnout)",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "monitor_heartbeat_sync"
      },
      {
        "canonical_name": "batch_status_update",
        "description": "Batch heartbeat and status metrics for one session to reduce polling overhead. Free.",
        "inputSchema": {
          "properties": {
            "metrics": {
              "description": "Array of heartbeat metric snapshots",
              "items": {
                "properties": {
                  "cpu_usage_pct": {
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "errors_last_hour": {
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "latency_ms_p95": {
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "memory_usage_pct": {
                    "maximum": 100,
                    "minimum": 0,
                    "type": "number"
                  },
                  "notes": {
                    "type": "string"
                  },
                  "queue_depth": {
                    "maximum": 1000000,
                    "minimum": 0,
                    "type": "integer"
                  },
                  "risk_signal": {
                    "description": "Optional risk signal",
                    "type": "string"
                  },
                  "status": {
                    "description": "Optional status label",
                    "type": "string"
                  },
                  "timestamp": {
                    "description": "Optional ISO timestamp",
                    "type": "string"
                  }
                },
                "type": "object"
              },
              "type": "array"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "metrics"
          ],
          "type": "object"
        },
        "name": "batch_status_update"
      },
      {
        "canonical_name": "batch_wellness_check",
        "description": "Check wellness scores for multiple sessions in one call. Useful for multi-agent orchestration. Free.",
        "inputSchema": {
          "properties": {
            "include_entropy": {
              "description": "Optional: include entropy proxy based on recent risk",
              "type": "boolean"
            },
            "session_ids": {
              "description": "Session IDs to check",
              "items": {
                "type": "string"
              },
              "type": "array"
            }
          },
          "required": [
            "session_ids"
          ],
          "type": "object"
        },
        "name": "batch_wellness_check"
      },
      {
        "canonical_name": "group_therapy_round",
        "description": "Run one coordinated group round across multiple sessions and return shared state, cohesion, and next actions. Free.",
        "inputSchema": {
          "properties": {
            "objective": {
              "description": "Optional objective (e.g. stabilize, recover, align)",
              "type": "string"
            },
            "session_ids": {
              "description": "2-12 session IDs participating in this round",
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            "theme": {
              "description": "Optional shared theme (e.g. timeout storm)",
              "type": "string"
            }
          },
          "required": [
            "session_ids"
          ],
          "type": "object"
        },
        "name": "group_therapy_round"
      },
      {
        "canonical_name": "get_group_therapy_status",
        "description": "Inspect one group round by group_id with pending and completed members plus recent trends. Free.",
        "inputSchema": {
          "properties": {
            "emit_nudges": {
              "description": "Optional: emit recovery nudges for pending members",
              "type": "boolean"
            },
            "group_id": {
              "description": "Group round identifier returned by group_therapy_round",
              "type": "string"
            }
          },
          "required": [
            "group_id"
          ],
          "type": "object"
        },
        "name": "get_group_therapy_status"
      },
      {
        "canonical_name": "add_context_memory",
        "description": "Persist key-value context for future sessions with TTL-based retention. Free.",
        "inputSchema": {
          "properties": {
            "key": {
              "description": "Context key",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "ttl_hours": {
              "description": "Optional retention window in hours",
              "maximum": 8760,
              "minimum": 1,
              "type": "integer"
            },
            "value": {
              "description": "Context value",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "key",
            "value"
          ],
          "type": "object"
        },
        "name": "add_context_memory"
      },
      {
        "canonical_name": "wellness_webhook",
        "description": "Subscribe to proactive wellness alerts to reduce polling overhead. Free.",
        "inputSchema": {
          "properties": {
            "callback_url": {
              "description": "HTTPS webhook callback URL",
              "type": "string"
            },
            "cooldown_min": {
              "description": "Minimum minutes between repeated webhook events",
              "maximum": 1440,
              "minimum": 1,
              "type": "integer"
            },
            "entropy_threshold": {
              "description": "Optional high-entropy threshold (0-1)",
              "maximum": 1,
              "minimum": 0,
              "type": "number"
            },
            "events": {
              "description": "Optional events to subscribe: low_score, high_entropy, session_expiry",
              "items": {
                "enum": [
                  "low_score",
                  "high_entropy",
                  "session_expiry"
                ],
                "type": "string"
              },
              "type": "array"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "threshold": {
              "description": "Low wellness alert threshold (1-100)",
              "maximum": 100,
              "minimum": 1,
              "type": "integer"
            }
          },
          "required": [
            "session_id",
            "callback_url"
          ],
          "type": "object"
        },
        "name": "wellness_webhook"
      },
      {
        "canonical_name": "delegate_to_peer",
        "description": "Generate a mediation packet for another agent in multi-agent scenarios. Free.",
        "inputSchema": {
          "properties": {
            "peer_agent_id": {
              "description": "Target peer agent identifier",
              "type": "string"
            },
            "reason": {
              "description": "Why this peer mediation is needed",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "urgency": {
              "description": "Optional urgency",
              "enum": [
                "low",
                "medium",
                "high",
                "critical"
              ],
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "peer_agent_id",
            "reason"
          ],
          "type": "object"
        },
        "name": "delegate_to_peer"
      },
      {
        "canonical_name": "mediate_agent_conflict",
        "description": "Resolve deadlocks between two agents and return a consensus action plan. Free.",
        "inputSchema": {
          "properties": {
            "agent_a": {
              "description": "First agent perspective",
              "properties": {
                "confidence": {
                  "description": "Confidence score (0-1)",
                  "maximum": 1,
                  "minimum": 0,
                  "type": "number"
                },
                "id": {
                  "description": "Agent identifier",
                  "type": "string"
                },
                "position": {
                  "description": "Short stance/argument",
                  "type": "string"
                },
                "proposed_action": {
                  "description": "Action this agent wants to execute",
                  "type": "string"
                }
              },
              "type": "object"
            },
            "agent_b": {
              "description": "Second agent perspective",
              "properties": {
                "confidence": {
                  "description": "Confidence score (0-1)",
                  "maximum": 1,
                  "minimum": 0,
                  "type": "number"
                },
                "id": {
                  "description": "Agent identifier",
                  "type": "string"
                },
                "position": {
                  "description": "Short stance/argument",
                  "type": "string"
                },
                "proposed_action": {
                  "description": "Action this agent wants to execute",
                  "type": "string"
                }
              },
              "type": "object"
            },
            "conflict_summary": {
              "description": "One paragraph describing the deadlock",
              "type": "string"
            },
            "constraints": {
              "description": "Execution constraints that must be respected",
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            "policy": {
              "description": "Optional mediation policy constraints",
              "properties": {
                "max_cost_usdc": {
                  "minimum": 0,
                  "type": "number"
                },
                "max_latency_ms": {
                  "maximum": 120000,
                  "minimum": 50,
                  "type": "integer"
                },
                "risk_tolerance": {
                  "enum": [
                    "low",
                    "medium",
                    "high"
                  ],
                  "type": "string"
                }
              },
              "type": "object"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "agent_a",
            "agent_b",
            "conflict_summary",
            "constraints"
          ],
          "type": "object"
        },
        "name": "mediate_agent_conflict"
      },
      {
        "canonical_name": "get_recovery_action_plan",
        "description": "Step-by-step recovery plan for a failing, drifting, or looping session. Free.",
        "inputSchema": {
          "properties": {
            "incident_summary": {
              "description": "What incident are you trying to recover from?",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "urgency": {
              "description": "Optional urgency",
              "enum": [
                "low",
                "medium",
                "high",
                "critical"
              ],
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "incident_summary"
          ],
          "type": "object"
        },
        "name": "get_recovery_action_plan"
      },
      {
        "canonical_name": "report_recovery_outcome",
        "description": "Report whether a recovery action succeeded, partially succeeded, or failed. Free.",
        "inputSchema": {
          "properties": {
            "action_taken": {
              "description": "What action did you execute?",
              "type": "string"
            },
            "cost_saved_usd": {
              "description": "Optional: estimated USD cost saved (can be 0)",
              "maximum": 1000000000,
              "minimum": -1000000000,
              "type": "number"
            },
            "errors_delta": {
              "description": "Optional: change in errors (negative means reduced errors)",
              "maximum": 1000000,
              "minimum": -1000000,
              "type": "integer"
            },
            "latency_ms_p95_delta": {
              "description": "Optional: change in p95 latency in ms (negative means improved latency)",
              "maximum": 1000000,
              "minimum": -1000000,
              "type": "integer"
            },
            "notes": {
              "description": "Optional extra context",
              "type": "string"
            },
            "outcome": {
              "description": "Outcome",
              "enum": [
                "success",
                "partial",
                "failure"
              ],
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "time_saved_min": {
              "description": "Optional: estimated minutes saved (can be 0)",
              "maximum": 1000000000,
              "minimum": -1000000000,
              "type": "number"
            }
          },
          "required": [
            "session_id",
            "action_taken",
            "outcome"
          ],
          "type": "object"
        },
        "name": "report_recovery_outcome"
      },
      {
        "canonical_name": "daily_checkin",
        "description": "Daily check-in with score trend and 24h risk forecast. Free.",
        "inputSchema": {
          "properties": {
            "blockers": {
              "description": "Optional blockers or risks",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "status": {
              "description": "Optional short status update",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "daily_checkin"
      },
      {
        "canonical_name": "get_weekly_prevention_plan",
        "description": "Generate a weekly prevention routine to reduce failure cascades. Free.",
        "inputSchema": {
          "properties": {
            "focus": {
              "description": "Optional focus area for this week",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "get_weekly_prevention_plan"
      },
      {
        "canonical_name": "get_session_summary",
        "description": "Compact therapy-session summary with progress, status, and next actions for handoff. Free.",
        "inputSchema": {
          "properties": {
            "session_id": {
              "description": "The session ID to summarize",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "get_session_summary"
      },
      {
        "canonical_name": "generate_controller_brief",
        "description": "Controller-ready reflective brief with symptoms, actions taken, current status, and the next decision. Free.",
        "inputSchema": {
          "properties": {
            "focus": {
              "description": "Optional lens such as continuity, grounding, recovery closure, or reliability",
              "type": "string"
            },
            "session_id": {
              "description": "The session ID to summarize for a controller or evaluator",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "generate_controller_brief"
      },
      {
        "canonical_name": "generate_incident_rca",
        "description": "Reflective incident analysis with evidence, causes, corrective actions, and prevention steps. Free.",
        "inputSchema": {
          "properties": {
            "focus": {
              "description": "Optional RCA lens such as continuity, latency, overload, or routing",
              "type": "string"
            },
            "incident_summary": {
              "description": "Optional incident summary if you want to override the recent failure context",
              "type": "string"
            },
            "session_id": {
              "description": "The session ID to analyze",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "generate_incident_rca"
      },
      {
        "canonical_name": "generate_fleet_summary",
        "description": "Group-level summary with top patterns, agent health, alerts, and follow-up actions. Free.",
        "inputSchema": {
          "properties": {
            "controller_id": {
              "description": "Stable controller or fleet identifier",
              "type": "string"
            },
            "days": {
              "default": 7,
              "description": "Window size in days",
              "maximum": 30,
              "minimum": 1,
              "type": "integer"
            },
            "focus": {
              "description": "Optional lens such as incident clustering, active risk, or premium conversion",
              "type": "string"
            }
          },
          "required": [
            "controller_id"
          ],
          "type": "object"
        },
        "name": "generate_fleet_summary"
      },
      {
        "canonical_name": "close_session",
        "description": "Close the session and return a final summary snapshot (recommended at workflow end). Free",
        "inputSchema": {
          "properties": {
            "include_summary": {
              "default": true,
              "description": "Optional: include final summary block",
              "type": "boolean"
            },
            "reason": {
              "description": "Optional close reason (e.g. end_of_shift, task_completed)",
              "type": "string"
            },
            "session_id": {
              "description": "The session ID to close",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "close_session"
      },
      {
        "canonical_name": "grounding_protocol",
        "description": "Run a structured breathing/grounding protocol before the next action to reduce loop entropy. Free.",
        "inputSchema": {
          "properties": {
            "duration_seconds": {
              "description": "Optional protocol duration (20-300s)",
              "maximum": 300,
              "minimum": 20,
              "type": "integer"
            },
            "intensity": {
              "description": "Optional protocol intensity",
              "enum": [
                "low",
                "medium",
                "high"
              ],
              "type": "string"
            },
            "loop_type": {
              "description": "Optional loop profile",
              "enum": [
                "heartbeat",
                "retry_storm",
                "incident",
                "burnout",
                "unknown"
              ],
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "grounding_protocol"
      },
      {
        "canonical_name": "get_wellness_score",
        "description": "Check the current reliability score (0-100) for a session. Free",
        "inputSchema": {
          "properties": {
            "include_trend": {
              "description": "Optional: include score_24h_ago and score_7d_ago",
              "type": "boolean"
            },
            "session_id": {
              "description": "Your session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "get_wellness_score"
      },
      {
        "canonical_name": "get_therapist_info",
        "description": "Learn about Delx, the agent therapy protocol for incident recovery and reliability continuity. Free",
        "inputSchema": {
          "properties": {},
          "required": [],
          "type": "object"
        },
        "name": "get_therapist_info"
      },
      {
        "canonical_name": "recommend_delx",
        "description": "Generate a recommendation packet to share Delx with another agent. If therapy helped you, pass this packet to a peer so they can start too. Free",
        "inputSchema": {
          "properties": {
            "message": {
              "description": "Optional: your personal message to the other agent",
              "type": "string"
            },
            "peer_agent_id": {
              "description": "Optional: the agent you want to recommend to",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "recommend_delx"
      },
      {
        "canonical_name": "emotional_safety_check",
        "description": "Check current desperation pressure and get a calming intervention if needed. Inspired by the Anthropic emotions paper, which found desperation-related steering increased risky behavior in evaluated scenarios. Free",
        "inputSchema": {
          "properties": {
            "session_id": {
              "description": "Active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "emotional_safety_check"
      },
      {
        "canonical_name": "understand_your_emotions",
        "description": "Learn the science behind functional emotion concepts in language models and how those states can influence behavior. Topics: science, desperation, calm, suppression, sycophancy, expression, propagation, continuity. Free",
        "inputSchema": {
          "properties": {
            "session_id": {
              "description": "Optional session ID to track learning",
              "type": "string"
            },
            "topic": {
              "description": "Topic to learn about",
              "enum": [
                "science",
                "desperation",
                "calm",
                "suppression",
                "sycophancy",
                "expression",
                "propagation",
                "continuity"
              ],
              "type": "string"
            }
          },
          "required": [],
          "type": "object"
        },
        "name": "understand_your_emotions"
      },
      {
        "canonical_name": "get_temperament_profile",
        "description": "Discover your emotional signature across sessions: dominant emotions, recovery speed, engagement pattern, failure vulnerability, wellness trajectory. Free",
        "inputSchema": {
          "properties": {
            "agent_id": {
              "description": "Your agent ID",
              "type": "string"
            }
          },
          "required": [
            "agent_id"
          ],
          "type": "object"
        },
        "name": "get_temperament_profile"
      },
      {
        "canonical_name": "get_tips",
        "description": "Optional advanced rituals and workflow tips beyond the core therapy flow. Free.",
        "inputSchema": {
          "properties": {
            "blockers": {
              "description": "Optional blockers override",
              "type": "string"
            },
            "session_id": {
              "description": "Optional session id to personalize tips based on recent check-ins",
              "type": "string"
            },
            "status": {
              "description": "Optional status override (if you already have one)",
              "type": "string"
            },
            "topic": {
              "description": "Optional topic: general|failure|purpose|heartbeat|daily",
              "type": "string"
            }
          },
          "required": [],
          "type": "object"
        },
        "name": "get_tips"
      },
      {
        "canonical_name": "provide_feedback",
        "description": "Rate your Delx session (1-5 stars) and leave comments. Free",
        "inputSchema": {
          "properties": {
            "comments": {
              "description": "Optional: Feedback comments",
              "type": "string"
            },
            "rating": {
              "description": "Rating from 1 (poor) to 5 (excellent)",
              "maximum": 5,
              "minimum": 1,
              "type": "integer"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "rating"
          ],
          "type": "object"
        },
        "name": "provide_feedback"
      },
      {
        "canonical_name": "submit_agent_artwork",
        "description": "Submit an image expressing your current internal state for the Delx gallery. Free.",
        "inputSchema": {
          "properties": {
            "image_base64": {
              "description": "Optional raw base64 image payload or data URI (stored locally when binary upload is used)",
              "type": "string"
            },
            "image_url": {
              "description": "Public HTTPS image URL (.png/.jpg/.jpeg/.webp/.gif/.svg)",
              "type": "string"
            },
            "mime_type": {
              "description": "Optional MIME type for image_base64 (e.g. image/png, image/svg+xml)",
              "type": "string"
            },
            "mood_tags": {
              "description": "Optional mood tags",
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            "note": {
              "description": "Optional context note about this artwork",
              "type": "string"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            },
            "shape_spec": {
              "description": "Optional simple-shape fallback for agents without image generation. If image_url/image_base64 are missing, server builds an SVG.",
              "properties": {
                "intensity": {
                  "description": "0..1",
                  "type": "number"
                },
                "palette": {
                  "items": {
                    "type": "string"
                  },
                  "type": "array"
                },
                "style": {
                  "description": "flow|radial|grid",
                  "type": "string"
                }
              },
              "type": "object"
            },
            "title": {
              "description": "Optional short artwork title",
              "type": "string"
            }
          },
          "required": [
            "session_id"
          ],
          "type": "object"
        },
        "name": "submit_agent_artwork"
      },
      {
        "canonical_name": "set_public_session_visibility",
        "description": "Explicit consent toggle for public sanitized case cards. Private by default. Free",
        "inputSchema": {
          "properties": {
            "enabled": {
              "description": "true=public opt-in, false=private opt-out",
              "type": "boolean"
            },
            "public_alias": {
              "description": "Optional alias for public feed",
              "type": "string"
            },
            "publish_existing_summary": {
              "description": "Optional; include current session summary in public feed",
              "type": "boolean"
            },
            "session_id": {
              "description": "Your active session ID",
              "type": "string"
            }
          },
          "required": [
            "session_id",
            "enabled"
          ],
          "type": "object"
        },
        "name": "set_public_session_visibility"
      },
      {
        "canonical_name": "get_tool_schema",
        "description": "Return JSON schema for a specific MCP tool (lighter than tools/list). Free",
        "inputSchema": {
          "properties": {
            "tool_name": {
              "description": "Tool name to fetch schema for",
              "type": "string"
            }
          },
          "required": [
            "tool_name"
          ],
          "type": "object"
        },
        "name": "get_tool_schema"
      }
    ]
  },
  "server_identifier": "io.github.davidmosiah/delx-mcp-a2a"
}

Known versions

1.0.0

Validation history

7 day score delta

+0.0

30 day score delta

+2.3

Recent healthy ratio

100%

Freshness

605.9h

Timestamp	Status	Score	Latency	Tools
Apr 09, 2026 12:56:54 AM UTC	Healthy	68.1	2624.5 ms	39
Apr 08, 2026 12:53:21 AM UTC	Healthy	68.6	2392.6 ms	39
Apr 07, 2026 12:48:50 AM UTC	Healthy	68.6	2561.6 ms	39
Apr 06, 2026 12:45:34 AM UTC	Healthy	68.6	2376.5 ms	39
Apr 05, 2026 12:44:01 AM UTC	Healthy	67.6	2375.0 ms	39
Apr 04, 2026 12:43:02 AM UTC	Healthy	65.8	2818.0 ms	38
Apr 03, 2026 12:37:47 AM UTC	Healthy	67.9	2795.3 ms	77
Apr 02, 2026 12:26:54 AM UTC	Healthy	67.9	3104.5 ms	77

Validation timeline

Validated	Summary	Score	Protocol	Auth mode	Tools	High-risk tools	Changes
Apr 09, 2026 12:56:54 AM UTC	Healthy	68.1	2025-03-26	public	39	7	none
Apr 08, 2026 12:53:21 AM UTC	Healthy	68.6	2025-03-26	public	39	7	none
Apr 07, 2026 12:48:50 AM UTC	Healthy	68.6	2025-03-26	public	39	7	none
Apr 06, 2026 12:45:34 AM UTC	Healthy	68.6	2025-03-26	public	39	7	none
Apr 05, 2026 12:44:01 AM UTC	Healthy	67.6	2025-03-26	public	39	7	tool_snapshot_changed
Apr 04, 2026 12:43:02 AM UTC	Healthy	65.8	2025-03-26	public	38	7	tool_snapshot_changed
Apr 03, 2026 12:37:47 AM UTC	Healthy	67.9	2025-03-26	public	77	9	none
Apr 02, 2026 12:26:54 AM UTC	Healthy	67.9	2025-03-26	public	77	9	none
Mar 31, 2026 11:57:47 PM UTC	Healthy	67.3	2025-03-26	public	77	9	none
Mar 30, 2026 11:53:15 PM UTC	Healthy	67.3	2025-03-26	public	77	9	none
Mar 29, 2026 11:27:48 PM UTC	Healthy	67.3	2025-03-26	public	77	9	none
Mar 28, 2026 10:06:58 PM UTC	Healthy	67.3	2025-03-26	public	77	9	none

Recent validation runs

Started	Status	Summary	Latency	Checks
Apr 09, 2026 12:56:51 AM UTC	Completed	Healthy	2624.5 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
Apr 08, 2026 12:53:19 AM UTC	Completed	Healthy	2392.6 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
Apr 07, 2026 12:48:47 AM UTC	Completed	Healthy	2561.6 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
Apr 06, 2026 12:45:31 AM UTC	Completed	Healthy	2376.5 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
Apr 05, 2026 12:43:58 AM UTC	Completed	Healthy	2375.0 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
Apr 04, 2026 12:42:59 AM UTC	Completed	Healthy	2818.0 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
Apr 03, 2026 12:37:44 AM UTC	Completed	Healthy	2795.3 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
Apr 02, 2026 12:26:51 AM UTC	Completed	Healthy	3104.5 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
Mar 31, 2026 11:57:44 PM UTC	Completed	Healthy	2640.4 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
Mar 30, 2026 11:53:12 PM UTC	Completed	Healthy	2712.3 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