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com.leap-labs/discovery-engine

Discovery Engine

Find novel, statistically validated patterns in tabular data — hypothesis-free.

JSON report • History API • Manage this server • Global feed
Status
Healthy
Score
70.9
Transport
streamable-http
Tools
14

Production readiness

Verdict
Needs remediation
Current validation evidence shows operational or discovery gaps that should be fixed first.
Critical alerts
1
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
26
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 100.
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.
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 • Warning
  • step_up_auth_probe • Missing
  • connector_replay_probe • Warning — Frozen tool snapshots must survive refresh.
  • request_association_probe • Missing — Roots, sampling, and elicitation should stay request-scoped.
Ready for Claude remote MCP
Ready
No major blockers detected.
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 • Warning
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
Medium
The live tool surface changed between recent validations.
Confidence: medium (65.0)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probe • Warning
  • connector_replay_probe • Warning

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
  • tool_snapshot_changed • high • Tool snapshot changed
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
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 Medium 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.
  • 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, discovery, and remote-MCP assumptions are satisfied.
  • 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.
  • remote_http_endpoint: Passes
  • oauth_discovery: Degraded
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Passes
Remote MCP transport and discovery assumptions are satisfied.
  • remote_transport: Passes
  • tool_discovery: Passes
  • auth_connect: Passes
  • safe_write_review: 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
1
Registry drift frequency 30d
0
Snapshot changes 30d
1

Incident & change feed

TimestampEventDetails
Apr 09, 2026 12:02:00 AM UTC Latest validation: healthy Score 70.9 with status healthy.
Apr 09, 2026 12:02:00 AM UTC Score changed Score delta -1.5 versus the previous run.
Apr 09, 2026 12:02:00 AM UTC Tool snapshot changed Added 2, removed 0, and changed 0 tool contracts.

Capabilities

Use-case taxonomy
development database search communication

Security posture

Tools analyzed
14
High-risk tools
8
Destructive tools
0
Exec tools
7
Egress tools
3
Secret tools
10
Bulk-access tools
0
Risk distribution
medium:6, high:6, critical:2

Tool capability & risk inventory

ToolCapabilitiesRiskFindingsNotes
discovery_list_plans read admin Medium none No explicit safeguard hints detected.
discovery_estimate read write exec filesystem secrets High command execution secret material access filesystem mutation No explicit safeguard hints detected.
discovery_upload write exec network filesystem secrets Critical command execution arbitrary network egress secret material access filesystem mutation No explicit safeguard hints detected.
discovery_analyze read write exec network filesystem admin secrets Critical command execution arbitrary network egress secret material access filesystem mutation admin mutation No explicit safeguard hints detected.
discovery_status read write exec secrets High command execution secret material access No explicit safeguard hints detected.
discovery_get_results read write exec network admin secrets High command execution secret material access admin mutation No explicit safeguard hints detected.
discovery_account write exec secrets High command execution secret material access No explicit safeguard hints detected.
discovery_signup read write exec admin High command execution admin mutation No explicit safeguard hints detected.
discovery_signup_verify admin Medium freeform input surface No explicit safeguard hints detected.
discovery_login read write secrets Medium secret material access No explicit safeguard hints detected.
discovery_login_verify admin Medium freeform input surface No explicit safeguard hints detected.
discovery_add_payment_method write network secrets High arbitrary network egress secret material access No explicit safeguard hints detected.
discovery_purchase_credits write filesystem secrets Medium secret material access filesystem mutation No explicit safeguard hints detected.
discovery_subscribe read write filesystem secrets Medium secret material access filesystem mutation 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
8
Confirmation signals
none
Safeguard count
0

Status detail: 8 high-risk tool(s), 7 exec-capable tool(s) are exposed without a clear auth boundary; no safeguards or confirmation signals detected.

ToolRiskFlagsSafeguards
discovery_estimate High command execution secret material access filesystem mutation no
discovery_upload Critical command execution arbitrary network egress secret material access filesystem mutation no
discovery_analyze Critical command execution arbitrary network egress secret material access filesystem mutation admin mutation no
discovery_status High command execution secret material access no
discovery_get_results High command execution secret material access admin mutation no
discovery_account High command execution secret material access no
discovery_signup High command execution admin mutation no
discovery_add_payment_method High arbitrary network egress secret material access no

Action-controls diff

Snapshot changed
yes
Disabled-by-default candidates
none
Manual review candidates
none
New actions
ActionRiskFlags
discovery_loginMediumsecret material access
discovery_login_verifyMediumfreeform input surface
Changed actions
ActionChange typesRisk
No materially changed actions.

Why this score?

Access & Protocol
32/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
35/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
22.5/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
21/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
22.5/28
How well the server is documented, listed, and governed in public registries.
Adoption & Market
6/8
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
3/4
Completeness of tool descriptions, parameter docs, examples, and schema shape.
Backward Compatibility
2/4
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
3/4
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
4/4
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
4/4
Homepage, docs, icon, repository, support, and license coverage for directory consumers.
Registry Consistency
2/4
Agreement between stored registry metadata, live server-card data, and current validation output.
Installability
4/4
How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.
Session Semantics
4/4
Determinism and state behavior across repeated MCP calls, including sticky-session surprises.
Tool Surface Design
4/4
Naming clarity, schema ergonomics, and parameter complexity across the tool surface.
Result Shape Stability
4/4
Stability of declared output schemas across validations, with penalties for drift or missing shapes.
OAuth Interop
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
4/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
3/4
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
2/4
Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.
Utility Coverage
2/4
Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.
Advanced Capability Coverage
3/4
Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.
Connector Publishability
3/4
How ready the server looks for client catalogs and managed connector programs.
Tool Snapshot Churn
3/4
Stability of the tool surface across recent validations, including add/remove and output-shape drift.
Connector Replay
3/4
Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.
Request Association
3/4
Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.
Interactive Flow Safety
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
3/4
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
1.5/4
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
77.8
partial
OpenAI connectors expect OAuth for remote server auth.; Dynamic client registration materially improves connector setup.
Connector URL: https://disco.leap-labs.com/mcp
# No OAuth metadata detected.
# Server: com.leap-labs/discovery-engine
Claude Desktop
100.0
compatible
No major blockers detected.
{
  "mcpServers": {
    "discovery-engine": {
      "command": "npx",
      "args": ["mcp-remote", "https://disco.leap-labs.com/mcp"]
    }
  }
}
Smithery
80.0
compatible
Machine-readable failure semantics should be present.
smithery mcp add "https://disco.leap-labs.com/mcp"
Generic Streamable HTTP
100.0
compatible
No major blockers detected.
curl -sS https://disco.leap-labs.com/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

SeverityRemediationWhy it mattersRecommended 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 Keep connector refreshes backward compatible Managed connector clients freeze tool snapshots, so removed tools, new required args, and breaking output changes can break published integrations after refresh. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
High Publish 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.
High Publish a complete server card Missing or incomplete server-card metadata weakens discovery, documentation, and trust signals. Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links.
Playbook
  • Publish `/.well-known/mcp/server-card.json`.
  • Include homepage, repository, support, tools, prompts/resources, and auth metadata.
  • Revalidate the server after publishing the card.
High Respond to tool snapshot changed Tools were added, removed, or materially changed between the latest two validations. Publish a first-class changelog for tool additions, removals, and breaking schema changes.
Playbook
  • Review the tool snapshot diff for adds, removals, required-arg changes, and output-schema drift.
  • Publish a changelog before managed connector clients refresh their frozen tool snapshots.
  • Revalidate after the changelog and connector metadata are in sync.
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 Reduce tool-surface churn Frequent add/remove or output-shape drift makes published connectors and cached tool snapshots brittle. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
Medium 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 Expose modern utility surfaces like completions, pagination, or tasks Utility coverage improves interoperability with larger clients and long-lived agent workflows. Expose completions, pagination, and task metadata where supported so larger clients can plan and resume work safely.
Playbook
  • Advertise `completions`, pagination cursors, and `tasks` only when they are actually supported.
  • Return `nextCursor` on large list operations when pagination is available.
  • Document task support and whether it requires step-up auth.
Low Publish newer MCP capability signals Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking. Inspect the latest validation evidence and resolve the client-visible regression.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.

Point loss breakdown

ComponentCurrentPoints missing
Recovery Semantics 0/4 -4.0
Execution Sandbox Safety 0/4 -4.0
Error Contract 0/4 -4.0
Egress SSRF Resilience 1.5/4 -2.5
Utility Coverage 2/4 -2.0
Transport Compliance 2/4 -2.0
Spec Recency 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
Prompt Contract 2/4 -2.0

Validation diff

Score delta
-1.53
Summary changed
no
Tool delta
2
Prompt delta
0
Auth mode changed
no
Write surface expanded
no
Protocol regressed
no
Registry drift changed
no

Regressed checks: connector_replay_probe, tool_snapshot_probe

Improved checks: interactive_flow_probe

ComponentPreviousLatestDelta
backward_compatibility_score4.02.0-2.0
connector_replay_score4.03.0-1.0
interactive_flow_safety_score3.04.01.0
tool_snapshot_churn_score4.03.0-1.0

Tool snapshot diff & changelog

Snapshot changed
yes
Added tools
discovery_login discovery_login_verify
Removed tools
none
Required-argument changes
ToolAdded required argsRemoved required args
No required-argument changes detected.
Output-schema drift
ToolPrevious propertiesLatest properties
No output-schema drift detected.

Connector replay

Status
Warning
Backward compatible
✓
Would break after refresh
✕
Added tools
discovery_login discovery_login_verify
Removed tools
none
Additive output changes
none
Required-argument replay breaks
ToolAdded required argsRemoved required args
No required-argument replay breaks detected.
Output-schema replay breaks
ToolRemoved propertiesAdded properties
No output-schema replay breaks detected.

Transport compliance drilldown

Probe status
Warning
Transport
streamable-http
Session header
no
Protocol header
no
Bad protocol response
400
DELETE teardown
n/a
Expired session retry
n/a
Last-Event-ID visible
no

Issues: missing_session_id, missing_protocol_header

Request association

Status
Missing
Advertised capabilities
none
Observed idle methods
none
Violating methods
none
Probe HTTP status
n/a
Issues
none

Utility coverage

Probe status
Missing
Completions
not detected
Completion probe target: none
Pagination
not detected
No nextCursor evidence.
Tasks
Missing
Advertised: no

Benchmark tasks

Benchmark taskStatusEvidence
Discover tools Passes
  • initialize • OK
  • tools_list • OK
Read-only fetch flow Likely to fail
  • resource_read • Missing
  • read_only_tool_surface • Missing
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
OK
Direct official match
yes
Drift fields
none
FieldRegistryLive server card
Titlen/an/a
Versionn/an/a
Homepagen/an/a

Active alerts

Aliases & registry graph

IdentifierSourceCanonicalScore
com.leap-labs/discovery-engine official_registry yes 70.92
leap-laboratories/discovery-engine smithery_registry no 45.62

Alias consolidation

Canonical identifier
com.leap-labs/discovery-engine
Duplicate aliases
1
Registry sources
official_registry smithery_registry
Remote URLs
https://disco.leap-labs.com/mcp
Homepages
https://www.leap-labs.com
https://www.leap-labs.com/
Source disagreements
FieldWhat differsObserved values
Registry source Multiple registries or registry sync paths claim this same canonical server. official_registry smithery_registry
Homepage Registry entries disagree on the primary homepage for this server. https://www.leap-labs.com https://www.leap-labs.com/
Registry identifier Different registry-specific identifiers resolve to the same canonical server record here. com.leap-labs/discovery-engine smithery_registry:03ba25de-2e7a-48cb-91ab-6d6f83fbbc01

Install snippets

Openai Connectors
Connector URL: https://disco.leap-labs.com/mcp
# No OAuth metadata detected.
# Server: com.leap-labs/discovery-engine
Claude Desktop
{
  "mcpServers": {
    "discovery-engine": {
      "command": "npx",
      "args": ["mcp-remote", "https://disco.leap-labs.com/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://disco.leap-labs.com/mcp"
Generic Http
curl -sS https://disco.leap-labs.com/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
discovery_list_plans discovery_estimate discovery_upload discovery_analyze discovery_status discovery_get_results discovery_account discovery_signup
Observed from the latest live validation against https://disco.leap-labs.com/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
14 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 com.leap-labs/discovery-engine.
Direct machine links
JSON report • Compare this server • Verify MCP API

Claims & monitoring

Server ownership

No verified maintainer claim recorded.

Watch subscriptions
0
Teams: none

Alert routing

Active watches
0
Generic webhooks
0
Slack routes
0
Teams routes
0
Email routes
0
WatchTeamChannelsMinimum severity
No active watch destinations.

Maintainer analytics

Validation Run Count
20
Average Latency Ms
3782.34
Healthy Run Ratio Recent
1.0
Registry Presence Count
2
Active Alert Count
2
Watcher Count
0
Verified Claim
False
Taxonomy Tags
development, database, search, communication
Score Trend
70.92, 72.45, 72.45, 72.45, 72.45, 71.94, 72.45, 71.94, 71.43, 71.43
Remediation Count
17
High Risk Tool Count
8
Destructive Tool Count
0
Exec Tool Count
7

Maintainer response quality

Score
0
Verified claim
✕
Support contact
✕
Changelog present
✕
Incident notes present
✕
Tool changes documented
✕
Annotation history
✕
Annotation count
0

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 12:01:57 AM UTC
Latency
3243.5 ms

Failures

Checks

CheckStatusLatencyEvidence
action_safety_probe Error n/a 8 high-risk, 7 exec-capable tool(s); no clear auth boundary; safeguards=0; confirmation=none.
advanced_capabilities_probe Warning n/a Only 3 capability signal(s): prompts, resources, structured outputs.
connector_publishability_probe Warning n/a Publishability blockers: action safety, server card.
connector_replay_probe Warning n/a Backward compatible with additive changes; added tools=2, additive output changes=0.
determinism_probe OK 130.3 ms Check completed
initialize OK 170.1 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 50.8 ms Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
official_registry_probe OK n/a Check completed
openid_configuration Missing n/a no authorization server
probe_noise_resilience OK 70.0 ms Fetched https://disco.leap-labs.com/robots.txt
prompt_get Missing n/a not advertised
prompts_list OK 1795.0 ms 0 prompt(s) exposed
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 OK 208.0 ms 0 resource item(s) exposed
server_card Error 103.8 ms Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
session_resume_probe Warning n/a no session id
step_up_auth_probe Missing n/a No OAuth or incremental-scope signals detected.
tool_snapshot_probe Warning n/a Check completed
tools_list OK 218.1 ms 14 tool(s) exposed
transport_compliance_probe Warning 173.1 ms Issues: missing session id, missing protocol header (bad protocol=400).
utility_coverage_probe Missing 148.1 ms No completions evidence; no pagination evidence; tasks missing.

Raw evidence view

Show raw JSON evidence 
{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": false,
        "confirmation_signals": [],
        "safeguard_count": 0,
        "summary": {
          "bulk_access_tools": 0,
          "capability_distribution": {
            "admin": 6,
            "exec": 7,
            "filesystem": 5,
            "network": 4,
            "read": 8,
            "secrets": 10,
            "write": 11
          },
          "destructive_tools": 0,
          "egress_tools": 3,
          "exec_tools": 7,
          "high_risk_tools": 8,
          "risk_distribution": {
            "critical": 2,
            "high": 6,
            "low": 0,
            "medium": 6
          },
          "secret_tools": 10,
          "tool_count": 14
        }
      },
      "latency_ms": null,
      "status": "error"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": false,
          "elicitation": false,
          "prompts": true,
          "resource_links": false,
          "resources": true,
          "roots": false,
          "sampling": false,
          "structured_outputs": true
        },
        "enabled": [
          "prompts",
          "resources",
          "structured_outputs"
        ],
        "enabled_count": 3,
        "initialize_capability_keys": [
          "experimental",
          "prompts",
          "resources",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "action_safety",
          "server_card"
        ],
        "criteria": {
          "action_safety": false,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": true
        },
        "high_risk_tools": 8,
        "tool_count": 14,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [
          "discovery_login",
          "discovery_login_verify"
        ],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "warning"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "7e17f5611f0f98c7f29ccd018ce69d219402170fc2d27cf80521ad170f3eb32d",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 130.28,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "text/event-stream",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "experimental": {},
              "prompts": {
                "listChanged": false
              },
              "resources": {
                "listChanged": false,
                "subscribe": false
              },
              "tools": {
                "listChanged": false
              }
            },
            "instructions": "Not another AI data analyst. Disco is a discovery pipeline that finds novel, statistically validated patterns in tabular data \u2014 feature interactions, subgroup effects, and conditional relationships you wouldn't think to look for. When displaying results, render interactive visualizations following the Disco style guide at https://disco.leap-labs.com/visualization-spec",
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "Disco",
              "version": "1.26.0"
            }
          }
        },
        "url": "https://disco.leap-labs.com/mcp"
      },
      "latency_ms": 170.12,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": false,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": [
          "sign in",
          "login"
        ]
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "reason": "no_authorization_server"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "oauth_protected_resource": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://disco.leap-labs.com/.well-known/oauth-protected-resource"
      },
      "latency_ms": 50.76,
      "status": "error"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "com.leap-labs/discovery-engine",
        "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": "text/plain;charset=UTF-8",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "http_status": 404,
        "url": "https://disco.leap-labs.com/robots.txt"
      },
      "latency_ms": 70.03,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "http_status": 200,
        "payload": {
          "id": 3,
          "jsonrpc": "2.0",
          "result": {
            "prompts": []
          }
        },
        "url": "https://disco.leap-labs.com/mcp"
      },
      "latency_ms": 1795.03,
      "status": "ok"
    },
    "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": 2,
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": null,
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "ok"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resources_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "http_status": 200,
        "payload": {
          "id": 5,
          "jsonrpc": "2.0",
          "result": {
            "resources": []
          }
        },
        "url": "https://disco.leap-labs.com/mcp"
      },
      "latency_ms": 208.04,
      "status": "ok"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://disco.leap-labs.com/.well-known/mcp/server-card.json"
      },
      "latency_ms": 103.81,
      "status": "error"
    },
    "session_resume_probe": {
      "details": {
        "protocol_version": "2025-03-26",
        "reason": "no_session_id",
        "resume_expected": true,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "step_up_auth_probe": {
      "details": {
        "auth_required_checks": [],
        "broad_scopes": [],
        "challenge_headers": [],
        "minimal_scope_documented": false,
        "oauth_present": false,
        "scope_specificity_ratio": 0.0,
        "step_up_signals": [],
        "supported_scopes": []
      },
      "latency_ms": null,
      "status": "missing"
    },
    "tool_snapshot_probe": {
      "details": {
        "added": [
          "discovery_login",
          "discovery_login_verify"
        ],
        "changed_outputs": [],
        "current_tool_count": 14,
        "previous_tool_count": 12,
        "removed": [],
        "similarity": 0.8571
      },
      "latency_ms": null,
      "status": "warning"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "annotations": {
                  "readOnlyHint": true
                },
                "description": "List available Disco plans with pricing.\n\n    No authentication required. Returns all available subscription tiers\n    with credit allowances and pricing. Use this to help users choose a plan.\n    ",
                "inputSchema": {
                  "properties": {},
                  "title": "discovery_list_plansArguments",
                  "type": "object"
                },
                "name": "discovery_list_plans",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_list_plansOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "readOnlyHint": true
                },
                "description": "Estimate cost, time, and credit requirements before running an analysis.\n\n    Returns credit cost, estimated duration in seconds, whether you have\n    sufficient credits, and whether a free public alternative exists. Always call\n    this before discovery_analyze for private runs.\n\n    Args:\n        file_size_mb: Size of the dataset in megabytes.\n        num_columns: Number of columns in the dataset.\n        num_rows: Number of rows (optional, improves time estimate).\n        analysis_depth: Search depth (1=fast, higher=deeper). Default 1.\n        visibility: \"public\" (free, results published) or \"private\" (costs credits).\n        use_llms: Slower and more expensive, but you get smarter pre-processing, summary page, literature context and pattern novelty assessment. Only applies to private runs \u2014 public runs always use LLMs. Default false.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "analysis_depth": {
                      "default": 2,
                      "title": "Analysis Depth",
                      "type": "integer"
                    },
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "file_size_mb": {
                      "title": "File Size Mb",
                      "type": "number"
                    },
                    "num_columns": {
                      "title": "Num Columns",
                      "type": "integer"
                    },
                    "num_rows": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Num Rows"
                    },
                    "use_llms": {
                      "default": false,
                      "title": "Use Llms",
                      "type": "boolean"
                    },
                    "visibility": {
                      "default": "public",
                      "title": "Visibility",
                      "type": "string"
                    }
                  },
                  "required": [
                    "file_size_mb",
                    "num_columns"
                  ],
                  "title": "discovery_estimateArguments",
                  "type": "object"
                },
                "name": "discovery_estimate",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_estimateOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": false
                },
                "description": "Upload a dataset file and return a file reference for use with discovery_analyze.\n\n    Call this before discovery_analyze. Pass the returned result directly to\n    discovery_analyze as the file_ref argument.\n\n    Provide exactly one of: file_url, file_path, or file_content.\n\n    Args:\n        file_url: A publicly accessible http/https URL. The server downloads it directly.\n                  Best option for remote datasets.\n        file_path: Absolute path to a local file. Only works when running the MCP server\n                   locally (not the hosted version). Streams the file directly \u2014 no size limit.\n        file_content: File contents, base64-encoded. For small files when a URL or path\n                      isn't available. Limited by the model's context window.\n        file_name: Filename with extension (e.g. \"data.csv\"), for format detection.\n                   Only used with file_content. Default: \"data.csv\".\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "file_content": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "File Content"
                    },
                    "file_name": {
                      "default": "data.csv",
                      "title": "File Name",
                      "type": "string"
                    },
                    "file_path": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "File Path"
                    },
                    "file_url": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "File Url"
                    }
                  },
                  "title": "discovery_uploadArguments",
                  "type": "object"
                },
                "name": "discovery_upload",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_uploadOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": true,
                  "idempotentHint": false
                },
                "description": "Run Disco on tabular data to find novel, statistically validated patterns.\n\n    This is NOT another data analyst \u2014 it's a discovery pipeline that systematically\n    searches for feature interactions, subgroup effects, and conditional relationships\n    nobody thought to look for, then validates each on hold-out data with FDR-corrected\n    p-values and checks novelty against academic literature.\n\n    This is a long-running operation (3-15 minutes). Returns a run_id immediately.\n    Use discovery_status to poll and discovery_get_results to fetch completed results.\n\n    Use this when you need to go beyond answering questions about data and start\n    finding things nobody thought to ask. Do NOT use this for summary statistics,\n    visualization, or SQL queries.\n\n    Public runs are free but results are published. Private runs cost credits.\n    Call discovery_estimate first to check cost. Private report URLs require\n    sign-in \u2014 tell the user to sign in at the dashboard with the same email\n    address used to create the account (email code, no password needed).\n\n    Call discovery_upload first to upload your file, then pass the returned file_ref here.\n\n    Args:\n        target_column: The column to analyze \u2014 what drives it, beyond what's obvious.\n        file_ref: The file reference returned by discovery_upload.\n        analysis_depth: Search depth (1=fast, higher=deeper). Default 1.\n        visibility: \"public\" (free) or \"private\" (costs credits). Default \"public\".\n        title: Optional title for the analysis.\n        description: Optional description of the dataset.\n        excluded_columns: Optional JSON array of column names to exclude from analysis.\n        column_descriptions: Optional JSON object mapping column names to descriptions. Significantly improves pattern explanations \u2014 always provide if column names are non-obvious (e.g. {\"col_7\": \"patient age\", \"feat_a\": \"blood pressure\"}).\n        author: Optional author name for the report.\n        source_url: Optional source URL for the dataset.\n        use_llms: Slower and more expensive, but you get smarter pre-processing, summary page, literature context and pattern novelty assessment. Only applies to private runs \u2014 public runs always use LLMs. Default false.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "analysis_depth": {
                      "default": 2,
                      "title": "Analysis Depth",
                      "type": "integer"
                    },
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "author": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Author"
                    },
                    "column_descriptions": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "additionalProperties": true,
                          "type": "object"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Column Descriptions"
                    },
                    "description": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Description"
                    },
                    "excluded_columns": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "items": {},
                          "type": "array"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Excluded Columns"
                    },
                    "file_ref": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "additionalProperties": true,
                          "type": "object"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "File Ref"
                    },
                    "source_url": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Source Url"
                    },
                    "target_column": {
                      "title": "Target Column",
                      "type": "string"
                    },
                    "title": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Title"
                    },
                    "use_llms": {
                      "default": false,
                      "title": "Use Llms",
                      "type": "boolean"
                    },
                    "visibility": {
                      "default": "public",
                      "title": "Visibility",
                      "type": "string"
                    }
                  },
                  "required": [
                    "target_column"
                  ],
                  "title": "discovery_analyzeArguments",
                  "type": "object"
                },
                "name": "discovery_analyze",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_analyzeOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "readOnlyHint": true
                },
                "description": "Check the status of a Disco run.\n\n    Returns current status and progress details:\n    - status: \"pending\" | \"processing\" | \"completed\" | \"failed\"\n    - job_status: underlying job queue status\n    - queue_position: position in queue when pending (1 = next up)\n    - current_step: active pipeline step (preprocessing, training, interpreting, reporting)\n    - estimated_seconds: estimated total processing time in seconds\n    - estimated_wait_seconds: estimated queue wait time in seconds (pending only)\n\n    Poll this after calling discovery_analyze \u2014 runs typically take 3\u201315 minutes.\n    Use discovery_get_results to fetch full results once status is \"completed\".\n\n    Args:\n        run_id: The run ID returned by discovery_analyze.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "run_id": {
                      "title": "Run Id",
                      "type": "string"
                    }
                  },
                  "required": [
                    "run_id"
                  ],
                  "title": "discovery_statusArguments",
                  "type": "object"
                },
                "name": "discovery_status",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_statusOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "readOnlyHint": true
                },
                "description": "Fetch the full results of a completed Disco run.\n\n    Returns discovered patterns (with conditions, p-values, novelty scores,\n    citations), feature importance scores, a summary with key insights, column\n    statistics, and suggestions for what to explore next.\n\n    The response includes a `dashboard_urls` object with direct links to each\n    page of the interactive report \u2014 use these to direct the user to the most\n    relevant view:\n    - **summary**: AI-generated overview with key insights, novel findings, and plain-language explanation of the most important findings\n    - **patterns**: Full list of discovered patterns with conditions, effect sizes, p-values, novelty scores, citations, and interactive visualisations\n    - **features**: Feature importances, feature statistics and distribution plots, and correlation matrix\n    - **territory**: Interactive 3D map showing how patterns select different regions of the data\n\n    Only call this after discovery_status returns \"completed\".\n\n    Args:\n        run_id: The run ID returned by discovery_analyze.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "run_id": {
                      "title": "Run Id",
                      "type": "string"
                    }
                  },
                  "required": [
                    "run_id"
                  ],
                  "title": "discovery_get_resultsArguments",
                  "type": "object"
                },
                "name": "discovery_get_results",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_get_resultsOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "readOnlyHint": true
                },
                "description": "Check your Disco account status.\n\n    Returns current plan, available credits (subscription + purchased), and\n    payment method status. Use this to verify you have sufficient credits\n    before running a private analysis.\n\n    Args:\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    }
                  },
                  "title": "discovery_accountArguments",
                  "type": "object"
                },
                "name": "discovery_account",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_accountOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true
                },
                "description": "Create a Disco account and get an API key.\n\n    Provide an email address to start the signup flow. If email verification\n    is required, returns {\"status\": \"verification_required\"} \u2014 the user will\n    receive a 6-digit code by email, then call discovery_signup_verify to\n    complete signup and receive the API key. The free tier (10 credits/month,\n    unlimited public runs) is active immediately. No authentication required.\n\n    Returns 409 if the email is already registered.\n\n    Args:\n        email: Email address for the new account.\n        name: Display name (optional \u2014 defaults to email local part).\n    ",
                "inputSchema": {
                  "properties": {
                    "email": {
                      "title": "Email",
                      "type": "string"
                    },
                    "name": {
                      "default": "",
                      "title": "Name",
                      "type": "string"
                    }
                  },
                  "required": [
                    "email"
                  ],
                  "title": "discovery_signupArguments",
                  "type": "object"
                },
                "name": "discovery_signup",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_signupOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true
                },
                "description": "Complete Disco signup using an email verification code.\n\n    Call this after discovery_signup returns {\"status\": \"verification_required\"}.\n    The user receives a 6-digit code by email \u2014 pass it here along with the\n    same email address used in discovery_signup. Returns an API key on success.\n\n    Args:\n        email: Email address used in the discovery_signup call.\n        code: 6-digit verification code from the email.\n    ",
                "inputSchema": {
                  "properties": {
                    "code": {
                      "title": "Code",
                      "type": "string"
                    },
                    "email": {
                      "title": "Email",
                      "type": "string"
                    }
                  },
                  "required": [
                    "email",
                    "code"
                  ],
                  "title": "discovery_signup_verifyArguments",
                  "type": "object"
                },
                "name": "discovery_signup_verify",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_signup_verifyOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true
                },
                "description": "Get a new API key for an existing Disco account.\n\n    Sends a 6-digit verification code to the email address. Call\n    discovery_login_verify with the code to receive a new API key.\n    Use this when you need an API key for an account that already exists\n    (e.g. the key was lost or this is a new agent session).\n\n    Returns 404 if no account exists with this email \u2014 use discovery_signup instead.\n\n    Args:\n        email: Email address of the existing account.\n    ",
                "inputSchema": {
                  "properties": {
                    "email": {
                      "title": "Email",
                      "type": "string"
                    }
                  },
                  "required": [
                    "email"
                  ],
                  "title": "discovery_loginArguments",
                  "type": "object"
                },
                "name": "discovery_login",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_loginOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true
                },
                "description": "Complete login and receive a new API key.\n\n    Call this after discovery_login returns {\"status\": \"verification_required\"}.\n    The user receives a 6-digit code by email \u2014 pass it here along with the\n    same email address. Returns a new API key on success.\n\n    Args:\n        email: Email address used in the discovery_login call.\n        code: 6-digit verification code from the email.\n    ",
                "inputSchema": {
                  "properties": {
                    "code": {
                      "title": "Code",
                      "type": "string"
                    },
                    "email": {
                      "title": "Email",
                      "type": "string"
                    }
                  },
                  "required": [
                    "email",
                    "code"
                  ],
                  "title": "discovery_login_verifyArguments",
                  "type": "object"
                },
                "name": "discovery_login_verify",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_login_verifyOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": true
                },
                "description": "Attach a Stripe payment method to your Disco account.\n\n    The payment method must be tokenized via Stripe's API first \u2014 card details\n    never touch Disco's servers. Required before purchasing credits\n    or subscribing to a paid plan.\n\n    To tokenize a card, call Stripe's API directly:\n    POST https://api.stripe.com/v1/payment_methods\n    with the stripe_publishable_key from your account info.\n\n    Args:\n        payment_method_id: Stripe payment method ID (pm_...) from Stripe's API.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "payment_method_id": {
                      "title": "Payment Method Id",
                      "type": "string"
                    }
                  },
                  "required": [
                    "payment_method_id"
                  ],
                  "title": "discovery_add_payment_methodArguments",
                  "type": "object"
                },
                "name": "discovery_add_payment_method",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_add_payment_methodOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": true,
                  "idempotentHint": false
                },
                "description": "Purchase Disco credit packs using a stored payment method.\n\n    Credits cost $0.10 each, sold in packs of 100 ($10/pack). Credits are used\n    for private analyses (public analyses are free). Requires a payment method\n    on file \u2014 use discovery_add_payment_method first.\n\n    Args:\n        packs: Number of 100-credit packs to purchase. Default 1.\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "packs": {
                      "default": 1,
                      "title": "Packs",
                      "type": "integer"
                    }
                  },
                  "title": "discovery_purchase_creditsArguments",
                  "type": "object"
                },
                "name": "discovery_purchase_credits",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_purchase_creditsOutput",
                  "type": "object"
                }
              },
              {
                "annotations": {
                  "destructiveHint": true,
                  "idempotentHint": true
                },
                "description": "Subscribe to or change your Disco plan.\n\n    Available plans:\n    - \"free_tier\": Explorer \u2014 free, 10 credits/month\n    - \"tier_1\": Researcher \u2014 $49/month, 50 credits/month\n    - \"tier_2\": Team \u2014 $199/month, 200 credits/month\n\n    Paid plans require a payment method on file. Credits roll over on paid plans.\n\n    Args:\n        plan: Plan tier ID (\"free_tier\", \"tier_1\", or \"tier_2\").\n        api_key: Disco API key (disco_...). Optional if DISCOVERY_API_KEY env var is set.\n    ",
                "inputSchema": {
                  "properties": {
                    "api_key": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null,
                      "title": "Api Key"
                    },
                    "plan": {
                      "title": "Plan",
                      "type": "string"
                    }
                  },
                  "required": [
                    "plan"
                  ],
                  "title": "discovery_subscribeArguments",
                  "type": "object"
                },
                "name": "discovery_subscribe",
                "outputSchema": {
                  "properties": {
                    "result": {
                      "title": "Result",
                      "type": "string"
                    }
                  },
                  "required": [
                    "result"
                  ],
                  "title": "discovery_subscribeOutput",
                  "type": "object"
                }
              }
            ]
          }
        },
        "url": "https://disco.leap-labs.com/mcp"
      },
      "latency_ms": 218.07,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=63072000; includeSubDomains; preload"
        },
        "bad_protocol_payload": {
          "error": {
            "code": -32600,
            "message": "Bad Request: Unsupported protocol version: 1999-99-99. Supported versions: 2024-11-05, 2025-03-26, 2025-06-18, 2025-11-25"
          },
          "id": "server-error",
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 400,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 173.1,
      "status": "warning"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "experimental",
          "prompts",
          "resources",
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 200,
          "probe_status": "missing"
        }
      },
      "latency_ms": 148.12,
      "status": "missing"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "reason": "no_authorization_server"
    },
    "oauth_protected_resource": {
      "error": "Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://disco.leap-labs.com/.well-known/oauth-protected-resource"
    },
    "openid_configuration": {
      "reason": "no_authorization_server"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://disco.leap-labs.com/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://disco.leap-labs.com/.well-known/mcp/server-card.json"
    }
  },
  "remote_url": "https://disco.leap-labs.com/mcp",
  "server_card_payload": null,
  "server_identifier": "com.leap-labs/discovery-engine"
}

Known versions

Validation history

7 day score delta
+0.0
30 day score delta
-1.0
Recent healthy ratio
100%
Freshness
605.9h
TimestampStatusScoreLatencyTools
Apr 09, 2026 12:02:00 AM UTC Healthy 70.9 3243.5 ms 14
Apr 07, 2026 11:59:40 PM UTC Healthy 72.5 3927.0 ms 12
Apr 06, 2026 11:57:36 PM UTC Healthy 72.5 1549.8 ms 12
Apr 05, 2026 11:55:01 PM UTC Healthy 72.5 1555.8 ms 12
Apr 04, 2026 11:53:20 PM UTC Healthy 72.5 4141.3 ms 12
Apr 03, 2026 11:52:35 PM UTC Healthy 71.9 3957.1 ms 12
Apr 02, 2026 11:51:12 PM UTC Healthy 72.5 6931.7 ms 12
Apr 01, 2026 11:37:26 PM UTC Healthy 71.9 4270.4 ms 12

Validation timeline

ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
Apr 09, 2026 12:02:00 AM UTC Healthy 70.9 2025-03-26 public 14 8 tool_snapshot_changed
Apr 07, 2026 11:59:40 PM UTC Healthy 72.5 2025-03-26 public 12 8 none
Apr 06, 2026 11:57:36 PM UTC Healthy 72.5 2025-03-26 public 12 8 none
Apr 05, 2026 11:55:01 PM UTC Healthy 72.5 2025-03-26 public 12 8 none
Apr 04, 2026 11:53:20 PM UTC Healthy 72.5 2025-03-26 public 12 8 none
Apr 03, 2026 11:52:35 PM UTC Healthy 71.9 2025-03-26 public 12 8 none
Apr 02, 2026 11:51:12 PM UTC Healthy 72.5 2025-03-26 public 12 8 none
Apr 01, 2026 11:37:26 PM UTC Healthy 71.9 2025-03-26 public 12 8 none
Mar 31, 2026 11:32:02 PM UTC Healthy 71.4 2025-03-26 public 12 8 none
Mar 30, 2026 11:24:20 PM UTC Healthy 71.4 2025-03-26 public 12 8 none
Mar 29, 2026 11:16:36 PM UTC Healthy 71.4 2025-03-26 public 12 8 none
Mar 28, 2026 09:07:12 PM UTC Healthy 71.4 2025-03-26 public 12 8 none

Recent validation runs

StartedStatusSummaryLatencyChecks
Apr 09, 2026 12:01:57 AM UTC Completed Healthy 3243.5 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 07, 2026 11:59:36 PM UTC Completed Healthy 3927.0 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 06, 2026 11:57:34 PM UTC Completed Healthy 1549.8 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 11:55:00 PM UTC Completed Healthy 1555.8 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 11:53:16 PM UTC Completed Healthy 4141.3 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 03, 2026 11:52:31 PM UTC Completed Healthy 3957.1 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Apr 02, 2026 11:51:05 PM UTC Completed Healthy 6931.7 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 01, 2026 11:37:22 PM UTC Completed Healthy 4270.4 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 31, 2026 11:32:00 PM UTC Completed Healthy 1840.7 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 11:24:16 PM UTC Completed Healthy 3654.8 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