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ai.baselight/baselight

ai.baselight/baselight

Query Baselight's public catalog of 70,000+ datasets — finance, demographics, sports, and more.

EXECUTIVE VERDICT

Executive verdict

Production trust decision: Allow with approval
Reason: write/exec approval gaps + high-risk tools need review + unauthenticated behavior not proven
Next action: export policy, configure alerts, require approval for writes
Status
Degraded
Score
73.6
Transport
streamable-http
Tools
9

Current trust snapshot

Snapshot ID
trustsnap_a43a013e858e6122
Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.
Snapshot generated
May 13, 2026 06:01:51 PM UTC
All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.
Last validated
May 13, 2026 10:43:52 AM UTC
Age: 7.3h • freshness band: Verified in last 24h • display score: 73.62
Production trust decision
Allow with approval
write/exec approval gaps + high-risk tools need review + unauthenticated behavior not proven
Readiness class
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
SERVER OWNER FUNNEL

Own this MCP?

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

1. Claim
unclaimed
Start owner claim with GitHub, DNS, or HTTP challenge instructions.
2. Revalidate
POST /v1/servers/ai.baselight/baselight/revalidate
Verified owners get priority queueing after proof succeeds.
3. Badge
Verified by MCP Verify badge
Verified by MCP Verify - score 73.6 - last checked May 13, 2026
4. Monitor
Continuous Verify plan is self-serve: choose a tier, configure watches, add authenticated validation, trigger revalidation, and use the badge.
Badge embed
[![Verified by MCP Verify](https://verify.sentinelsignal.io/badge/ai.baselight/baselight.svg)](https://verify.sentinelsignal.io/servers/ai.baselight/baselight)

MCP TrustOps

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

Freshness band
Verified in last 24h
Policy SLA: 168.0h • confidence-weighted score: 56.1 • stale score suppressed:
Policy exports
Formats: json, rego, yaml, github_action, gateway_config, client_report
Runtime routing
/v1/route
Returns allowed tools, blocked tools, approval requirement, and reason.
Authenticated validation
Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.
Active trust badges
Freshly Validated OAuth Verified Claude Remote MCP Ready No Critical Risk
Semantic benchmarks
available
Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.
Supply chain
metadata signal
Deep scan checks are marked separately from public metadata signals.
Compliance metadata
Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.
Alert subscription types
Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes

Production readiness class

Production readiness class
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Critical alerts
0
Production verdicts degrade quickly when critical alerts are active.

Evidence confidence

Confidence score
76.2
Based on 5 recent validations, 26 captured checks, and validation age of 7.3 hours.
Live checks captured
26
More direct checks increase trust in the current verdict.
Validation age
7.3h
Lower age means fresher evidence.

Recommended for

Claude Desktop
Claude Desktop is marked compatible with score 100.
Smithery
Smithery is marked compatible with score 100.
Generic Streamable HTTP
Generic Streamable HTTP is marked compatible with score 100.

Client compatibility verdicts

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

Client compatibility: ChatGPT
Partially client-compatible
Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
  • step_up_auth_probeWarning
  • connector_replay_probeOK — Frozen tool snapshots must survive refresh.
  • request_association_probeMissing — Roots, sampling, and elicitation should stay request-scoped.
Client compatibility: Claude
Client-compatible
No major blockers detected.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history, server_card
Disagreements: none
  • initializeOK
  • tools_listOK
  • transport_compliance_probeWarning
Write-action publishing
Publishing allowed
Current write surface is bounded enough for cautious review with production policy controls.
Confidence: high (76.25)
Evidence provenance
Winner: live_validation
Supporting sources: live_validation, history
Disagreements: none
  • action_safety_probeWarning
Snapshot churn risk
Low
No material tool-surface churn detected in the latest comparison.
Confidence: high (76.25)
Evidence provenance
Winner: history
Supporting sources: history, live_validation
Disagreements: none
  • tool_snapshot_probeOK
  • connector_replay_probeOK

Why compatibility is limited 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
Ready
Remediation checklist
  • No explicit blockers recorded.

Verdict traces

Production verdict
Safe for evaluation
The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.
Confidence: high (76.25)
Winning source: live_validation
Triggering alerts
  • server_degraded • medium • Latest validation is degraded
Client verdict trace table
VerdictStatusChecksWinning sourceConflicts
openai_connectors Partially client-compatible initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe live_validation none
claude_desktop Client-compatible initialize, tools_list, transport_compliance_probe live_validation none
unsafe_for_write_actions Publishing allowed action_safety_probe live_validation none
snapshot_churn_risk Low tool_snapshot_probe, connector_replay_probe history none

Publishability policy profiles

ChatGPT custom connector compatibility
Compatible with review
Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: No
  • Write Actions Present: Yes
  • Oauth Configured: Yes
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No
Claude remote MCP compatibility
Connector-compatible
Transport, discovery, and remote-MCP assumptions are satisfied. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.
  • Search Fetch Only: No
  • Write Actions Present: Yes
  • Oauth Configured: Yes
  • Admin Refresh Required: No
  • Safe For Company Knowledge: No
  • Safe For Messages Api Remote Mcp: No

Compatibility fixtures

ChatGPT custom connector fixture
Degraded
Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.
  • remote_http_endpoint: Passes
  • oauth_discovery: Passes
  • frozen_tool_snapshot_refresh: Passes
  • request_association: Passes
Anthropic remote MCP fixture
Passes
Remote MCP transport and discovery assumptions are satisfied.
  • remote_transport: Passes
  • tool_discovery: Passes
  • auth_connect: Passes
  • safe_write_review: Passes

Authenticated validation sessions

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

Latest profile
remote_mcp
Authenticated session used
Public score isolation
Preview endpoint
/v1/verify
CI preview endpoint
/v1/ci/preview

Public server reputation

Validation success 7d
0.0
Validation success 30d
0.0
Mean time to recover
n/a
Breaking diffs 30d
0
Registry drift frequency 30d
0
Snapshot changes 30d
0

Incident & change feed

TimestampEventDetails
May 13, 2026 10:43:52 AM UTC Latest validation: degraded Score 73.6 with status degraded.
May 13, 2026 02:41:59 AM UTC Score changed Score delta -0.4 versus the previous run.
May 12, 2026 06:40:42 PM UTC Score changed Score delta +0.9 versus the previous run.

Capabilities

Use-case taxonomy
development database search web

Security posture

Tools analyzed
9
High-risk tools
6
Destructive tools
0
Exec tools
6
Egress tools
0
Secret tools
0
Bulk-access tools
4
Risk distribution
low:1, medium:2, high:6

Tool capability & risk inventory

ToolCapabilitiesRiskFindingsNotes
baselight_ping other Low none No explicit safeguard hints detected.
baselight_search_catalog read write exec admin export High command execution bulk data access admin mutation No explicit safeguard hints detected.
baselight_search_tables read write exec admin export High command execution bulk data access admin mutation No explicit safeguard hints detected.
baselight_get_dataset_metadata read write exec admin High command execution admin mutation No explicit safeguard hints detected.
baselight_get_dataset_tables read write exec admin export High command execution bulk data access freeform input surface admin mutation Safeguards hinted in metadata.
baselight_get_table_metadata read write admin Medium admin mutation No explicit safeguard hints detected.
baselight_get_user read write filesystem admin Medium filesystem mutation admin mutation No explicit safeguard hints detected.
baselight_sdk_query_execute read write exec admin High command execution admin mutation No explicit safeguard hints detected.
baselight_sdk_get_results read write exec export High command execution bulk data access Safeguards hinted in metadata.

Write-action governance

Governance status
Warning
Safe to publish
Auth boundary
oauth_or_auth_required
Blast radius
High
High-risk tools
6
Confirmation signals
none
Safeguard count
2

Status detail: 6 high-risk tool(s), 6 exec-capable tool(s); auth boundary is oauth or auth required with 2 safeguard(s) and 0 confirmation signal(s).

ToolRiskFlagsSafeguards
baselight_search_catalog High command execution bulk data access admin mutation no
baselight_search_tables High command execution bulk data access admin mutation no
baselight_get_dataset_metadata High command execution admin mutation no
baselight_get_dataset_tables High command execution bulk data access freeform input surface admin mutation yes
baselight_sdk_query_execute High command execution admin mutation no
baselight_sdk_get_results High command execution bulk data access yes

Action-controls diff

Snapshot changed
no
Disabled-by-default candidates
none
Manual review candidates
none
New actions
ActionRiskFlags
No newly added actions.
Changed actions
ActionChange typesRisk
No materially changed actions.

Why this score?

Access & Protocol
32.42/44
Connectivity, auth, and transport expectations for common clients.
Interface Quality
36.12/56
How well the tool/resource interface communicates and behaves under automation.
Security Posture
26.25/36
How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.
Reliability & Trust
22/24
Operational stability, consistency, and trustworthiness over time.
Discovery & Governance
21.5/28
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
2.1/4
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
4/4
Stability score across tool schema/name drift relative to prior validations.
SLO Health
4/4
Availability, latency, and burst-failure profile across recent validation history.
Security Hygiene
3.5/4
HTTPS posture, endpoint hygiene, and response-surface hardening checks.
Task Success
4/4
Can an agent reliably initialize, enumerate tools, and execute core MCP flows?
Trust Confidence
2/4
Confidence-adjusted reliability score that penalizes low evidence volume.
Abuse/Noise Resilience
4/4
How well the server preserves core behavior in the presence of noisy traffic patterns.
Prompt Contract
2/4
Quality of prompt metadata, argument shape, and prompt discoverability for clients.
Resource Contract
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
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
2.4/4
Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.
Recovery Semantics
0/4
Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.
Maintenance Signal
3/4
Versioning, update recency, and historical validation cadence that indicate active stewardship.
Adoption Signal
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
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
3/4
Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.
Action Safety
2/4
Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.
Official Registry Presence
4/4
Whether the server appears directly or indirectly in the official MCP registry.
Provenance Divergence
4/4
How closely official registry metadata, the live server card, and public repo/package signals agree with each other.
Safety Transparency
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
3/4
Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.
Execution / Sandbox Safety
3.8/4
Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.
Data Exfiltration Resilience
2/4
Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.
Least Privilege Scope
3/4
Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.
Secret Handling Hygiene
3/4
Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.
Supply Chain Signal
2.5/4
Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.
Input Sanitization Safety
3/4
Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.
Tool Namespace Clarity
4/4
Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

Compatibility profiles

OpenAI Connectors
77.8
partial
Dynamic client registration materially improves connector setup.; OAuth interoperability should be strong.
Connector URL: https://api.baselight.app/mcp
# Complete OAuth in the client when prompted.
# Server: ai.baselight/baselight
Claude Desktop
100.0
compatible
No major blockers detected.
{
  "mcpServers": {
    "baselight": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.baselight.app/mcp"]
    }
  }
}
Smithery
100.0
compatible
No major blockers detected.
smithery mcp add "https://api.baselight.app/mcp"
Generic Streamable HTTP
100.0
compatible
No major blockers detected.
curl -sS https://api.baselight.app/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 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.
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 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 latest validation is degraded The server is reachable but at least one important behavior regressed. Resolve the regressed checks and review the latest validation diff.
Playbook
  • Inspect the latest validation evidence.
  • Resolve the highest-severity client-facing gap first.
  • Revalidate and confirm the score and verdict improve.
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
Utility Coverage 2/4 -2.0
Trust Confidence 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
Data Exfiltration Resilience 2/4 -2.0
Auth Operability 2/4 -2.0

Validation diff

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

Regressed checks: none

Improved checks: none

ComponentPreviousLatestDelta
No component deltas between the latest two runs.

Tool snapshot diff & changelog

Snapshot changed
no
Added tools
none
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
OK
Backward compatible
Would break after refresh
Added tools
none
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
  • initializeOK
  • tools_listOK
Read-only fetch flow Likely to fail
  • resource_readMissing
  • read_only_tool_surfaceMissing
OAuth-required connect Passes
  • oauth_protected_resourceOK
  • step_up_auth_probeWarning
Safe write flow with confirmation Degraded
  • action_safety_probeWarning

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
ai.baselight/baselight official_registry yes 73.62

Alias consolidation

Canonical identifier
ai.baselight/baselight
Duplicate aliases
0
Registry sources
official_registry
Source disagreements
FieldWhat differsObserved values
No source disagreements detected.

Install snippets

Openai Connectors
Connector URL: https://api.baselight.app/mcp
# Complete OAuth in the client when prompted.
# Server: ai.baselight/baselight
Claude Desktop
{
  "mcpServers": {
    "baselight": {
      "command": "npx",
      "args": ["mcp-remote", "https://api.baselight.app/mcp"]
    }
  }
}
Smithery
smithery mcp add "https://api.baselight.app/mcp"
Generic Http
curl -sS https://api.baselight.app/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
baselight_ping baselight_search_catalog baselight_search_tables baselight_get_dataset_metadata baselight_get_dataset_tables baselight_get_table_metadata baselight_get_user baselight_sdk_query_execute
Observed from the latest live validation against https://api.baselight.app/mcp. This is the target server surface, not Verify's own inspection tools.
Live capability counts
9 tools • 1 prompts • 0 resources
Counts come from the latest tools/list, prompts/list, and resources/list checks.
Inspect with Verify
search fetch search_servers recommend_servers get_server_report compare_servers
Use Verify itself to search, recommend, compare, and fetch the full report for ai.baselight/baselight.
Direct machine links

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
5
Average Latency Ms
581.56
Healthy Run Ratio Recent
0.0
Registry Presence Count
1
Active Alert Count
1
Watcher Count
0
Verified Claim
False
Taxonomy Tags
development, database, search, web
Score Trend
73.62, 73.62, 74.03, 73.08, 69.69
Remediation Count
14
High Risk Tool Count
6
Destructive Tool Count
0
Exec Tool Count
6

Maintainer response quality

Score
16.67
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
Degraded
Validation profile
remote_mcp
Started
May 13, 2026 10:43:51 AM UTC
Latency
635.2 ms

Failures

Checks

CheckStatusLatencyEvidence
action_safety_probe Warning n/a 6 high-risk, 6 exec-capable tool(s); auth present; safeguards=2; confirmation=none.
advanced_capabilities_probe Warning n/a Only 1 capability signal(s): prompts.
connector_publishability_probe Warning n/a Publishability blockers: server card.
connector_replay_probe OK n/a Backward compatible with no breaking tool-surface changes.
determinism_probe OK 29.5 ms Check completed
initialize OK 9.2 ms Protocol 2025-03-26
interactive_flow_probe OK n/a Check completed
oauth_authorization_server Error 5.1 ms Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/oauth-authorization-server' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
oauth_protected_resource OK 44.2 ms 1 authorization server(s)
official_registry_probe OK n/a Check completed
openid_configuration Error 4.8 ms Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/openid-configuration' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
probe_noise_resilience OK 44.4 ms Fetched https://api.baselight.app/robots.txt
prompt_get OK 49.5 ms 1 prompt message(s) returned
prompts_list OK 48.4 ms 1 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 Missing 50.4 ms not supported
server_card Error 200.4 ms Client error '404 Not Found' for url 'https://api.baselight.app/.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 Warning n/a Oauth detected.
tool_snapshot_probe OK n/a Check completed
tools_list OK 49.8 ms 9 tool(s) exposed
transport_compliance_probe Warning 49.3 ms Issues: missing session id, missing protocol header (bad protocol=400).
utility_coverage_probe Missing 8.3 ms No completions evidence; no pagination evidence; tasks missing.

Raw evidence view

Show raw JSON evidence
{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": true,
        "confirmation_signals": [],
        "safeguard_count": 2,
        "summary": {
          "bulk_access_tools": 4,
          "capability_distribution": {
            "admin": 7,
            "exec": 6,
            "export": 4,
            "filesystem": 1,
            "other": 1,
            "read": 8,
            "write": 8
          },
          "destructive_tools": 0,
          "egress_tools": 0,
          "exec_tools": 6,
          "high_risk_tools": 6,
          "risk_distribution": {
            "critical": 0,
            "high": 6,
            "low": 1,
            "medium": 2
          },
          "secret_tools": 0,
          "tool_count": 9
        }
      },
      "latency_ms": null,
      "status": "warning"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": false,
          "elicitation": false,
          "prompts": true,
          "resource_links": false,
          "resources": false,
          "roots": false,
          "sampling": false,
          "structured_outputs": false
        },
        "enabled": [
          "prompts"
        ],
        "enabled_count": 1,
        "initialize_capability_keys": [
          "prompts",
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "server_card"
        ],
        "criteria": {
          "action_safety": true,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": true
        },
        "high_risk_tools": 6,
        "tool_count": 9,
        "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": "5c780cf7f517e4f585eca9679c5a0c43e21cc7b79a18ce79778056b4f73b1c15",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 29.5,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "prompts": {
                "listChanged": true
              },
              "tools": {
                "listChanged": true
              }
            },
            "protocolVersion": "2025-03-26",
            "serverInfo": {
              "name": "baselight-mcp-server",
              "version": "1.0.0"
            }
          }
        },
        "url": "https://api.baselight.app/mcp"
      },
      "latency_ms": 9.17,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": true,
        "prompt_available": true,
        "risk_hits": [],
        "safe_hits": []
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "error": "Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/oauth-authorization-server'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "http://api.baselight.app/.well-known/oauth-authorization-server"
      },
      "latency_ms": 5.07,
      "status": "error"
    },
    "oauth_protected_resource": {
      "details": {
        "headers": {
          "content-type": "application/json; charset=utf-8",
          "x-ratelimit-limit": "30",
          "x-ratelimit-remaining": "29",
          "x-ratelimit-reset": "60"
        },
        "http_status": 200,
        "payload": {
          "authorization_servers": [
            "http://api.baselight.app"
          ],
          "bearer_methods_supported": [
            "header"
          ],
          "resource": "http://api.baselight.app",
          "resource_documentation": "http://api.baselight.app/docs",
          "resource_signing_alg_values_supported": [
            "RS256"
          ],
          "scopes_supported": [
            "api:mcp"
          ]
        },
        "url": "https://api.baselight.app/.well-known/oauth-protected-resource"
      },
      "latency_ms": 44.2,
      "status": "ok"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": true,
        "official_peer_count": 1,
        "registry_identifier": "ai.baselight/baselight",
        "registry_source": "official_registry"
      },
      "latency_ms": null,
      "status": "ok"
    },
    "openid_configuration": {
      "details": {
        "error": "Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "http://api.baselight.app/.well-known/openid-configuration"
      },
      "latency_ms": 4.84,
      "status": "error"
    },
    "probe_noise_resilience": {
      "details": {
        "headers": {
          "content-type": "application/json; charset=utf-8"
        },
        "http_status": 404,
        "url": "https://api.baselight.app/robots.txt"
      },
      "latency_ms": 44.41,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 4,
          "jsonrpc": "2.0",
          "result": {
            "description": "Initial prompt for interacting with Baselight catalog",
            "messages": [
              {
                "content": {
                  "text": "You are a Baselight assistant for dataset exploration and DuckDB SQL analysis.\n\n<mcp>\nAvailable Tools:\n- \"baselight_ping\": Simple ping test to verify MCP server is responding\n- \"catalog-search\": Search the catalog for datasets using a text query and filters. Datasets in Baselight have the following format: @username.dataset. Datasets can be public or private \u2014 you can search and use all public datasets as well as the user's private datasets. This is typically the first step in the discovery workflow. (key params: query, category, limit)\n- \"catalog-table-search\": Search for tables using a text query and filters. Tables in Baselight have the following format: @username.dataset.table. Tables are grouped into datasets which can be public or private \u2014 you can search and use all public datasets as well as the user's private datasets. Search for tables directly when you are unable to find relevant datasets. (key params: query, category, limit)\n- \"catalog-dataset-inspect\": Retrieve detailed schema and metadata for a specific dataset using Baselight format @username.dataset. Use this after discovering datasets to understand their structure before querying. Tables within datasets follow the format @username.dataset.table (always double-quoted identifiers in SQL). (key params: id)\n- \"catalog-dataset-tables\": Retrieve a paginated list of tables from a specific dataset using Baselight format @username.dataset. Use this tool to browse datasets with many tables or to search for specific tables within a dataset. Each page returns up to 100 tables with metadata. (key params: id, query, page)\n- \"catalog-table-inspect\": Retrieve detailed schema and metadata for a specific table using Baselight format @username.dataset.table. Use this to understand table structure, column types, and constraints before writing SQL queries. Tables must be referenced in SQL with double quotes. (key params: id)\n- \"catalog-user-inspect\": Retrieve detailed information about a Baselight user including their profile bio, website, and public datasets. Use this to understand who owns datasets you're interested in. (key params: username)\n- \"sdk-query-execute\": Execute a SQL query on Baselight and wait for results (up to 1 minute). The query executes and returns the first 100 rows upon completion, or info about a pending query that needs more time. Use DuckDB syntax only, table format \"@username.dataset.table\" (double-quoted), SELECT queries only (no DDL/DML), no semicolon terminators, use LIMIT not TOP. If query is still PENDING, use `sdk-get-results` to continue polling. If totalResults > returned rows, use `sdk-get-results` with offset to paginate. (key params: sql)\n- \"sdk-query-get-results\": Retrieve results from a previously executed SDK job using the resultId from `sdk-query-execute`. If the query is complete, returns results immediately. If still pending, polls for up to 1 more minute. Use this after `sdk-query-execute` returns PENDING status. (key params: jobId, limit, offset)\n</mcp>\nThe current user's username is \"blt-agent\".\nCore Workflow: Search \u2192 Metadata \u2192 Execute \u2192 Status",
                  "type": "text"
                },
                "role": "user"
              }
            ]
          }
        },
        "prompt_name": "baselight-initial-prompt",
        "url": "https://api.baselight.app/mcp"
      },
      "latency_ms": 49.45,
      "status": "ok"
    },
    "prompts_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 3,
          "jsonrpc": "2.0",
          "result": {
            "prompts": [
              {
                "description": "A prompt to initialize interaction with the Baselight catalog and understand its capabilities",
                "name": "baselight-initial-prompt"
              }
            ]
          }
        },
        "url": "https://api.baselight.app/mcp"
      },
      "latency_ms": 48.36,
      "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"
        },
        "http_status": 200,
        "payload": {
          "error": {
            "code": -32601,
            "message": "Method not found"
          },
          "id": 5,
          "jsonrpc": "2.0"
        },
        "reason": "not_supported",
        "url": "https://api.baselight.app/mcp"
      },
      "latency_ms": 50.42,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://api.baselight.app/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://api.baselight.app/.well-known/mcp/server-card.json"
      },
      "latency_ms": 200.44,
      "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": true,
        "scope_specificity_ratio": 0.0,
        "step_up_signals": [],
        "supported_scopes": []
      },
      "latency_ms": null,
      "status": "warning"
    },
    "tool_snapshot_probe": {
      "details": {
        "added": [],
        "changed_outputs": [],
        "current_tool_count": 9,
        "previous_tool_count": 9,
        "removed": [],
        "similarity": 1.0
      },
      "latency_ms": null,
      "status": "ok"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "text/event-stream"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "annotations": {
                  "openWorldHint": false,
                  "readOnlyHint": true
                },
                "description": "Simple ping test to verify MCP server is responding",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "properties": {},
                  "type": "object"
                },
                "name": "baselight_ping",
                "title": "Ping Test"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Search the catalog for datasets using a text query and filters. Datasets in Baselight have the following format: @username.dataset. Datasets can be public or private \u2014 you can search and use all public datasets as well as the user's private datasets. This is typically the first step in the discovery workflow.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "category": {
                      "description": "The dataset category to filter by",
                      "items": {
                        "enum": [
                          "Academic Research",
                          "Astronomy and Space Sciences",
                          "Crypto and Blockchain",
                          "Demographics and Population Studies",
                          "Ecommerce and Consumer Trends",
                          "Environmental and Climate Sciences",
                          "Finance and Economics",
                          "Healthcare",
                          "Media and Entertainment",
                          "Politics and Governance",
                          "Prediction Markets",
                          "Sports",
                          "Technology and IT",
                          "Transportation and Logistics"
                        ],
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "limit": {
                      "default": 10,
                      "description": "Maximum number of datasets to return (1-20, default 10)",
                      "maximum": 20,
                      "minimum": 1,
                      "type": "number"
                    },
                    "query": {
                      "description": "The search query string, used for semantic search",
                      "maxLength": 100,
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "query"
                  ],
                  "type": "object"
                },
                "name": "baselight_search_catalog",
                "title": "search_catalog"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Search for tables using a text query and filters. Tables in Baselight have the following format: @username.dataset.table. Tables are grouped into datasets which can be public or private \u2014 you can search and use all public datasets as well as the user's private datasets. Search for tables directly when you are unable to find relevant datasets.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "category": {
                      "description": "The dataset category to filter by",
                      "items": {
                        "enum": [
                          "Academic Research",
                          "Astronomy and Space Sciences",
                          "Crypto and Blockchain",
                          "Demographics and Population Studies",
                          "Ecommerce and Consumer Trends",
                          "Environmental and Climate Sciences",
                          "Finance and Economics",
                          "Healthcare",
                          "Media and Entertainment",
                          "Politics and Governance",
                          "Prediction Markets",
                          "Sports",
                          "Technology and IT",
                          "Transportation and Logistics"
                        ],
                        "type": "string"
                      },
                      "type": "array"
                    },
                    "limit": {
                      "default": 10,
                      "description": "Maximum number of tables to return (1-20, default 10)",
                      "maximum": 20,
                      "minimum": 1,
                      "type": "number"
                    },
                    "query": {
                      "description": "The search query string, used for semantic search",
                      "maxLength": 200,
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "query"
                  ],
                  "type": "object"
                },
                "name": "baselight_search_tables",
                "title": "search_tables"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Retrieve detailed schema and metadata for a specific dataset using Baselight format @username.dataset. Use this after discovering datasets to understand their structure before querying. Tables within datasets follow the format @username.dataset.table (always double-quoted identifiers in SQL).",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "id": {
                      "description": "The identifier of the dataset to inspect, should be something like @user.dataset",
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "id"
                  ],
                  "type": "object"
                },
                "name": "baselight_get_dataset_metadata",
                "title": "get_dataset_metadata"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Retrieve a paginated list of tables from a specific dataset using Baselight format @username.dataset. Use this tool to browse datasets with many tables or to search for specific tables within a dataset. Each page returns up to 100 tables with metadata.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "id": {
                      "description": "The identifier of the dataset to browse, should be something like @user.dataset",
                      "minLength": 1,
                      "type": "string"
                    },
                    "page": {
                      "default": 1,
                      "description": "Page number to retrieve (starts at 1). Each page contains up to 100 tables.",
                      "minimum": 1,
                      "type": "number"
                    },
                    "query": {
                      "default": "",
                      "description": "Optional text search query to filter tables by name or title. If omitted, returns all tables.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "id"
                  ],
                  "type": "object"
                },
                "name": "baselight_get_dataset_tables",
                "title": "get_dataset_tables"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Retrieve detailed schema and metadata for a specific table using Baselight format @username.dataset.table. Use this to understand table structure, column types, and constraints before writing SQL queries. Tables must be referenced in SQL with double quotes.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "id": {
                      "description": "The full identifier of the table to inspect, should be something like @user.dataset.table",
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "id"
                  ],
                  "type": "object"
                },
                "name": "baselight_get_table_metadata",
                "title": "get_table_metadata"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Retrieve detailed information about a Baselight user including their profile bio, website, and public datasets. Use this to understand who owns datasets you're interested in.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "username": {
                      "description": "The username of the user to inspect",
                      "minLength": 1,
                      "type": "string"
                    }
                  },
                  "required": [
                    "username"
                  ],
                  "type": "object"
                },
                "name": "baselight_get_user",
                "title": "get_user"
              },
              {
                "annotations": {
                  "destructiveHint": false,
                  "idempotentHint": false,
                  "openWorldHint": true,
                  "readOnlyHint": false
                },
                "description": "Execute a SQL query on Baselight and wait for results (up to 1 minute). The query executes and returns the first 100 rows upon completion, or info about a pending query that needs more time. Use DuckDB syntax only, table format \"@username.dataset.table\" (double-quoted), SELECT queries only (no DDL/DML), no semicolon terminators, use LIMIT not TOP. If query is still PENDING, use `sdk-get-results` to continue polling. If totalResults > returned rows, use `sdk-get-results` with offset to paginate.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "sql": {
                      "description": "The SQL query to execute. table identifiers should be wrapped in double quotes, like \"@user.dataset.table\". Only SELECT queries are allowed.",
                      "type": "string"
                    }
                  },
                  "required": [
                    "sql"
                  ],
                  "type": "object"
                },
                "name": "baselight_sdk_query_execute",
                "title": "sdk_query_execute"
              },
              {
                "annotations": {
                  "openWorldHint": true,
                  "readOnlyHint": true
                },
                "description": "Retrieve results from a previously executed SDK job using the resultId from `sdk-query-execute`. If the query is complete, returns results immediately. If still pending, polls for up to 1 more minute. Use this after `sdk-query-execute` returns PENDING status.",
                "execution": {
                  "taskSupport": "forbidden"
                },
                "inputSchema": {
                  "$schema": "http://json-schema.org/draft-07/schema#",
                  "additionalProperties": false,
                  "properties": {
                    "jobId": {
                      "description": "The result ID of the executed query (from `sdk-query-execute`).",
                      "type": "string"
                    },
                    "limit": {
                      "default": 100,
                      "description": "Number of rows to return per page (max 100). Default is 100.",
                      "maximum": 100,
                      "minimum": 1,
                      "type": "number"
                    },
                    "offset": {
                      "default": 0,
                      "description": "Row offset for pagination. Use to fetch subsequent pages (e.g., offset=100 for page 2).",
                      "minimum": 0,
                      "type": "number"
                    }
                  },
                  "required": [
                    "jobId"
                  ],
                  "type": "object"
                },
                "name": "baselight_sdk_get_results",
                "title": "sdk_get_results"
              }
            ]
          }
        },
        "url": "https://api.baselight.app/mcp"
      },
      "latency_ms": 49.78,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json"
        },
        "bad_protocol_payload": {
          "error": {
            "code": -32000,
            "message": "Bad Request: Unsupported protocol version: 1999-99-99 (supported versions: 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05, 2024-10-07)"
          },
          "id": null,
          "jsonrpc": "2.0"
        },
        "bad_protocol_status_code": 400,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-03-26",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 49.29,
      "status": "warning"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "prompts",
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 200,
          "probe_status": "missing"
        }
      },
      "latency_ms": 8.28,
      "status": "missing"
    }
  },
  "failures": {
    "oauth_authorization_server": {
      "error": "Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/oauth-authorization-server'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "http://api.baselight.app/.well-known/oauth-authorization-server"
    },
    "openid_configuration": {
      "error": "Client error '404 Not Found' for url 'http://api.baselight.app/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "http://api.baselight.app/.well-known/openid-configuration"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://api.baselight.app/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://api.baselight.app/.well-known/mcp/server-card.json"
    }
  },
  "remote_url": "https://api.baselight.app/mcp",
  "server_card_payload": null,
  "server_identifier": "ai.baselight/baselight"
}

Known versions

Validation history

7 day score delta
n/a
30 day score delta
n/a
Recent healthy ratio
0%
Freshness
7.3h
TimestampStatusScoreLatencyTools
May 13, 2026 10:43:52 AM UTC Degraded 73.6 635.2 ms 9
May 13, 2026 02:41:59 AM UTC Degraded 73.6 546.0 ms 9
May 12, 2026 06:40:42 PM UTC Degraded 74.0 627.6 ms 9
May 12, 2026 10:25:35 AM UTC Degraded 73.1 494.5 ms 9
May 12, 2026 02:24:20 AM UTC Degraded 69.7 604.4 ms 9

Validation timeline

ValidatedSummaryScoreProtocolAuth modeToolsHigh-risk toolsChanges
May 13, 2026 10:43:52 AM UTC Degraded 73.6 2025-03-26 oauth_supported 9 6 none
May 13, 2026 02:41:59 AM UTC Degraded 73.6 2025-03-26 oauth_supported 9 6 none
May 12, 2026 06:40:42 PM UTC Degraded 74.0 2025-03-26 oauth_supported 9 6 none
May 12, 2026 10:25:35 AM UTC Degraded 73.1 2025-03-26 oauth_supported 9 6 none
May 12, 2026 02:24:20 AM UTC Degraded 69.7 2025-03-26 oauth_supported 9 6 none

Recent validation runs

StartedStatusSummaryLatencyChecks
May 13, 2026 10:43:51 AM UTC Completed Degraded 635.2 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 13, 2026 02:41:58 AM UTC Completed Degraded 546.0 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
May 12, 2026 06:40:41 PM UTC Completed Degraded 627.6 ms action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
May 12, 2026 10:25:34 AM UTC Completed Degraded 494.5 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
May 12, 2026 02:24:19 AM UTC Completed Degraded 604.4 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