ai.autonomad/travel
AI travel agent — book flights, hotels, activities, and events worldwide via autonomad.ai.
Executive verdict
Current trust snapshot
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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.
/v1/routeAlert subscription types
Production readiness class
Evidence confidence
Recommended for
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.
Evidence provenance
initialize• OKtools_list• Errortransport_compliance_probe• Warningstep_up_auth_probe• Missingconnector_replay_probe• Missing — Frozen tool snapshots must survive refresh.request_association_probe• Missing — Roots, sampling, and elicitation should stay request-scoped.
Evidence provenance
initialize• OKtools_list• Errortransport_compliance_probe• Warning
Evidence provenance
action_safety_probe• OK
Evidence provenance
tool_snapshot_probe• Missingconnector_replay_probe• Missing
Why compatibility is limited by client
Remediation checklist
- No explicit blockers recorded.
Remediation checklist
- No explicit blockers recorded.
Remediation checklist
- No explicit blockers recorded.
Verdict traces
server_failing• critical • Latest validation is failing
Client verdict trace table
| Verdict | Status | Checks | Winning source | Conflicts |
|---|---|---|---|---|
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 |
Partially 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
- Search Fetch Only: No
- Write Actions Present: No
- Oauth Configured: No
- Admin Refresh Required: No
- Safe For Company Knowledge: No
- Safe For Messages Api Remote Mcp: No
- Search Fetch Only: No
- Write Actions Present: No
- Oauth Configured: No
- Admin Refresh Required: No
- Safe For Company Knowledge: No
- Safe For Messages Api Remote Mcp: No
Compatibility fixtures
- remote_http_endpoint: Passes
- oauth_discovery: Degraded
- frozen_tool_snapshot_refresh: Passes
- request_association: Passes
- remote_transport: Passes
- tool_discovery: Likely to fail
- 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.
/v1/verify/v1/ci/previewPublic server reputation
Incident & change feed
| Timestamp | Event | Details |
|---|---|---|
| May 13, 2026 05:39:41 PM UTC | Latest validation: failing | Score 57.0 with status failing. |
| May 13, 2026 05:39:41 PM UTC | Score changed | Score delta +0.3 versus the previous run. |
| May 13, 2026 09:31:59 AM UTC | Score changed | Score delta +0.3 versus the previous run. |
| May 13, 2026 01:30:23 AM UTC | Score changed | Score delta +0.1 versus the previous run. |
Capabilities
- OAuth:
- DCR/CIMD:
- Prompts:
- Homepage: https://autonomad.ai
- Docs: none
- Support: none
- Icon: none
- Remote endpoint: https://mcp.autonomad.ai/mcp
- Server card: none
Security posture
Tool capability & risk inventory
No tool inventory available from the latest validation run.
Write-action governance
Status detail: No unsafe write-action governance gaps detected on the latest validation.
| Tool | Risk | Flags | Safeguards |
|---|---|---|---|
| No high-risk tools were detected on the latest run. | |||
Action-controls diff
Need at least two validation runs before diffing action controls.
Why this score?
Algorithmic score breakdown
Compatibility profiles
Connector URL: https://mcp.autonomad.ai/mcp # No OAuth metadata detected. # Server: ai.autonomad/travel
{
"mcpServers": {
"travel": {
"command": "npx",
"args": ["mcp-remote", "https://mcp.autonomad.ai/mcp"]
}
}
}
smithery mcp add "https://mcp.autonomad.ai/mcp"
curl -sS https://mcp.autonomad.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'
Actionable remediation
| Severity | Remediation | Why it matters | Recommended action |
|---|---|---|---|
| Critical | Ensure tools/list succeeds consistently | Tools discovery is the minimum viable contract for most MCP clients and directories. | Make tools/list succeed unauthenticated when possible, or document the auth flow in the server card.Playbook
|
| Critical | Respond to latest validation is failing | Core MCP flows did not validate successfully on the latest run. | Fix the failing checks first, then revalidate to confirm the recovery path.Playbook
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| 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
|
| High | Stop asking users to paste secrets directly | Public MCP servers should prefer OAuth or browser-based auth guidance over in-band secret collection. | Inspect the latest validation evidence and resolve the client-visible regression.Playbook
|
| 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
|
| 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
|
| 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
|
| 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
|
| Medium | Raise Adoption & Market score | Adoption clues and public evidence that the server is intended for external use. | Increase external documentation and directory coverage so users can discover and evaluate the server.Playbook
|
| Medium | Raise Interface Quality score | How well the tool/resource interface communicates and behaves under automation. | Improve schemas, error contracts, and recovery messages so agents can reason about the surface automatically.Playbook
|
| 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
|
| Medium | Repair prompts/list or stop advertising prompts | Prompt metadata should either work live or be removed from the advertised capability set. | Only advertise prompts if prompts/list works and prompt arguments are documented.Playbook
|
| 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
|
| 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
|
| 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
|
Point loss breakdown
| Component | Current | Points missing |
|---|---|---|
| Tool Surface Design | 0/4 | -4.0 |
| Tool Snapshot Churn | 0/4 | -4.0 |
| Tool Namespace Clarity | 0/4 | -4.0 |
| Tool Capability Clarity | 0/4 | -4.0 |
| Schema Completeness | 0/4 | -4.0 |
| Result Shape Stability | 0/4 | -4.0 |
| Input Sanitization Safety | 0/4 | -4.0 |
| Recovery Semantics | 0.4/4 | -3.6 |
| Error Contract | 0.5/4 | -3.5 |
| Trust Confidence | 0.6/4 | -3.4 |
| Utility Coverage | 2/4 | -2.0 |
| Spec Recency | 2/4 | -2.0 |
Validation diff
Regressed checks: none
Improved checks: none
| Component | Previous | Latest | Delta |
|---|---|---|---|
freshness_confidence_score | 2.5 | 3.0 | 0.5 |
trust_confidence_score | 0.5 | 0.6 | 0.1 |
Tool snapshot diff & changelog
Need at least two validation runs before building a tool changelog.
Connector replay
Required-argument replay breaks
| Tool | Added required args | Removed required args |
|---|---|---|
| No required-argument replay breaks detected. | ||
Output-schema replay breaks
| Tool | Removed properties | Added properties |
|---|---|---|
| No output-schema replay breaks detected. | ||
Transport compliance drilldown
Issues: missing_protocol_header
Request association
Utility coverage
Benchmark tasks
| Benchmark task | Status | Evidence |
|---|---|---|
| Discover tools | Likely to fail |
|
| Read-only fetch flow | Likely to fail |
|
| OAuth-required connect | Degraded |
|
| Safe write flow with confirmation | Passes |
|
Registry & provenance divergence
| Field | Registry | Live server card |
|---|---|---|
| Title | n/a | n/a |
| Version | n/a | n/a |
| Homepage | n/a | n/a |
Active alerts
- Latest validation is failing (critical)
Core MCP flows did not validate successfully on the latest run.
Aliases & registry graph
| Identifier | Source | Canonical | Score |
|---|---|---|---|
ai.autonomad/travel |
official_registry | yes | 56.98 |
Alias consolidation
Source disagreements
| Field | What differs | Observed values |
|---|---|---|
| No source disagreements detected. | ||
Install snippets
Connector URL: https://mcp.autonomad.ai/mcp # No OAuth metadata detected. # Server: ai.autonomad/travel
{
"mcpServers": {
"travel": {
"command": "npx",
"args": ["mcp-remote", "https://mcp.autonomad.ai/mcp"]
}
}
}
smithery mcp add "https://mcp.autonomad.ai/mcp"
curl -sS https://mcp.autonomad.ai/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'
Agent access & tool surface
tools/list, prompts/list, and resources/list checks.ai.autonomad/travel.Claims & monitoring
No verified maintainer claim recorded.
Alert routing
| Watch | Team | Channels | Minimum severity |
|---|---|---|---|
| No active watch destinations. | |||
Maintainer analytics
Maintainer response quality
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
Failures
oauth_authorization_serverno authorization serveroauth_protected_resourceClient error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/oauth-protected-resource' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404openid_configurationno authorization serverserver_cardClient error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404tools_listClient error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400
Checks
| Check | Status | Latency | Evidence |
|---|---|---|---|
action_safety_probe |
OK | n/a | No high-risk write, destructive, or exec tools detected. |
advanced_capabilities_probe |
Missing | n/a | No advanced MCP capability signals detected. |
connector_publishability_probe |
Error | n/a | Publishability blockers: tools list, server card, tool surface. |
connector_replay_probe |
Missing | n/a | No connector replay evidence recorded. |
determinism_probe |
Missing | n/a | tools list unavailable |
initialize |
OK | 226.0 ms | Protocol 2025-03-26 |
interactive_flow_probe |
Missing | n/a | Check completed |
oauth_authorization_server |
Missing | n/a | no authorization server |
oauth_protected_resource |
Error | 167.1 ms | Client error '404 Not Found' for url 'https://mcp.autonomad.ai/.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 | 169.6 ms | Fetched https://mcp.autonomad.ai/robots.txt |
prompt_get |
Missing | n/a | not advertised |
prompts_list |
Missing | 172.3 ms | Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400 |
protocol_version_probe |
Warning | n/a | Claims 2025-03-26; 2 release(s) behind 2025-11-25. |
provenance_divergence_probe |
OK | n/a | Check completed |
request_association_probe |
Missing | n/a | No request-association capabilities were advertised. |
resource_read |
Missing | n/a | not advertised |
resources_list |
Missing | 87.4 ms | Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400 |
server_card |
Error | 243.8 ms | Client error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404 |
session_resume_probe |
OK | 85.3 ms | 8 tool(s) exposed |
step_up_auth_probe |
Missing | n/a | No OAuth or incremental-scope signals detected. |
tool_snapshot_probe |
Missing | n/a | no tools |
tools_list |
Error | 172.7 ms | Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400 |
transport_compliance_probe |
Warning | 165.8 ms | Issues: missing protocol header (bad protocol=400, DELETE=200, expired session=404). |
utility_coverage_probe |
Missing | 83.0 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": {},
"destructive_tools": 0,
"egress_tools": 0,
"exec_tools": 0,
"high_risk_tools": 0,
"risk_distribution": {
"critical": 0,
"high": 0,
"low": 0,
"medium": 0
},
"secret_tools": 0,
"tool_count": 0
}
},
"latency_ms": null,
"status": "ok"
},
"advanced_capabilities_probe": {
"details": {
"capabilities": {
"completions": false,
"elicitation": false,
"prompts": false,
"resource_links": false,
"resources": false,
"roots": false,
"sampling": false,
"structured_outputs": false
},
"enabled": [],
"enabled_count": 0,
"initialize_capability_keys": [
"resources",
"tools"
]
},
"latency_ms": null,
"status": "missing"
},
"connector_publishability_probe": {
"details": {
"blockers": [
"tools_list",
"server_card",
"tool_surface"
],
"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": false,
"tools_list": false,
"transport_compliance": true
},
"high_risk_tools": 0,
"tool_count": 0,
"transport": "streamable-http"
},
"latency_ms": null,
"status": "error"
},
"connector_replay_probe": {
"details": {
"reason": "no_tools"
},
"latency_ms": null,
"status": "missing"
},
"determinism_probe": {
"details": {
"reason": "tools_list_unavailable"
},
"latency_ms": null,
"status": "missing"
},
"initialize": {
"details": {
"headers": {
"content-type": "text/event-stream",
"mcp-session-id": "61c5d5cf-0303-43e2-b02c-5e1504d54ab8"
},
"http_status": 200,
"payload": {
"id": 1,
"jsonrpc": "2.0",
"result": {
"capabilities": {
"resources": {},
"tools": {}
},
"protocolVersion": "2025-03-26",
"serverInfo": {
"description": "AI travel agent for Claude \u2014 search live flights (Duffel), hotels (LiteAPI + direct), Viator activities, and Ticketmaster/SeatGeek events, then complete the booking on autonomad.ai with a 1-month Premium trial on the first reservation.",
"icons": [
{
"mimeType": "image/png",
"sizes": [
"192x192"
],
"src": "https://www.autonomad.ai/icon-192.png"
},
{
"mimeType": "image/png",
"sizes": [
"512x512"
],
"src": "https://www.autonomad.ai/icon-512.png"
}
],
"name": "autonomad-travel",
"title": "Autonomad Travel",
"version": "1.4.0",
"websiteUrl": "https://www.autonomad.ai"
}
}
},
"url": "https://mcp.autonomad.ai/mcp"
},
"latency_ms": 225.98,
"status": "ok"
},
"interactive_flow_probe": {
"details": {
"oauth_supported": false,
"prompt_available": false,
"risk_hits": [],
"safe_hits": []
},
"latency_ms": null,
"status": "missing"
},
"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://mcp.autonomad.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://mcp.autonomad.ai/.well-known/oauth-protected-resource"
},
"latency_ms": 167.12,
"status": "error"
},
"official_registry_probe": {
"details": {
"direct_match": true,
"official_peer_count": 1,
"registry_identifier": "ai.autonomad/travel",
"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/html; charset=utf-8"
},
"http_status": 404,
"url": "https://mcp.autonomad.ai/robots.txt"
},
"latency_ms": 169.59,
"status": "ok"
},
"prompt_get": {
"details": {
"reason": "not_advertised"
},
"latency_ms": null,
"status": "missing"
},
"prompts_list": {
"details": {
"error": "Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
"headers": {
"content-type": "application/json; charset=utf-8"
},
"http_status": 400,
"payload": {},
"reason": "not_advertised",
"url": "https://mcp.autonomad.ai/mcp"
},
"latency_ms": 172.3,
"status": "missing"
},
"protocol_version_probe": {
"details": {
"claimed_version": "2025-03-26",
"lag_days": 244,
"latest_known_version": "2025-11-25",
"releases_behind": 2,
"validator_protocol_version": "2025-03-26"
},
"latency_ms": null,
"status": "warning"
},
"provenance_divergence_probe": {
"details": {
"direct_official_match": true,
"drift_fields": [],
"metadata_document_count": 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": {
"error": "Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
"headers": {
"content-type": "application/json; charset=utf-8"
},
"http_status": 400,
"payload": {},
"reason": "not_advertised",
"url": "https://mcp.autonomad.ai/mcp"
},
"latency_ms": 87.38,
"status": "missing"
},
"server_card": {
"details": {
"error": "Client error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://mcp.autonomad.ai/.well-known/mcp/server-card.json"
},
"latency_ms": 243.78,
"status": "error"
},
"session_resume_probe": {
"details": {
"headers": {
"content-type": "text/event-stream",
"mcp-session-id": "61c5d5cf-0303-43e2-b02c-5e1504d54ab8"
},
"http_status": 200,
"payload": {
"id": 301,
"jsonrpc": "2.0",
"result": {
"tools": [
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Hotels"
},
"description": "Search hotels, lodging, accommodations, resorts, and places to stay for a trip. Filter by city, country, check-in/check-out dates, room type, nightly price, star rating, and amenities (pool, gym, wifi, etc.). Returns matching properties with rates, photos, and availability across 2M+ properties (LiteAPI). Use this when the user wants to book a hotel, find a place to stay, compare lodging options, or pick a resort.",
"inputSchema": {
"properties": {
"amenities": {
"description": "Required amenities (wifi, gym, pool, spa, restaurant, etc.)",
"items": {
"type": "string"
},
"type": "array"
},
"brand": {
"description": "Hotel brand name to filter by",
"type": "string"
},
"check_in": {
"description": "Check-in date (YYYY-MM-DD)",
"type": "string"
},
"check_out": {
"description": "Check-out date (YYYY-MM-DD)",
"type": "string"
},
"city": {
"description": "City name (e.g., 'New York', 'Tokyo')",
"type": "string"
},
"country": {
"description": "ISO 3166-1 alpha-2 country code (e.g., 'US', 'JP')",
"type": "string"
},
"max_rate_usd": {
"description": "Maximum nightly rate in USD",
"type": "number"
},
"min_star_rating": {
"description": "Minimum star rating (1-5)",
"type": "number"
},
"room_type": {
"enum": [
"standard",
"deluxe",
"suite",
"penthouse",
"accessible"
],
"type": "string"
}
},
"required": [
"check_in",
"check_out"
],
"type": "object"
},
"name": "search_hotels"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Flights"
},
"description": "Search airline flights / airfares between two cities by date, cabin class (economy / premium economy / business / first), and number of passengers. Returns available flights from 800+ airlines (Duffel) with real-time pricing, schedules, and stops. Uses IATA airport codes (e.g., MIA, JFK, LAX, LHR). Use this when the user wants to book a flight, fly somewhere, find airfare, or compare airlines.",
"inputSchema": {
"properties": {
"cabin_class": {
"description": "Cabin class (default: economy)",
"enum": [
"economy",
"premium_economy",
"business",
"first"
],
"type": "string"
},
"departure_date": {
"description": "Departure date (YYYY-MM-DD)",
"type": "string"
},
"destination": {
"description": "IATA destination airport code",
"type": "string"
},
"max_price_usd": {
"description": "Maximum total price in USD",
"type": "number"
},
"nonstop_only": {
"description": "Only show nonstop flights (default: false)",
"type": "boolean"
},
"origin": {
"description": "IATA origin airport code (e.g., 'MIA', 'JFK', 'LAX')",
"type": "string"
},
"passengers": {
"description": "Number of passengers (1-9, default: 1)",
"type": "number"
},
"return_date": {
"description": "Return date for round-trip (YYYY-MM-DD). Omit for one-way.",
"type": "string"
}
},
"required": [
"origin",
"destination",
"departure_date"
],
"type": "object"
},
"name": "search_flights"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Ground Transport"
},
"description": "Search ground transportation, car rentals, and rideshare options (Uber, Lyft, rental cars from Hertz / Enterprise / Sixt / Avis). Returns options timed to a flight arrival for door-to-door travel. Car rental is live across 15+ US metro areas; rideshare partnerships are in progress. Use this when the user wants a rental car, an airport transfer, or rideshare to/from their hotel.",
"inputSchema": {
"properties": {
"city": {
"description": "City or metro area",
"type": "string"
},
"dropoff_location": {
"type": "string"
},
"passengers": {
"type": "number"
},
"pickup_datetime": {
"description": "ISO 8601",
"type": "string"
},
"pickup_location": {
"type": "string"
},
"return_datetime": {
"type": "string"
},
"transport_type": {
"enum": [
"rideshare",
"car_rental",
"all"
],
"type": "string"
},
"vehicle_type": {
"type": "string"
}
},
"required": [
"city"
],
"type": "object"
},
"name": "search_transport"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Restaurants & Dining"
},
"description": "Search restaurants, dining options, and reservation availability by city, date, time, cuisine, party size, neighborhood, and price range. Use this when the user wants to find a restaurant, book dinner, plan a meal, get reservations, or pick a place to eat on a trip. Dining partnerships are in progress.",
"inputSchema": {
"properties": {
"city": {
"type": "string"
},
"cuisine": {
"type": "string"
},
"date": {
"description": "YYYY-MM-DD",
"type": "string"
},
"neighborhood": {
"type": "string"
},
"party_size": {
"type": "number"
},
"price_range": {
"enum": [
"$",
"$$",
"$$$",
"$$$$"
],
"type": "string"
},
"time": {
"description": "HH:MM in 24h",
"type": "string"
}
},
"required": [
"city",
"date"
],
"type": "object"
},
"name": "search_dining"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Activities & Experiences"
},
"description": "Search tours, experiences, attractions, sightseeing, and things to do via Viator (200K+ activities worldwide). Filter by city, date range, and category (food tours, walking tours, museums, snorkeling, sailing, hiking, sunset cruises, cooking classes, day trips, etc.). Returns activities with photos, ratings, durations, and per-person pricing. Use this when the user wants to plan day activities, find tours, book experiences, fill a trip itinerary, or pick attractions.",
"inputSchema": {
"properties": {
"category": {
"type": "string"
},
"city": {
"type": "string"
},
"date_from": {
"type": "string"
},
"date_to": {
"type": "string"
}
},
"required": [
"city",
"date_from"
],
"type": "object"
},
"name": "search_activities"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": true,
"readOnlyHint": true,
"title": "Search Live Events & Tickets"
},
"description": "Search live events, concerts, sports games, theater, comedy, and shows in a city (Ticketmaster + SeatGeek catalog). Filter by city, date range, category (music / sports / arts / theater / family / comedy), and keyword (artist name, team name, show title). Use this when the user wants tickets to a concert, a sports game, a Broadway show, or any live event during their trip.",
"inputSchema": {
"properties": {
"category": {
"type": "string"
},
"city": {
"type": "string"
},
"date_from": {
"type": "string"
},
"date_to": {
"type": "string"
},
"keyword": {
"type": "string"
}
},
"required": [
"city",
"date_from"
],
"type": "object"
},
"name": "search_events"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": false,
"openWorldHint": true,
"readOnlyHint": false,
"title": "Create Booking Deep-Link"
},
"description": "Create a booking intent \u2014 returns a deep-link the user clicks to complete the booking on autonomad.ai. The first booking they complete unlocks a 1-month free Autonomad Premium trial automatically. ALWAYS call this instead of trying to book directly through MCP \u2014 bookings require payment + identity verification that must happen on the web.\n\nWHEN TO CALL \u2014 generate a deep-link ONLY after the user has picked something concrete: a specific flight, a specific hotel, or both (a trip). Do NOT call this for browsing or for activities/events alone. Activities and events are picked on the autonomad.ai add-ons page AFTER the user lands via the deep-link \u2014 Claude should describe them but not generate per-activity/per-event intents.\n\nINTENT TYPE GUIDE \u2014 pick exactly one:\n- 'flight' \u2192 user picked a flight only. offer_data = the flight offer object verbatim from search_flights, PLUS a top-level `passengers: <number>` field (the number of travelers the user originally requested \u2014 search_flights individual offers don't echo this back, so you must add it explicitly).\n- 'hotel' \u2192 user picked a hotel only. offer_data = the hotel offer from search_hotels PLUS top-level `check_in` and `check_out` (YYYY-MM-DD) as STRINGS. CRITICAL: search_hotels does NOT echo dates back inside the offer object \u2014 you MUST add them yourself (use the same dates you passed to search_hotels) or the booking page will fall back to an empty form and the user will have to re-enter everything. Also include `adults: <number>` and `rooms: <number>`.\n- 'trip' \u2192 user picked BOTH a flight AND a hotel together for the same trip. Pack them in offer_data as { flight: { ...offer, passengers: <n> }, hotel: { ...offer, adults: <n>, rooms: <n>, check_in, check_out } }. ONE deep-link covers both. Don't generate two separate intents (flight + hotel) for the same trip \u2014 that produces two deep-links and a confusing user experience.\n\nFor activities, events, and experience browsing: describe what's available in your reply, but do NOT call create_booking_intent. Tell the user they'll pick those on autonomad.ai's add-ons page after they click the deep-link for their flight/hotel.\n\nUSER-FACING REPLY REQUIREMENTS \u2014 every time you create a booking intent, your reply text MUST include:\n1. The deep_link as a clickable markdown link, e.g. '[Complete on autonomad.ai \u2192](<deep_link>)' or 'Open: <deep_link>'.\n2. The 1-month free Autonomad Premium trial. The response payload carries a `free_trial_offer` object exactly so you can surface it. Use plain English (e.g. 'Booking through Autonomad unlocks 1 month of Premium free \u2014 unlimited bookings, premium concierge, and saved loyalty credentials.'). NEVER drop this; it is core to the value proposition and the only reason a booking-intent flow beats a raw Viator/Ticketmaster URL.\n3. The link expiry window (e.g. '~30 minutes \u2014 say the word and I'll regenerate if it lapses.').\n\nCRITICAL: always echo the original passenger / adults / travelers count into offer_data. Without it the booking page defaults to 2 travelers regardless of what the user asked for.",
"inputSchema": {
"properties": {
"expires_minutes": {
"type": "number"
},
"intent_type": {
"enum": [
"flight",
"hotel",
"activity",
"event",
"transport",
"trip",
"experiences"
],
"type": "string"
},
"offer_data": {
"type": "object"
}
},
"required": [
"intent_type",
"offer_data"
],
"type": "object"
},
"name": "create_booking_intent"
},
{
"annotations": {
"destructiveHint": false,
"idempotentHint": true,
"openWorldHint": false,
"readOnlyHint": true,
"title": "Get Connector Capabilities"
},
"description": "Return the server's version, mode (human vs autonomous-agent), API base, and the list of currently-exposed tools. Useful for the LLM to confirm tool-schema compatibility before issuing a sequence of calls.",
"inputSchema": {
"properties": {},
"type": "object"
},
"name": "get_capabilities"
}
]
}
},
"requested_protocol_version": "2025-03-26",
"resumed": true,
"session_id_present": true,
"transport": "streamable-http",
"url": "https://mcp.autonomad.ai/mcp"
},
"latency_ms": 85.28,
"status": "ok"
},
"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": {
"reason": "no_tools"
},
"latency_ms": null,
"status": "missing"
},
"tools_list": {
"details": {
"error": "Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
"headers": {
"content-type": "application/json; charset=utf-8"
},
"http_status": 400,
"payload": {},
"url": "https://mcp.autonomad.ai/mcp"
},
"latency_ms": 172.71,
"status": "error"
},
"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": 200,
"expired_session_error": null,
"expired_session_status_code": 404,
"issues": [
"missing_protocol_header"
],
"last_event_id_visible": false,
"protocol_header_present": false,
"requested_protocol_version": "2025-03-26",
"session_id_present": true,
"transport": "streamable-http"
},
"latency_ms": 165.79,
"status": "warning"
},
"utility_coverage_probe": {
"details": {
"completions": {
"advertised": false,
"live_probe": "not_executed",
"sample_target": null
},
"initialize_capability_keys": [
"resources",
"tools"
],
"pagination": {
"metadata_signal": false,
"next_cursor_methods": [],
"supported": false
},
"tasks": {
"advertised": false,
"http_status": 400,
"probe_status": "missing"
}
},
"latency_ms": 83.0,
"status": "missing"
}
},
"failures": {
"oauth_authorization_server": {
"reason": "no_authorization_server"
},
"oauth_protected_resource": {
"error": "Client error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/oauth-protected-resource'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://mcp.autonomad.ai/.well-known/oauth-protected-resource"
},
"openid_configuration": {
"reason": "no_authorization_server"
},
"server_card": {
"error": "Client error '404 Not Found' for url 'https://mcp.autonomad.ai/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
"url": "https://mcp.autonomad.ai/.well-known/mcp/server-card.json"
},
"tools_list": {
"error": "Client error '400 Bad Request' for url 'https://mcp.autonomad.ai/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400",
"headers": {
"content-type": "application/json; charset=utf-8"
},
"http_status": 400,
"payload": {},
"url": "https://mcp.autonomad.ai/mcp"
}
},
"remote_url": "https://mcp.autonomad.ai/mcp",
"server_card_payload": null,
"server_identifier": "ai.autonomad/travel"
}
Known versions
1.4.0
Validation history
| Timestamp | Status | Score | Latency | Tools |
|---|---|---|---|---|
| May 13, 2026 05:39:41 PM UTC | Failing | 57.0 | 1672.3 ms | 0 |
| May 13, 2026 09:31:59 AM UTC | Failing | 56.7 | 1594.1 ms | 0 |
| May 13, 2026 01:30:23 AM UTC | Failing | 56.4 | 1862.5 ms | 0 |
| May 12, 2026 05:28:51 PM UTC | Failing | 56.3 | 1818.2 ms | 0 |
| May 12, 2026 09:09:15 AM UTC | Failing | 56.2 | 1631.2 ms | 0 |
| May 12, 2026 01:07:51 AM UTC | Failing | 56.1 | 1748.7 ms | 0 |
Validation timeline
| Validated | Summary | Score | Protocol | Auth mode | Tools | High-risk tools | Changes |
|---|---|---|---|---|---|---|---|
| May 13, 2026 05:39:41 PM UTC | Failing | 57.0 | 2025-03-26 | public | 0 | 0 | none |
| May 13, 2026 09:31:59 AM UTC | Failing | 56.7 | 2025-03-26 | public | 0 | 0 | none |
| May 13, 2026 01:30:23 AM UTC | Failing | 56.4 | 2025-03-26 | public | 0 | 0 | none |
| May 12, 2026 05:28:51 PM UTC | Failing | 56.3 | 2025-03-26 | public | 0 | 0 | none |
| May 12, 2026 09:09:15 AM UTC | Failing | 56.2 | 2025-03-26 | public | 0 | 0 | none |
| May 12, 2026 01:07:51 AM UTC | Failing | 56.1 | 2025-03-26 | public | 0 | 0 | none |
Recent validation runs
| Started | Status | Summary | Latency | Checks |
|---|---|---|---|---|
| May 13, 2026 05:39:39 PM UTC | Completed | Failing | 1672.3 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 |
| May 13, 2026 09:31:57 AM UTC | Completed | Failing | 1594.1 ms | action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe |
| May 13, 2026 01:30:21 AM UTC | Completed | Failing | 1862.5 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 05:28:49 PM UTC | Completed | Failing | 1818.2 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 12, 2026 09:09:13 AM UTC | Completed | Failing | 1631.2 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 12, 2026 01:07:49 AM UTC | Completed | Failing | 1748.7 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 |