Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- name: flightclaw description: Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- flightclaw Track flight prices from Google Flights. Search routes, monit Published capability contract available. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 2/24/2026.
Freshness
Last checked 2/24/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
flightclaw is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- name: flightclaw description: Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- flightclaw Track flight prices from Google Flights. Search routes, monit
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 24, 2026
Published capability contract available. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 24, 2026
Vendor
Jackculpan
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/jackculpan/flightclaw.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Jackculpan
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
26 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Parameters
bash
npx skills add jackculpan/flightclaw
bash
bash skills/flightclaw/setup.sh
bash
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --cabin BUSINESS python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --return-date 2025-07-08 python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --stops NON_STOP --results 10 # Multiple airports (searches all combinations) python skills/flightclaw/scripts/search-flights.py LHR,MAN JFK,EWR 2025-07-01 # Date range (searches each day) python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --date-to 2025-07-05 # Both python skills/flightclaw/scripts/search-flights.py LHR,MAN JFK,EWR 2025-07-01 --date-to 2025-07-03
bash
python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01 python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01 --target-price 400 python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01 --return-date 2025-07-08 --cabin BUSINESS # Track multiple airports and dates python skills/flightclaw/scripts/track-flight.py LHR,MAN JFK,EWR 2025-07-01 --date-to 2025-07-03 --target-price 400
bash
python skills/flightclaw/scripts/check-prices.py python skills/flightclaw/scripts/check-prices.py --threshold 5
bash
python skills/flightclaw/scripts/list-tracked.py
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- name: flightclaw description: Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies. --- flightclaw Track flight prices from Google Flights. Search routes, monit
Track flight prices from Google Flights. Search routes, monitor prices over time, and get alerts when prices drop.
npx skills add jackculpan/flightclaw
Or manually:
bash skills/flightclaw/setup.sh
Find flights for a specific route and date. Supports multiple airports and date ranges.
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --cabin BUSINESS
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --return-date 2025-07-08
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --stops NON_STOP --results 10
# Multiple airports (searches all combinations)
python skills/flightclaw/scripts/search-flights.py LHR,MAN JFK,EWR 2025-07-01
# Date range (searches each day)
python skills/flightclaw/scripts/search-flights.py LHR JFK 2025-07-01 --date-to 2025-07-05
# Both
python skills/flightclaw/scripts/search-flights.py LHR,MAN JFK,EWR 2025-07-01 --date-to 2025-07-03
Arguments:
origin - IATA airport code(s), comma-separated (e.g. LHR or LHR,MAN)destination - IATA airport code(s), comma-separated (e.g. JFK or JFK,EWR)date - Departure date (YYYY-MM-DD)--date-to - End of date range (YYYY-MM-DD). Searches each day from date to date-to inclusive.--return-date - Return date for round trips (YYYY-MM-DD)--cabin - ECONOMY (default), PREMIUM_ECONOMY, BUSINESS, FIRST--stops - ANY (default), NON_STOP, ONE_STOP, TWO_STOPS--results - Number of results (default: 5)Add a route to the price tracking list and record the current price. Supports multiple airports and date ranges (creates a separate tracking entry for each combination).
python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01
python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01 --target-price 400
python skills/flightclaw/scripts/track-flight.py LHR JFK 2025-07-01 --return-date 2025-07-08 --cabin BUSINESS
# Track multiple airports and dates
python skills/flightclaw/scripts/track-flight.py LHR,MAN JFK,EWR 2025-07-01 --date-to 2025-07-03 --target-price 400
Arguments:
--target-price - Alert when price drops below this amountCheck all tracked flights for price changes. Designed to run on a schedule (cron).
python skills/flightclaw/scripts/check-prices.py
python skills/flightclaw/scripts/check-prices.py --threshold 5
Arguments:
--threshold - Percentage drop to trigger alert (default: 10)Output: Reports price changes for tracked flights. Highlights drops and alerts when target prices are reached.
Show all flights being tracked with current vs original prices.
python skills/flightclaw/scripts/list-tracked.py
FlightClaw also runs as an MCP server with extended search capabilities:
pip install flights "mcp[cli]"
claude mcp add flightclaw -- python3 server.py
MCP tools: search_flights, search_dates, track_flight, check_prices, list_tracked, remove_tracked
Additional MCP filters: passengers (adults/children/infants), airline filter, price limit, max flight duration, departure/arrival time restrictions, layover duration, sort order, and cheapest-date calendar search.
Prices are returned in the user's local currency based on their IP location. The currency is auto-detected from the Google Flights API response and displayed with the correct symbol (e.g. $, £, ฿, €). Tracked flights store the currency code in tracked.json.
Price history is stored in skills/flightclaw/data/tracked.json and persists via R2 backup.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/snapshot"
curl -s "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract"
curl -s "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/jackculpan/flightclaw#input",
"outputSchemaRef": "https://github.com/jackculpan/flightclaw#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:42:02.949Z",
"sourceUpdatedAt": "2026-02-24T19:42:02.949Z",
"freshnessSeconds": 4427810
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/jackculpan-flightclaw/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/jackculpan-flightclaw/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-04-17T01:38:53.928Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
},
{
"key": "multiple",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:multiple|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Jackculpan",
"href": "https://github.com/jackculpan/flightclaw",
"sourceUrl": "https://github.com/jackculpan/flightclaw",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "26 GitHub stars",
"href": "https://github.com/jackculpan/flightclaw",
"sourceUrl": "https://github.com/jackculpan/flightclaw",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:42:02.949Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:42:02.949Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/jackculpan/flightclaw#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:42:02.949Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/jackculpan-flightclaw/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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