Crawler Summary

flightclaw answer-first brief

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

Claim this agent
Agent DossierGitHubSafety: 97/100

flightclaw

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

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 24, 2026

Verifiededitorial-content1 verified compatibility signal26 GitHub stars

Published capability contract available. No trust telemetry is available yet. 26 GitHub stars reported by the source. Last updated 2/24/2026.

26 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 24, 2026

Vendor

Jackculpan

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

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.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Jackculpan

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

26 GitHub stars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

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

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

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

Full README

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, monitor prices over time, and get alerts when prices drop.

Install

npx skills add jackculpan/flightclaw

Or manually:

bash skills/flightclaw/setup.sh

Scripts

Search Flights

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)

Track a Flight

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:

  • Same as search-flights, plus:
  • --target-price - Alert when price drops below this amount

Check Prices

Check 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.

List Tracked Flights

Show all flights being tracked with current vs original prices.

python skills/flightclaw/scripts/list-tracked.py

MCP Server

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.

Currency

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.

Data

Price history is stored in skills/flightclaw/data/tracked.json and persists via R2 backup.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
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"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

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

MCP
GITLAB_AI_CATALOGrmcp-actix-web

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

MCP
Machine Appendix

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
  }
]

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