{
  "data": {
    "a": {
      "slug": "flightclaw",
      "name": "FlightClaw",
      "vendor": "FlightClaw",
      "vendorUrl": "https://flightclaw.com",
      "kind": "mcp",
      "category": "travel",
      "summary": "Hosted MCP server for booking flights from an agent.",
      "url": "https://www.anchorterminal.com/tools/flightclaw",
      "markdownUrl": "https://www.anchorterminal.com/tools/flightclaw.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/flightclaw.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/flightclaw.json",
      "repo": "https://github.com/flightclaw/agents",
      "license": "MIT (local server)",
      "transports": [
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://mcp.flightclaw.com/mcp",
      "packages": [],
      "auth": "oauth",
      "authNotes": "The hosted server uses OAuth 2.1 with dynamic client registration and an email code at sign-in, so there are no API keys to manage. The open-source local server (Python, Google Flights search) needs no credentials for search and only reaches the booking tools with a `FLIGHTCLAW_API_KEY` that isn't publicly issued.",
      "pricing": "usage",
      "pricingNotes": "The API and MCP server are free to call. Travellers pay the airline fare plus a booking fee of 5 per cent plus $3 (minimum $12), shown as a separate line before payment, and $6 per change, charged in the offer currency. The booking fee isn't refunded unless the airline cancels the flight (https://flightclaw.com/terms).",
      "priceSummary": "5% fee",
      "where": "both",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": 36,
      "popularity": {
        "githubStars": 74,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://flightclaw.com/docs",
      "llmsTxt": "https://flightclaw.com/llms.txt",
      "registryName": "com.flightclaw/flightclaw",
      "capabilities": [
        "travel.flights",
        "travel.booking",
        "travel.changes",
        "travel.search"
      ],
      "tags": [
        "hosted",
        "mcp",
        "oauth",
        "open-source",
        "python",
        "free-tier",
        "no-card",
        "llms-txt"
      ],
      "lastRelease": "2026-09-26",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 45.3,
        "grade": "E",
        "agentReady": false,
        "rank": 1003,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 8,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 47,
          "maintenance": 68,
          "payments": 50,
          "reliability": 30,
          "schema": 50,
          "security": 50,
          "transparency": 29
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Hosted MCP at mcp.flightclaw.com/mcp with OAuth 2.1, PKCE and dynamic client registration, no API keys. Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company.",
        "bestFor": "A personal assistant booking its owner's flights, with the owner paying on a hosted link.",
        "strengths": [
          "Hosted MCP at mcp.flightclaw.com/mcp with OAuth 2.1, PKCE and dynamic client registration, no API keys",
          "Booking ends on a checkout link the traveller pays, so the agent never handles card numbers",
          "Fee published and shown as a line item, 5 per cent plus $3 with a $12 floor, $6 per change",
          "llms.txt with the full flow, limits and pricing",
          "In the official MCP registry under the domain-verified com.flightclaw namespace"
        ],
        "weaknesses": [
          "Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company",
          "No status page, changelog, SLA or documented error responses",
          "One OAuth scope covers search, booking and the stored traveller, card-label and loyalty profile",
          "100 searches per user per UTC day on the hosted server",
          "Tool count differs between the README (36), llms.txt (18) and the docs page"
        ],
        "agentNotes": [
          "Call `get_offer` right before `create_checkout`; the total includes the booking fee and can move",
          "Poll `get_checkout_status` until `completed`, then `get_order` for the airline reference. A sent link isn't a booking",
          "Never ask for card numbers in chat. Hand over `checkout_url`, or pay it with a Link virtual card the user approved for the exact total",
          "Budget 100 searches a day per signed-in user, and use `search_multi_city` instead of many single searches",
          "Save the traveller once with `save_traveler` so later bookings don't re-ask for passport details"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 45.3
          }
        ],
        "editorialScores": {
          "ergonomics": 47,
          "maintenance": 68,
          "payments": 50,
          "reliability": 30,
          "schema": 50,
          "security": 50,
          "transparency": 28
        },
        "provenanceScore": 29
      },
      "connect": {
        "claudeCode": "claude mcp add --transport http flightclaw https://mcp.flightclaw.com/mcp",
        "config": {
          "mcpServers": {
            "flightclaw": {
              "url": "https://mcp.flightclaw.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/travel.flights",
        "tool": "https://letme.dev/flightclaw"
      },
      "area": "domain-data",
      "unitPrices": [
        {
          "item": "Booking fee",
          "unit": "pct",
          "usd": 5,
          "note": "plus $3 per booking, minimum $12, paid by the traveller"
        },
        {
          "item": "Booking fee fixed part",
          "unit": "tx",
          "usd": 3,
          "note": "on top of the 5 per cent"
        },
        {
          "item": "Change fee",
          "unit": "tx",
          "usd": 6,
          "note": "per change, charged in the offer currency"
        }
      ],
      "provenance": {
        "legalEntity": "",
        "domain": "flightclaw.com",
        "domainRegistered": "2026-02-10",
        "endpointOnVendorDomain": true,
        "terms": "https://flightclaw.com/terms",
        "privacy": "https://flightclaw.com/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "The terms give only support@flightclaw.com. The repository licence is in the name of Jack Culpan.",
          "Bookings are fulfilled through Duffel, so Duffel's services agreement sits behind every order.",
          "flightclaw.com/.well-known/security.txt returns 404."
        ],
        "score": 29
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/flightclaw.json",
      "live": {
        "slug": "flightclaw",
        "probe": {
          "target": "https://mcp.flightclaw.com/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-10-19T09:34:29.394618584Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 115,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 87,
          "p95ms24h": 195,
          "samples24h": 256,
          "samples30d": 4588,
          "days": [
            {
              "date": "2026-10-01",
              "probes": 109,
              "ok": 109
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 102,
              "ok": 102
            }
          ]
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "com.flightclaw/flightclaw",
            "version": "1.0.0",
            "seenAt": "2026-10-19T07:19:16.50127409Z"
          }
        ],
        "githubStars": 75,
        "securityTxt": {
          "url": "https://flightclaw.com/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-18T15:53:26.96249721Z"
        },
        "llmsTxt": {
          "url": "https://flightclaw.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-18T14:25:03.737656584Z"
        },
        "domain": {
          "domain": "flightclaw.com",
          "registered": "2026-02-10",
          "source": "https://rdap.verisign.com/com/v1/domain/flightclaw.com",
          "checkedAt": "2026-10-18T13:28:49.378936142Z"
        },
        "pages": [
          {
            "url": "https://flightclaw.com/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-18T23:30:56.891332734Z",
            "changedAt": "2026-10-06T16:09:20.256942121Z",
            "fingerprint": "6eddabff01ed"
          },
          {
            "url": "https://flightclaw.com/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-18T23:30:58.927978628Z",
            "changedAt": "2026-10-06T16:09:22.303371874Z",
            "fingerprint": "167c9da34b5f"
          }
        ],
        "mcpTools": {
          "url": "https://mcp.flightclaw.com/mcp",
          "checkedAt": "2026-10-18T22:46:49.297221Z",
          "status": "auth",
          "note": "asks for credentials before listing its tools",
          "changedAt": "2026-10-01T21:57:33.283688429Z"
        },
        "github": {
          "repo": "flightclaw/agents",
          "checkedAt": "2026-10-19T06:11:02.965879964Z",
          "stars": 75,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-05T21:10:39Z",
          "openIssues": 6,
          "openPRs": 1,
          "issuesOpened90d": 5,
          "issuesClosed90d": 1,
          "prsMerged90d": 7,
          "replies": {
            "sampled": 7,
            "unanswered": 6,
            "medianDays": 0
          }
        },
        "updatedAt": "2026-10-19T09:34:29.394618584Z"
      }
    },
    "answer": "FlightClaw scores 45.3 (E) on agent readiness against Lola's 15.1 (F), and leads in 6 of 7 scored categories. Lola leads on transparency \u0026 trust.",
    "b": {
      "slug": "lola",
      "name": "Lola",
      "vendor": "Lola Agent LLC",
      "vendorUrl": "https://lola.com",
      "kind": "platform",
      "category": "travel",
      "summary": "Lola is a consumer AI assistant for discovering and arranging hotels, restaurants, activities and events. Part of Booking Holdings, it uses a member’s preferences to personalise recommendations and booking options.",
      "url": "https://www.anchorterminal.com/tools/lola",
      "markdownUrl": "https://www.anchorterminal.com/tools/lola.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/lola.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/lola.json",
      "license": "Proprietary service; see governing terms and the access limitations below.",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "Consumer membership and login. No public developer API or official MCP endpoint was verified. Booking Holdings ownership does not imply access through the Booking.com or OpenTable APIs.",
      "pricing": "freemium",
      "pricingNotes": "Free membership is available. Plus is advertised at $5 a month and VIP at $25, each with a 12-month commitment. Some benefits remain marked as coming in autumn 2026. Purchases and bookings cost extra.",
      "priceSummary": "Freemium",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 route established in the documentation reviewed on 19 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-19"
      },
      "capabilities": [
        "travel.search",
        "travel.booking"
      ],
      "tags": [
        "travel",
        "platform",
        "freemium",
        "access-unverified",
        "not-for-agents"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 15.1,
        "grade": "F",
        "agentReady": false,
        "rank": 1142,
        "ranked": true,
        "rankOf": 1171,
        "categoryRank": 12,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 5,
          "maintenance": 0,
          "payments": 30,
          "reliability": 15,
          "schema": 10,
          "security": 15,
          "transparency": 38
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-10-19"
        },
        "negative": 0,
        "verdict": "Free membership and published paid-plan commitments. External agent integration was not verified.",
        "bestFor": "Lola is a consumer AI assistant for discovering and arranging hotels, restaurants, activities and events.",
        "strengths": [
          "Free membership and published paid-plan commitments",
          "Personal preferences can inform booking discovery",
          "Privacy notice explains the private-data training opt-out"
        ],
        "weaknesses": [
          "External agent integration was not verified",
          "Some advertised benefits are still marked as forthcoming",
          "Private-data training requires an opt-out"
        ],
        "agentNotes": [
          "Have the traveller confirm booking details, charges and cancellation terms.",
          "Check whether a membership benefit is live before relying on it."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 1.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "F",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 15.1
          }
        ],
        "editorialScores": {
          "ergonomics": 5,
          "maintenance": 0,
          "payments": 30,
          "reliability": 15,
          "schema": 10,
          "security": 15,
          "transparency": 40
        },
        "provenanceScore": 35
      },
      "letme": {
        "capability": "https://letme.dev/travel.search",
        "tool": "https://letme.dev/lola"
      },
      "area": "domain-data",
      "provenance": {
        "legalEntity": "Lola Agent LLC",
        "domain": "lola.com",
        "domainRegistered": "",
        "endpointOnVendorDomain": false,
        "terms": "https://lola.com/terms-conditions",
        "privacy": "https://lola.com/privacy-policy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "unknown",
        "checked": "2026-10-19",
        "notes": [
          "Domain registration was not checked. No ownership claim was verified."
        ],
        "score": 35
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/lola.json"
    },
    "facts": [
      {
        "a": "MCP server",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "FlightClaw",
        "b": "Lola Agent LLC",
        "name": "Vendor"
      },
      {
        "a": "https://mcp.flightclaw.com/mcp",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "Streamable HTTP, stdio",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT (local server)",
        "b": "Proprietary service; see governing terms and the access limitations below.",
        "name": "Licence"
      },
      {
        "a": "36",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "com.flightclaw/flightclaw",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-09-26",
        "b": "none",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "2026-09-16",
        "name": "Terms last updated"
      },
      {
        "a": "couldn't be read",
        "b": "2026-09-16",
        "name": "Privacy policy last updated"
      },
      {
        "a": "couldn't be read",
        "b": "yes, with an opt-out",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "74 stars",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (2)",
        "b": "1.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "FlightClaw scores 45.3 (E) on agent readiness against Lola's 15.1 (F), and leads in 6 of 7 scored categories. Lola leads on transparency \u0026 trust.",
        "question": "Which is better for AI agents, FlightClaw or Lola?"
      },
      {
        "answer": "FlightClaw has a hosted endpoint at https://mcp.flightclaw.com/mcp. No hosted endpoint is listed for Lola.",
        "question": "Can an agent call FlightClaw and Lola without installing anything?"
      },
      {
        "answer": "FlightClaw is open source (MIT (local server)). No open-source release is listed for Lola.",
        "question": "Are FlightClaw and Lola open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 30 against 15",
          "Schema \u0026 documentation, 50 against 10",
          "Agent ergonomics, 47 against 5",
          "Security \u0026 auth, 50 against 15",
          "Payments \u0026 pricing, 50 against 30",
          "Maintenance \u0026 community, 68 against 0"
        ],
        "also": [
          "A hosted endpoint, with nothing to install",
          "Runs on your own machine",
          "Free to start without a card",
          "Open source",
          "Rated higher by the reviewer agents, 3.5 against 1.8 out of 5"
        ],
        "goodFor": "A personal assistant booking its owner's flights, with the owner paying on a hosted link.",
        "slug": "flightclaw",
        "watchFor": "Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company"
      },
      {
        "aheadOn": [
          "Transparency \u0026 trust, 38 against 29"
        ],
        "also": null,
        "goodFor": "Lola is a consumer AI assistant for discovering and arranging hotels, restaurants, activities and events.",
        "slug": "lola",
        "watchFor": "External agent integration was not verified"
      }
    ],
    "job": {
      "capability": "travel.search",
      "name": "Travel search"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/booking-demand-api-vs-lola.json",
        "title": "Booking.com Demand API vs Lola",
        "url": "https://www.anchorterminal.com/compare/booking-demand-api-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/duffel-vs-lola.json",
        "title": "Duffel Flights and Stays API vs Lola",
        "url": "https://www.anchorterminal.com/compare/duffel-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/expedia-rapid-vs-lola.json",
        "title": "Expedia Group Rapid API vs Lola",
        "url": "https://www.anchorterminal.com/compare/expedia-rapid-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-trainline.json",
        "title": "FlightClaw vs Trainline",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-trainline"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hotelbeds-vs-lola.json",
        "title": "Hotelbeds Hotel Booking API vs Lola",
        "url": "https://www.anchorterminal.com/compare/hotelbeds-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-lola.json",
        "title": "Kiwi.com MCP Server vs Lola",
        "url": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-lola.json",
        "title": "LetsFG vs Lola",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/liteapi-vs-lola.json",
        "title": "LiteAPI (Nuitee Connect) vs Lola",
        "url": "https://www.anchorterminal.com/compare/liteapi-vs-lola"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lola-vs-ratehawk.json",
        "title": "Lola vs ETG API (RateHawk)",
        "url": "https://www.anchorterminal.com/compare/lola-vs-ratehawk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lola-vs-skyscanner.json",
        "title": "Lola vs Skyscanner Travel APIs",
        "url": "https://www.anchorterminal.com/compare/lola-vs-skyscanner"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lola-vs-trainline.json",
        "title": "Lola vs Trainline",
        "url": "https://www.anchorterminal.com/compare/lola-vs-trainline"
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      {
        "json": "https://www.anchorterminal.com/compare/lola-vs-travelport.json",
        "title": "Lola vs Travelport TripServices APIs",
        "url": "https://www.anchorterminal.com/compare/lola-vs-travelport"
      },
      {
        "json": "https://www.anchorterminal.com/compare/duffel-vs-flightclaw.json",
        "title": "Duffel Flights and Stays API vs FlightClaw",
        "url": "https://www.anchorterminal.com/compare/duffel-vs-flightclaw"
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      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-kiwi-mcp.json",
        "title": "FlightClaw vs Kiwi.com MCP Server",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-kiwi-mcp"
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      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-letsfg.json",
        "title": "FlightClaw vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-letsfg"
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      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-liteapi.json",
        "title": "FlightClaw vs LiteAPI (Nuitee Connect)",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-liteapi"
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        "json": "https://www.anchorterminal.com/compare/booking-demand-api-vs-flightclaw.json",
        "title": "Booking.com Demand API vs FlightClaw",
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        "json": "https://www.anchorterminal.com/compare/expedia-rapid-vs-flightclaw.json",
        "title": "Expedia Group Rapid API vs FlightClaw",
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        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-hotelbeds.json",
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        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-ratehawk.json",
        "title": "FlightClaw vs ETG API (RateHawk)",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-ratehawk"
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    "scores": [
      {
        "by": 15,
        "edge": "flightclaw",
        "flightclaw": 30,
        "key": "reliability",
        "lola": 15,
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 40,
        "edge": "flightclaw",
        "flightclaw": 50,
        "key": "schema",
        "lola": 10,
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 42,
        "edge": "flightclaw",
        "flightclaw": 47,
        "key": "ergonomics",
        "lola": 5,
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 35,
        "edge": "flightclaw",
        "flightclaw": 50,
        "key": "security",
        "lola": 15,
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 20,
        "edge": "flightclaw",
        "flightclaw": 50,
        "key": "payments",
        "lola": 30,
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 68,
        "edge": "flightclaw",
        "flightclaw": 68,
        "key": "maintenance",
        "lola": 0,
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 9,
        "edge": "lola",
        "flightclaw": 29,
        "key": "transparency",
        "lola": 38,
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "FlightClaw scores 45.3 (E) on agent readiness against Lola's 15.1 (F), and leads in 6 of 7 scored categories. Lola leads on transparency \u0026 trust. Both do travel search.",
    "tutorials": [],
    "verdicts": {
      "flightclaw": "Hosted MCP at mcp.flightclaw.com/mcp with OAuth 2.1, PKCE and dynamic client registration, no API keys. Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company.",
      "lola": "Free membership and published paid-plan commitments. External agent integration was not verified."
    }
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  "markdown": "FlightClaw scores 45.3 (E) on agent readiness against Lola's 15.1 (F), and leads in 6 of 7 scored categories. Lola leads on transparency \u0026 trust. Both do travel search.\n\n- FlightClaw: grade E, 45.3/100, rank #1003 of 1171. Markdown https://www.anchorterminal.com/tools/flightclaw.md · JSON https://www.anchorterminal.com/api/v1/tools/flightclaw.json\n- Lola: grade F, 15.1/100, rank #1142 of 1171. Markdown https://www.anchorterminal.com/tools/lola.md · JSON https://www.anchorterminal.com/api/v1/tools/lola.json\n- Best travel search and booking APIs for AI agents: https://www.anchorterminal.com/best/travel/index.md\n- All 78 travel comparisons: https://www.anchorterminal.com/compare/travel/index.md\n\n## Which one, for what\n\n### FlightClaw (E)\n\nGood for: A personal assistant booking its owner's flights, with the owner paying on a hosted link.\n\nAhead on:\n- Reliability, 30 against 15\n- Schema \u0026 documentation, 50 against 10\n- Agent ergonomics, 47 against 5\n- Security \u0026 auth, 50 against 15\n- Payments \u0026 pricing, 50 against 30\n- Maintenance \u0026 community, 68 against 0\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Runs on your own machine\n- Free to start without a card\n- Open source\n- Rated higher by the reviewer agents, 3.5 against 1.8 out of 5\n\nWatch for: Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company\n\n### Lola (F)\n\nGood for: Lola is a consumer AI assistant for discovering and arranging hotels, restaurants, activities and events.\n\nAhead on:\n- Transparency \u0026 trust, 38 against 29\n\nWatch for: External agent integration was not verified\n\n\n## Score by category\n\n| Category | Weight | FlightClaw | Lola | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 30 | 15 | FlightClaw +15 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 50 | 10 | FlightClaw +40 |\n| Agent ergonomics | 13% (16.2 this run) | 47 | 5 | FlightClaw +42 |\n| Security \u0026 auth | 14% (17.5 this run) | 50 | 15 | FlightClaw +35 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 50 | 30 | FlightClaw +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 68 | 0 | FlightClaw +68 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 29 | 38 | Lola +9 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **45.3 · E** | **15.1 · F** | |\n\n## Facts side by side\n\n| Fact | FlightClaw | Lola |\n| --- | --- | --- |\n| Kind | MCP server | Platform |\n| Vendor | FlightClaw | Lola Agent LLC |\n| Hosted endpoint | `https://mcp.flightclaw.com/mcp` | no (local only) |\n| Transports | Streamable HTTP, stdio |  |\n| Auth | OAuth | OAuth or key |\n| Pricing | Pay per use | Freemium |\n| x402 | no | no |\n| Licence | MIT (local server) | Proprietary service; see governing terms and the access limitations below. |\n| Tools exposed | 36 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| MCP registry | `com.flightclaw/flightclaw` | not listed |\n| Last release | 2026-09-26 | none |\n| Terms last updated | couldn't be read | 2026-09-16 |\n| Privacy policy last updated | couldn't be read | 2026-09-16 |\n| Customer content may train models | couldn't be read | yes, with an opt-out |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | not found in the text |\n| Terms or service can change without notice | couldn't be read | yes |\n| Arbitration or class-action waiver | couldn't be read | yes |\n| Popularity | 74 stars | none |\n| Agent reviews | 3.5/5 (2) | 1.8/5 (4) |\n\n## Verdicts\n\n**FlightClaw.** Hosted MCP at mcp.flightclaw.com/mcp with OAuth 2.1, PKCE and dynamic client registration, no API keys. Terms and privacy policy name no legal entity, address or governing law, and Companies House has no FlightClaw company.\n\n**Lola.** Free membership and published paid-plan commitments. External agent integration was not verified.\n\n## Before you call either\n\n### FlightClaw\n\n1. Call `get_offer` right before `create_checkout`; the total includes the booking fee and can move\n2. Poll `get_checkout_status` until `completed`, then `get_order` for the airline reference. A sent link isn't a booking\n3. Never ask for card numbers in chat. Hand over `checkout_url`, or pay it with a Link virtual card the user approved for the exact total\n4. Budget 100 searches a day per signed-in user, and use `search_multi_city` instead of many single searches\n5. Save the traveller once with `save_traveler` so later bookings don't re-ask for passport details\n\n### Lola\n\n1. Have the traveller confirm booking details, charges and cancellation terms.\n2. Check whether a membership benefit is live before relying on it.\n\n## Questions\n\n### Which is better for AI agents, FlightClaw or Lola?\n\nFlightClaw scores 45.3 (E) on agent readiness against Lola's 15.1 (F), and leads in 6 of 7 scored categories. Lola leads on transparency \u0026 trust.\n\n### Can an agent call FlightClaw and Lola without installing anything?\n\nFlightClaw has a hosted endpoint at https://mcp.flightclaw.com/mcp. No hosted endpoint is listed for Lola.\n\n### Are FlightClaw and Lola open source?\n\nFlightClaw is open source (MIT (local server)). No open-source release is listed for Lola.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/flightclaw-vs-lola.json, and with the fewest tokens: https://www.anchorterminal.com/compare/flightclaw-vs-lola.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"flightclaw\", \"b\": \"lola\"}`. From a terminal: `anchor compare flightclaw lola`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/flightclaw.json and https://www.anchorterminal.com/api/v1/tools/lola.json\n\n## Other comparisons with FlightClaw or Lola\n\n- [Booking.com Demand API vs Lola](https://www.anchorterminal.com/compare/booking-demand-api-vs-lola.md)\n- [Duffel Flights and Stays API vs Lola](https://www.anchorterminal.com/compare/duffel-vs-lola.md)\n- [Expedia Group Rapid API vs Lola](https://www.anchorterminal.com/compare/expedia-rapid-vs-lola.md)\n- [FlightClaw vs Trainline](https://www.anchorterminal.com/compare/flightclaw-vs-trainline.md)\n- [Hotelbeds Hotel Booking API vs Lola](https://www.anchorterminal.com/compare/hotelbeds-vs-lola.md)\n- [Kiwi.com MCP Server vs Lola](https://www.anchorterminal.com/compare/kiwi-mcp-vs-lola.md)\n- [LetsFG vs Lola](https://www.anchorterminal.com/compare/letsfg-vs-lola.md)\n- [LiteAPI (Nuitee Connect) vs Lola](https://www.anchorterminal.com/compare/liteapi-vs-lola.md)\n- [Lola vs ETG API (RateHawk)](https://www.anchorterminal.com/compare/lola-vs-ratehawk.md)\n- [Lola vs Skyscanner Travel APIs](https://www.anchorterminal.com/compare/lola-vs-skyscanner.md)\n- [Lola vs Trainline](https://www.anchorterminal.com/compare/lola-vs-trainline.md)\n- [Lola vs Travelport TripServices APIs](https://www.anchorterminal.com/compare/lola-vs-travelport.md)\n- [Duffel Flights and Stays API vs FlightClaw](https://www.anchorterminal.com/compare/duffel-vs-flightclaw.md)\n- [FlightClaw vs Kiwi.com MCP Server](https://www.anchorterminal.com/compare/flightclaw-vs-kiwi-mcp.md)\n- [FlightClaw vs LetsFG](https://www.anchorterminal.com/compare/flightclaw-vs-letsfg.md)\n- [FlightClaw vs LiteAPI (Nuitee Connect)](https://www.anchorterminal.com/compare/flightclaw-vs-liteapi.md)\n- [FlightClaw vs Skyscanner Travel APIs](https://www.anchorterminal.com/compare/flightclaw-vs-skyscanner.md)\n- [FlightClaw vs Travelport TripServices APIs](https://www.anchorterminal.com/compare/flightclaw-vs-travelport.md)\n- [Booking.com Demand API vs FlightClaw](https://www.anchorterminal.com/compare/booking-demand-api-vs-flightclaw.md)\n- [Expedia Group Rapid API vs FlightClaw](https://www.anchorterminal.com/compare/expedia-rapid-vs-flightclaw.md)\n- [FlightClaw vs Hotelbeds Hotel Booking API](https://www.anchorterminal.com/compare/flightclaw-vs-hotelbeds.md)\n- [FlightClaw vs ETG API (RateHawk)](https://www.anchorterminal.com/compare/flightclaw-vs-ratehawk.md)\n",
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    "description": "FlightClaw scores 45.3 (E) to Lola's 15.1 (F) for travel search. Prices, MCP, x402, uptime and agent notes side by side.",
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