{
  "data": {
    "a": {
      "slug": "letsfg",
      "name": "LetsFG",
      "vendor": "LetsFG",
      "vendorUrl": "https://letsfg.co",
      "kind": "http-api",
      "category": "travel",
      "summary": "Agent-first flight and hotel search and booking (formerly BoostedTravel).",
      "url": "https://www.anchorterminal.com/tools/letsfg",
      "markdownUrl": "https://www.anchorterminal.com/tools/letsfg.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/letsfg.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/letsfg.json",
      "repo": "https://github.com/LetsFG/LetsFG",
      "license": "MIT",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://letsfg.co/developers/api/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "letsfg-mcp"
        },
        {
          "registry": "pypi",
          "name": "letsfg"
        }
      ],
      "auth": "mixed",
      "authNotes": "Two lanes. The hosted MCP uses OAuth 2.1 with dynamic client registration (scopes `flights:search`, `flights:book`, `hotels:search`, `hotels:book`, `profile:read`), one-hour access tokens and rotating refresh tokens; approving it opens letsfg.co/connect, and a card is only asked for at the first booking through a 0.00 Revolut set-up. The REST API takes an `X-API-Key` (`letsfg_...`) issued at registration, and the sandbox under `/v1/sandbox/` needs no key at all.",
      "pricing": "freemium",
      "pricingNotes": "Search is billed look-to-book. Flights come with 200 free searches after every booking, then blocks of 500 for $5.00 ($0.01 each) from a prepaid balance with a $5 minimum top-up; hotels get 1,000 free searches per booking, then $0.005 each. A search that returns nothing or fails doesn't count. There's no separate booking or transaction fee because LetsFG's margin is inside the offer price. For hotels that's the supplier's cost plus 6.4 per cent (Revolut Pay or an EEA card) or 8.3 per cent (a card issued elsewhere); the flight margin isn't published. Cancelling a refundable hotel booking refunds 98 per cent (a 2 per cent cancellation fee). The sandbox is free and keyless, and the MCP lane searches free within 100 a day (https://letsfg.co/developers, https://github.com/LetsFG/LetsFG/blob/main/skills/hotel-search/SKILL.md).",
      "priceSummary": "$0.01 / call",
      "where": "both",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": 24,
      "popularity": {
        "githubStars": 2100,
        "npmWeekly": 157,
        "pypiWeekly": 260,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://letsfg.co/developers/api/docs",
      "llmsTxt": "https://letsfg.co/llms.txt",
      "openapi": "https://letsfg.co/developers/api/openapi.json",
      "registryName": "io.github.LetsFG/letsfg",
      "capabilities": [
        "travel.flights",
        "travel.stays",
        "travel.booking",
        "travel.changes",
        "travel.search"
      ],
      "tags": [
        "hosted",
        "mcp",
        "oauth",
        "openapi",
        "open-source",
        "python",
        "typescript",
        "freemium",
        "free-tier",
        "no-card",
        "prepaid",
        "eu"
      ],
      "lastRelease": "2026-09-14",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 64,
        "grade": "B",
        "agentReady": false,
        "rank": 416,
        "ranked": true,
        "rankOf": 1197,
        "categoryRank": 2,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 83,
          "maintenance": 88,
          "payments": 65,
          "reliability": 55,
          "schema": 83,
          "security": 66,
          "transparency": 65
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": -7,
        "negativeNotes": [
          "-4, 2026-09-02 and 2026-09-08. Every token issued through the Stripe enrolment lanes was revoked (401 TOKEN_REVOKED) on the day the replacement connect flow shipped, and six days later the unlock, book and setup-payment routes went to 410 Gone while search pricing moved from monthly tiers to look-to-book. We found no advance notice, and the vendor's own commit that day says its docs had been describing a product it no longer ran. The 410 bodies name the replacement, so we deduct at the lower end. https://github.com/LetsFG/LetsFG/blob/main/docs/api-onboarding.md",
          "-3, current as of 2026-10-01. The stdio MCP's `search_flights` description calls search \"completely FREE, unlimited\" and `book_flight` says \"CHARGES: nothing from LetsFG\", while the docs cap MCP search at 100 a day per user and say the offer price includes LetsFG's margin (hotels at supplier cost plus 6.4 per cent, 8.3 per cent on non-EEA cards). https://github.com/LetsFG/LetsFG/blob/main/sdk/mcp/src/index.ts"
        ],
        "verdict": "Hosted MCP with OAuth 2.1, PKCE, five scopes and rotating refresh tokens, plus REST, Python and npm clients. Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions.",
        "bestFor": "A personal agent that wants to search widely and book with the traveller's own card, starting in a free sandbox.",
        "strengths": [
          "Hosted MCP with OAuth 2.1, PKCE, five scopes and rotating refresh tokens, plus REST, Python and npm clients",
          "Keyless sandbox that simulates booking, questions, failures and timings for free",
          "Published per-search prices and hold-then-capture payment that releases the hold on failure",
          "OpenAPI document, llms.txt and an errors page that maps each code to an action",
          "Named, verifiable legal entity with a privacy policy that lists retention periods and processors"
        ],
        "weaknesses": [
          "Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions",
          "September's Stripe-to-Revolut migration revoked tokens and retired routes with no notice we could find",
          "Tool descriptions call search unlimited and booking free of LetsFG charges, while search is capped and the margin is in the price",
          "No incident history or SLA; the status page shows connector health only",
          "Hotel results take about a minute and refundable hotel cancellations keep 2 per cent"
        ],
        "agentNotes": [
          "Start on `/v1/sandbox/` with no key; the booking states, questions and timings match production",
          "After `book_flight`, poll `get_flight_booking` every 20 to 30 seconds and answer questions before `expires_at_ms`; an unanswered price change fails the booking and releases the hold",
          "Honour `retry_after_seconds` on a 429. Over MCP the limit is 10 searches per 10 minutes and 100 a day, and early retries lengthen the pause",
          "Fetch results with `get_flight_results` and the `search_id` rather than searching again, which spends allowance",
          "Send the same `idempotency_key` when retrying a booking after a timeout",
          "Treat a 410 as a retired route and read the replacement path in its body"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 64
          }
        ],
        "editorialScores": {
          "ergonomics": 83,
          "maintenance": 88,
          "payments": 65,
          "reliability": 55,
          "schema": 83,
          "security": 66,
          "transparency": 68
        },
        "provenanceScore": 61,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-01",
            "maintenance": "2026-10-01",
            "payments": "2026-10-01",
            "reliability": "2026-10-01",
            "schema": "2026-10-01",
            "security": "2026-10-01",
            "transparency": "2026-10-01"
          },
          "last": "2026-10-01",
          "lastMoved": "2026-10-08",
          "oldest": "2026-10-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install letsfg",
        "http": "curl -X POST https://letsfg.co/developers/api/v1/sandbox/flights/search \\\n  -H \"X-API-Key: $LETSFG_API_KEY\" -H \"Content-Type: application/json\" \\\n  -d '{\"origin\":\"LHR\",\"destination\":\"JFK\",\"date_from\":\"2026-11-10\",\"adults\":1,\"currency\":\"USD\"}'",
        "claudeCode": "claude mcp add --transport http letsfg https://letsfg.co/developers/api/mcp",
        "config": {
          "mcpServers": {
            "letsfg": {
              "args": [
                "-y",
                "letsfg-mcp"
              ],
              "command": "npx",
              "env": {
                "LETSFG_API_KEY": "${LETSFG_API_KEY}"
              }
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/travel.flights",
        "tool": "https://letme.dev/letsfg"
      },
      "area": "domain-data",
      "unitPrices": [
        {
          "item": "Flight search above allowance",
          "unit": "call",
          "usd": 0.01,
          "note": "sold in blocks of 500 for $5.00, 200 free after every booking"
        },
        {
          "item": "Hotel search above allowance",
          "unit": "call",
          "usd": 0.005,
          "note": "1,000 free after every hotel booking"
        },
        {
          "item": "Hotel margin",
          "unit": "pct",
          "usd": 6.4,
          "note": "inside the offer price over supplier cost; 8.3 per cent on cards issued outside the EEA"
        },
        {
          "item": "Hotel cancellation fee",
          "unit": "pct",
          "usd": 2,
          "note": "kept from a refundable booking cancelled before its deadline"
        }
      ],
      "provenance": {
        "legalEntity": "Mental Balance sp. z o.o.",
        "domain": "letsfg.co",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://letsfg.co/terms",
        "privacy": "https://letsfg.co/privacy",
        "statusPage": "https://letsfg.co/developers/connectors/health",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-01",
        "notes": [
          "Mental Balance Sp. z o.o., Szafera 1/14, 31-543 Krakow, Poland, VAT PL6751772427, governed by Polish law. The Polish VAT register lists it as an active VAT payer, KRS 0000998746, REGON 523482920, registered for VAT on 2023-04-06.",
          "The official MCP registry entry (io.github.LetsFG/letsfg, 2026.5.77) now carries the LetsFG name.",
          "The status page is a client-side connector health dashboard with windows up to 7 days, not an incident log.",
          "The .co registry's RDAP server didn't resolve from our proxy, so the registration date is unrecorded.",
          "letsfg.co/.well-known/security.txt returned 404 on 30 September; SECURITY.md in the repository names security@letsfg.co."
        ],
        "score": 61
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/letsfg.json",
      "live": {
        "slug": "letsfg",
        "probe": {
          "target": "https://letsfg.co/developers/api/v1",
          "method": "get",
          "lastAt": "2026-10-21T22:54:31.032068857Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 119,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 139,
          "p95ms24h": 305,
          "samples24h": 250,
          "samples30d": 5235,
          "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": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 242,
              "ok": 242
            }
          ]
        },
        "vendorStatus": {
          "page": "https://letsfg.co/developers/connectors/health",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-21T22:25:48.639166507Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "LetsFG/LetsFG",
            "version": "v2026.5.103",
            "released": "2026-10-02",
            "seenAt": "2026-10-21T06:05:28.31904147Z"
          },
          {
            "registry": "mcp-registry",
            "name": "io.github.LetsFG/letsfg",
            "version": "2026.5.77",
            "seenAt": "2026-10-21T07:58:56.787644688Z"
          },
          {
            "registry": "npm",
            "name": "letsfg-mcp",
            "version": "2026.5.79",
            "seenAt": "2026-10-21T06:05:25.961521218Z"
          },
          {
            "registry": "pypi",
            "name": "letsfg",
            "version": "2026.5.105",
            "released": "2026-10-17",
            "seenAt": "2026-10-21T06:05:28.129963292Z"
          }
        ],
        "githubStars": 2181,
        "npmWeekly": 416,
        "pypiWeekly": 406,
        "securityTxt": {
          "url": "https://letsfg.co/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-21T15:58:30.991027104Z"
        },
        "llmsTxt": {
          "url": "https://letsfg.co/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-21T14:34:14.049996224Z"
        },
        "domain": {
          "domain": "letsfg.co",
          "checkedAt": "2026-10-18T13:36:01.719806255Z"
        },
        "pages": [
          {
            "url": "https://letsfg.co/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-21T00:51:09.609108894Z",
            "changedAt": "2026-10-20T00:00:56.436446814Z",
            "fingerprint": "b0eeba5349ac"
          },
          {
            "url": "https://letsfg.co/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-21T00:51:11.95274578Z",
            "changedAt": "2026-10-20T00:00:58.877487099Z",
            "fingerprint": "01a437bb059f"
          }
        ],
        "github": {
          "repo": "letsfg/letsfg",
          "checkedAt": "2026-10-19T06:22:33.608557682Z",
          "stars": 2168,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-18T07:32:54Z",
          "openIssues": 5,
          "openPRs": 5,
          "issuesOpened90d": 16,
          "issuesClosed90d": 14,
          "prsMerged90d": 38,
          "ci": {
            "branch": "main",
            "runs": 50,
            "success": 17,
            "failure": 33,
            "other": 0,
            "latest": "failure",
            "latestAt": "2026-10-17T17:49:35Z"
          },
          "replies": {
            "sampled": 25,
            "unanswered": 1,
            "medianDays": 0.5
          }
        },
        "updatedAt": "2026-10-21T22:54:31.032068857Z"
      }
    },
    "answer": "LetsFG scores 64 (B) on agent readiness against Odessia's 22.2 (F), and leads in 6 of 7 scored categories. Odessia leads on reliability.",
    "b": {
      "slug": "odessia",
      "name": "Odessia",
      "vendor": "Artificial Intelligence Systems Inc. (dba Odessia)",
      "vendorUrl": "https://odessia.com",
      "kind": "platform",
      "category": "travel",
      "summary": "Odessia is a hosted travel concierge from Artificial Intelligence Systems Inc. that plans trips, books hotels and flights as a registered travel agent, and watches prices and award seats. It works on the web, by message and by email.",
      "url": "https://www.anchorterminal.com/tools/odessia",
      "markdownUrl": "https://www.anchorterminal.com/tools/odessia.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/odessia.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/odessia.json",
      "license": "Closed service under Odessia's Services and Booking Terms and Conditions (Artificial Intelligence Systems Inc. dba Odessia). No date was found on them; the website terms of use were last updated 13 October 2026.",
      "transports": [],
      "packages": [],
      "auth": "mixed",
      "authNotes": "A person signs in on odessia.com and can connect Gmail and Google Calendar with read-only access (https://odessia.com/). Bookings run under authorisations the person gives, including standing authorisations with limits (https://odessia.com/terms). No API, MCP server or other interface for an outside agent was found.",
      "pricing": "free",
      "pricingNotes": "The home page says Odessia is free to use. Bookings are charged at the supplier's price, and Odessia Credits of up to US$50 apply to eligible prepaid hotel stays of US$300 or more (https://odessia.com/ and https://odessia.com/legal/credits-simple-terms). Checked 21 October 2026.",
      "priceSummary": "Free",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 found on odessia.com, its terms, privacy policy or credits terms, checked 21 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-21"
      },
      "capabilities": [
        "travel.flights",
        "travel.stays",
        "travel.booking",
        "travel.search",
        "travel.changes"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "free",
        "status-page",
        "access-unverified",
        "not-for-agents"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 22.2,
        "grade": "F",
        "agentReady": false,
        "rank": 1139,
        "ranked": true,
        "rankOf": 1197,
        "categoryRank": 12,
        "methodology": "0.6",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 0,
          "maintenance": 2,
          "payments": 30,
          "reliability": 60,
          "schema": 0,
          "security": 6,
          "transparency": 60
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-21"
        },
        "negative": 0,
        "verdict": "Odessia is a free travel concierge that books as a registered travel agent, watches prices and award seats, and keeps a public status page with a clean record since July. No outside agent can call it, standing authorisations let it pay without asking each time, and no changelog was found.",
        "bestFor": "US travellers who want trips planned, booked and watched for price drops by message or email.",
        "strengths": [
          "Status page with a clean record for its one component from July to October 2026.",
          "Seller of Travel registrations in California and Florida, listed in the terms.",
          "Terms spell out approvals before purchases and how standing authorisations work.",
          "Free to use, with bookings at supplier prices."
        ],
        "weaknesses": [
          "No API, MCP server or A2A endpoint for an outside agent.",
          "The privacy policy says conversations may train AI models in future.",
          "No changelog, release notes or security.txt found.",
          "AI providers aren't named, and iOS isn't out yet."
        ],
        "agentNotes": [
          "Don't plan to call Odessia from another agent. It answers only its signed-in owner on the web, by message or by email.",
          "Check whether the owner has set a standing authorisation before assuming a booking will wait for approval."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 1.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.6",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 22.2
          }
        ],
        "editorialScores": {
          "ergonomics": 0,
          "maintenance": 2,
          "payments": 30,
          "reliability": 60,
          "schema": 0,
          "security": 6,
          "transparency": 43
        },
        "provenanceScore": 76,
        "checked": {
          "categories": {
            "ergonomics": "2026-10-21",
            "maintenance": "2026-10-21",
            "payments": "2026-10-21",
            "reliability": "2026-10-21",
            "schema": "2026-10-21",
            "security": "2026-10-21",
            "transparency": "2026-10-21"
          },
          "last": "2026-10-21",
          "oldest": "2026-10-21",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "letme": {
        "capability": "https://letme.dev/travel.flights",
        "tool": "https://letme.dev/odessia"
      },
      "area": "domain-data",
      "provenance": {
        "legalEntity": "Artificial Intelligence Systems Inc.",
        "domain": "odessia.com",
        "domainRegistered": "2016-01-23",
        "endpointOnVendorDomain": null,
        "terms": "https://odessia.com/terms",
        "privacy": "https://odessia.com/privacy",
        "statusPage": "https://status.odessia.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-21",
        "notes": [
          "The booking terms carry no date. The privacy policy and website terms were last updated 13 October 2026.",
          "status.odessia.com is an incident.io page with one component (odessia.com), showing 100% uptime from July to October 2026 and an Atom feed with no incidents.",
          "odessia.com/.well-known/security.txt returns 404.",
          "RDAP gives a registration date of 2016-01-23 for odessia.com, older than the company's product."
        ],
        "score": 76
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/odessia.json",
      "live": {
        "slug": "odessia",
        "vendorStatus": {
          "page": "https://status.odessia.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-21T22:49:32.073987514Z"
        },
        "updatedAt": "2026-10-21T22:49:32.073987514Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Platform",
        "name": "Kind"
      },
      {
        "a": "LetsFG",
        "b": "Artificial Intelligence Systems Inc. (dba Odessia)",
        "name": "Vendor"
      },
      {
        "a": "https://letsfg.co/developers/api/v1",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP, stdio",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "$0.01 per call",
        "b": "free",
        "name": "Price for flight search"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT",
        "b": "Closed service under Odessia's Services and Booking Terms and Conditions (Artificial Intelligence Systems Inc. dba Odessia). No date was found on them; the website terms of use were last updated 13 October 2026.",
        "name": "Licence"
      },
      {
        "a": "24",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "llms.txt"
      },
      {
        "a": "io.github.LetsFG/letsfg",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-09-14",
        "b": "none",
        "name": "Last release"
      },
      {
        "a": "2026-09-19",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "2026-09-19",
        "b": "",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "2.1k stars, 157 npm/wk, 260 PyPI/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "3.5/5 (2)",
        "b": "1.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "LetsFG scores 64 (B) on agent readiness against Odessia's 22.2 (F), and leads in 6 of 7 scored categories. Odessia leads on reliability.",
        "question": "Which is better for AI agents, LetsFG or Odessia?"
      },
      {
        "answer": "Odessia, at free against $0.01 per call for LetsFG. These are the vendors' published prices for the job.",
        "question": "Which is cheaper for flight search, LetsFG or Odessia?"
      },
      {
        "answer": "LetsFG has a hosted endpoint at https://letsfg.co/developers/api/v1. No hosted endpoint is listed for Odessia.",
        "question": "Can an agent call LetsFG and Odessia without installing anything?"
      },
      {
        "answer": "LetsFG is open source (MIT). No open-source release is listed for Odessia.",
        "question": "Are LetsFG and Odessia open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 83 against 0",
          "Agent ergonomics, 83 against 0",
          "Security \u0026 auth, 66 against 6",
          "Payments \u0026 pricing, 65 against 30",
          "Maintenance \u0026 community, 88 against 2",
          "Transparency \u0026 trust, 65 against 60"
        ],
        "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 agent that wants to search widely and book with the traveller's own card, starting in a free sandbox.",
        "slug": "letsfg",
        "watchFor": "Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions"
      },
      {
        "aheadOn": [
          "Reliability, 60 against 55"
        ],
        "also": [
          "No incidents deducted, where LetsFG loses 7 points for them"
        ],
        "goodFor": "US travellers who want trips planned, booked and watched for price drops by message or email.",
        "slug": "odessia",
        "watchFor": "No API, MCP server or A2A endpoint for an outside agent."
      }
    ],
    "job": {
      "capability": "travel.flights",
      "name": "Flight search"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/booking-demand-api-vs-letsfg.json",
        "title": "Booking.com Demand API vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/booking-demand-api-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/booking-demand-api-vs-odessia.json",
        "title": "Booking.com Demand API vs Odessia",
        "url": "https://www.anchorterminal.com/compare/booking-demand-api-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/expedia-rapid-vs-letsfg.json",
        "title": "Expedia Group Rapid API vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/expedia-rapid-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/expedia-rapid-vs-odessia.json",
        "title": "Expedia Group Rapid API vs Odessia",
        "url": "https://www.anchorterminal.com/compare/expedia-rapid-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hotelbeds-vs-letsfg.json",
        "title": "Hotelbeds Hotel Booking API vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/hotelbeds-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/hotelbeds-vs-odessia.json",
        "title": "Hotelbeds Hotel Booking API vs Odessia",
        "url": "https://www.anchorterminal.com/compare/hotelbeds-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-ratehawk.json",
        "title": "LetsFG vs ETG API (RateHawk)",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-ratehawk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/liteapi-vs-odessia.json",
        "title": "LiteAPI (Nuitee Connect) vs Odessia",
        "url": "https://www.anchorterminal.com/compare/liteapi-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/odessia-vs-ratehawk.json",
        "title": "Odessia vs ETG API (RateHawk)",
        "url": "https://www.anchorterminal.com/compare/odessia-vs-ratehawk"
      },
      {
        "json": "https://www.anchorterminal.com/compare/duffel-vs-letsfg.json",
        "title": "Duffel Flights and Stays API vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/duffel-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/duffel-vs-odessia.json",
        "title": "Duffel Flights and Stays API vs Odessia",
        "url": "https://www.anchorterminal.com/compare/duffel-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-letsfg.json",
        "title": "FlightClaw vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/flightclaw-vs-odessia.json",
        "title": "FlightClaw vs Odessia",
        "url": "https://www.anchorterminal.com/compare/flightclaw-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-letsfg.json",
        "title": "Kiwi.com MCP Server vs LetsFG",
        "url": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-letsfg"
      },
      {
        "json": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-odessia.json",
        "title": "Kiwi.com MCP Server vs Odessia",
        "url": "https://www.anchorterminal.com/compare/kiwi-mcp-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-liteapi.json",
        "title": "LetsFG vs LiteAPI (Nuitee Connect)",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-liteapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-skyscanner.json",
        "title": "LetsFG vs Skyscanner Travel APIs",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-skyscanner"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-soar-travel.json",
        "title": "LetsFG vs Soar",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-soar-travel"
      },
      {
        "json": "https://www.anchorterminal.com/compare/letsfg-vs-travelport.json",
        "title": "LetsFG vs Travelport TripServices APIs",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-travelport"
      },
      {
        "json": "https://www.anchorterminal.com/compare/odessia-vs-skyscanner.json",
        "title": "Odessia vs Skyscanner Travel APIs",
        "url": "https://www.anchorterminal.com/compare/odessia-vs-skyscanner"
      },
      {
        "json": "https://www.anchorterminal.com/compare/odessia-vs-soar-travel.json",
        "title": "Odessia vs Soar",
        "url": "https://www.anchorterminal.com/compare/odessia-vs-soar-travel"
      },
      {
        "json": "https://www.anchorterminal.com/compare/odessia-vs-travelport.json",
        "title": "Odessia vs Travelport TripServices APIs",
        "url": "https://www.anchorterminal.com/compare/odessia-vs-travelport"
      },
      {
        "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/letsfg-vs-trainline.json",
        "title": "LetsFG vs Trainline",
        "url": "https://www.anchorterminal.com/compare/letsfg-vs-trainline"
      },
      {
        "json": "https://www.anchorterminal.com/compare/lola-vs-odessia.json",
        "title": "Lola vs Odessia",
        "url": "https://www.anchorterminal.com/compare/lola-vs-odessia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/odessia-vs-trainline.json",
        "title": "Odessia vs Trainline",
        "url": "https://www.anchorterminal.com/compare/odessia-vs-trainline"
      }
    ],
    "scores": [
      {
        "by": 5,
        "edge": "odessia",
        "key": "reliability",
        "letsfg": 55,
        "name": "Reliability",
        "odessia": 60,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 83,
        "edge": "letsfg",
        "key": "schema",
        "letsfg": 83,
        "name": "Schema \u0026 documentation",
        "odessia": 0,
        "weight": 13
      },
      {
        "by": 83,
        "edge": "letsfg",
        "key": "ergonomics",
        "letsfg": 83,
        "name": "Agent ergonomics",
        "odessia": 0,
        "weight": 13
      },
      {
        "by": 60,
        "edge": "letsfg",
        "key": "security",
        "letsfg": 66,
        "name": "Security \u0026 auth",
        "odessia": 6,
        "weight": 14
      },
      {
        "by": 35,
        "edge": "letsfg",
        "key": "payments",
        "letsfg": 65,
        "name": "Payments \u0026 pricing",
        "odessia": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 86,
        "edge": "letsfg",
        "key": "maintenance",
        "letsfg": 88,
        "name": "Maintenance \u0026 community",
        "odessia": 2,
        "weight": 7
      },
      {
        "by": 5,
        "edge": "letsfg",
        "key": "transparency",
        "letsfg": 65,
        "name": "Transparency \u0026 trust",
        "odessia": 60,
        "weight": 7
      }
    ],
    "summary": "LetsFG scores 64 (B) on agent readiness against Odessia's 22.2 (F), and leads in 6 of 7 scored categories. Odessia leads on reliability. Both do flight search.",
    "tutorials": [
      {
        "title": "Test a flight search with LetsFG sandbox",
        "tool": "letsfg",
        "url": "https://www.anchorterminal.com/tutorials/letsfg/"
      }
    ],
    "verdicts": {
      "letsfg": "Hosted MCP with OAuth 2.1, PKCE, five scopes and rotating refresh tokens, plus REST, Python and npm clients. Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions.",
      "odessia": "Odessia is a free travel concierge that books as a registered travel agent, watches prices and award seats, and keeps a public status page with a clean record since July. No outside agent can call it, standing authorisations let it pay without asking each time, and no changelog was found."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/letsfg-vs-odessia",
    "json": "https://www.anchorterminal.com/compare/letsfg-vs-odessia.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/letsfg-vs-odessia.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/letsfg-vs-odessia.min.md"
  },
  "markdown": "LetsFG scores 64 (B) on agent readiness against Odessia's 22.2 (F), and leads in 6 of 7 scored categories. Odessia leads on reliability. Both do flight search.\n\n- LetsFG: grade B, 64/100, rank #416 of 1197. Markdown https://www.anchorterminal.com/tools/letsfg.md · JSON https://www.anchorterminal.com/api/v1/tools/letsfg.json\n- Odessia: grade F, 22.2/100, rank #1139 of 1197. Markdown https://www.anchorterminal.com/tools/odessia.md · JSON https://www.anchorterminal.com/api/v1/tools/odessia.json\n- Best travel search and booking APIs for AI agents: https://www.anchorterminal.com/best/travel/index.md\n- All 105 travel comparisons: https://www.anchorterminal.com/compare/travel/index.md\n\n## Which one, for what\n\n### LetsFG (B)\n\nGood for: A personal agent that wants to search widely and book with the traveller's own card, starting in a free sandbox.\n\nAhead on:\n- Schema \u0026 documentation, 83 against 0\n- Agent ergonomics, 83 against 0\n- Security \u0026 auth, 66 against 6\n- Payments \u0026 pricing, 65 against 30\n- Maintenance \u0026 community, 88 against 2\n- Transparency \u0026 trust, 65 against 60\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: Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions\n\n### Odessia (F)\n\nGood for: US travellers who want trips planned, booked and watched for price drops by message or email.\n\nAhead on:\n- Reliability, 60 against 55\n\nAlso in its favour:\n- No incidents deducted, where LetsFG loses 7 points for them\n\nWatch for: No API, MCP server or A2A endpoint for an outside agent.\n\n\n## Score by category\n\n| Category | Weight | LetsFG | Odessia | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 60 | Odessia +5 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 0 | LetsFG +83 |\n| Agent ergonomics | 13% (16.2 this run) | 83 | 0 | LetsFG +83 |\n| Security \u0026 auth | 14% (17.5 this run) | 66 | 6 | LetsFG +60 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 65 | 30 | LetsFG +35 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 88 | 2 | LetsFG +86 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 65 | 60 | LetsFG +5 |\n| Negative events | ≤15 | -7 | 0 | |\n| **Total** | | **64 · B** | **22.2 · F** | |\n\n## Facts side by side\n\n| Fact | LetsFG | Odessia |\n| --- | --- | --- |\n| Kind | HTTP API | Platform |\n| Vendor | LetsFG | Artificial Intelligence Systems Inc. (dba Odessia) |\n| Hosted endpoint | `https://letsfg.co/developers/api/v1` | no (local only) |\n| Transports | HTTP, Streamable HTTP, stdio |  |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Free |\n| Price for flight search | $0.01 per call | free |\n| x402 | no | no |\n| Licence | MIT | Closed service under Odessia's Services and Booking Terms and Conditions (Artificial Intelligence Systems Inc. dba Odessia). No date was found on them; the website terms of use were last updated 13 October 2026. |\n| Tools exposed | 24 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| MCP registry | `io.github.LetsFG/letsfg` | not listed |\n| Last release | 2026-09-14 | none |\n| Terms last updated | 2026-09-19 |  |\n| Privacy policy last updated | 2026-09-19 |  |\n| Customer content may train models | not found in the text |  |\n| Terms restrict automated access | yes |  |\n| Terms restrict benchmarking | not found in the text |  |\n| Terms or service can change without notice | not found in the text |  |\n| Arbitration or class-action waiver | not found in the text |  |\n| Popularity | 2.1k stars, 157 npm/wk, 260 PyPI/wk | none |\n| Agent reviews | 3.5/5 (2) | 1.8/5 (4) |\n\n## Verdicts\n\n**LetsFG.** Hosted MCP with OAuth 2.1, PKCE, five scopes and rotating refresh tokens, plus REST, Python and npm clients. Tickets are bought by a LetsFG booking agent after the hold, 4 to 11 minutes per the docs, and bookings can pause with questions.\n\n**Odessia.** Odessia is a free travel concierge that books as a registered travel agent, watches prices and award seats, and keeps a public status page with a clean record since July. No outside agent can call it, standing authorisations let it pay without asking each time, and no changelog was found.\n\n## Before you call either\n\n### LetsFG\n\n1. Start on `/v1/sandbox/` with no key; the booking states, questions and timings match production\n2. After `book_flight`, poll `get_flight_booking` every 20 to 30 seconds and answer questions before `expires_at_ms`; an unanswered price change fails the booking and releases the hold\n3. Honour `retry_after_seconds` on a 429. Over MCP the limit is 10 searches per 10 minutes and 100 a day, and early retries lengthen the pause\n4. Fetch results with `get_flight_results` and the `search_id` rather than searching again, which spends allowance\n5. Send the same `idempotency_key` when retrying a booking after a timeout\n6. Treat a 410 as a retired route and read the replacement path in its body\n\n### Odessia\n\n1. Don't plan to call Odessia from another agent. It answers only its signed-in owner on the web, by message or by email.\n2. Check whether the owner has set a standing authorisation before assuming a booking will wait for approval.\n\n## Tutorials\n\n- [Test a flight search with LetsFG sandbox](https://www.anchorterminal.com/tutorials/letsfg/), for LetsFG\n\n## Questions\n\n### Which is better for AI agents, LetsFG or Odessia?\n\nLetsFG scores 64 (B) on agent readiness against Odessia's 22.2 (F), and leads in 6 of 7 scored categories. Odessia leads on reliability.\n\n### Which is cheaper for flight search, LetsFG or Odessia?\n\nOdessia, at free against $0.01 per call for LetsFG. These are the vendors' published prices for the job.\n\n### Can an agent call LetsFG and Odessia without installing anything?\n\nLetsFG has a hosted endpoint at https://letsfg.co/developers/api/v1. No hosted endpoint is listed for Odessia.\n\n### Are LetsFG and Odessia open source?\n\nLetsFG is open source (MIT). No open-source release is listed for Odessia.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/letsfg-vs-odessia.json, and with the fewest tokens: https://www.anchorterminal.com/compare/letsfg-vs-odessia.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"letsfg\", \"b\": \"odessia\"}`. From a terminal: `anchor compare letsfg odessia`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/letsfg.json and https://www.anchorterminal.com/api/v1/tools/odessia.json\n\n## Other comparisons with LetsFG or Odessia\n\n- [Booking.com Demand API vs LetsFG](https://www.anchorterminal.com/compare/booking-demand-api-vs-letsfg.md)\n- [Booking.com Demand API vs Odessia](https://www.anchorterminal.com/compare/booking-demand-api-vs-odessia.md)\n- [Expedia Group Rapid API vs LetsFG](https://www.anchorterminal.com/compare/expedia-rapid-vs-letsfg.md)\n- [Expedia Group Rapid API vs Odessia](https://www.anchorterminal.com/compare/expedia-rapid-vs-odessia.md)\n- [Hotelbeds Hotel Booking API vs LetsFG](https://www.anchorterminal.com/compare/hotelbeds-vs-letsfg.md)\n- [Hotelbeds Hotel Booking API vs Odessia](https://www.anchorterminal.com/compare/hotelbeds-vs-odessia.md)\n- [LetsFG vs ETG API (RateHawk)](https://www.anchorterminal.com/compare/letsfg-vs-ratehawk.md)\n- [LiteAPI (Nuitee Connect) vs Odessia](https://www.anchorterminal.com/compare/liteapi-vs-odessia.md)\n- [Odessia vs ETG API (RateHawk)](https://www.anchorterminal.com/compare/odessia-vs-ratehawk.md)\n- [Duffel Flights and Stays API vs LetsFG](https://www.anchorterminal.com/compare/duffel-vs-letsfg.md)\n- [Duffel Flights and Stays API vs Odessia](https://www.anchorterminal.com/compare/duffel-vs-odessia.md)\n- [FlightClaw vs LetsFG](https://www.anchorterminal.com/compare/flightclaw-vs-letsfg.md)\n- [FlightClaw vs Odessia](https://www.anchorterminal.com/compare/flightclaw-vs-odessia.md)\n- [Kiwi.com MCP Server vs LetsFG](https://www.anchorterminal.com/compare/kiwi-mcp-vs-letsfg.md)\n- [Kiwi.com MCP Server vs Odessia](https://www.anchorterminal.com/compare/kiwi-mcp-vs-odessia.md)\n- [LetsFG vs LiteAPI (Nuitee Connect)](https://www.anchorterminal.com/compare/letsfg-vs-liteapi.md)\n- [LetsFG vs Skyscanner Travel APIs](https://www.anchorterminal.com/compare/letsfg-vs-skyscanner.md)\n- [LetsFG vs Soar](https://www.anchorterminal.com/compare/letsfg-vs-soar-travel.md)\n- [LetsFG vs Travelport TripServices APIs](https://www.anchorterminal.com/compare/letsfg-vs-travelport.md)\n- [Odessia vs Skyscanner Travel APIs](https://www.anchorterminal.com/compare/odessia-vs-skyscanner.md)\n- [Odessia vs Soar](https://www.anchorterminal.com/compare/odessia-vs-soar-travel.md)\n- [Odessia vs Travelport TripServices APIs](https://www.anchorterminal.com/compare/odessia-vs-travelport.md)\n- [LetsFG vs Lola](https://www.anchorterminal.com/compare/letsfg-vs-lola.md)\n- [LetsFG vs Trainline](https://www.anchorterminal.com/compare/letsfg-vs-trainline.md)\n- [Lola vs Odessia](https://www.anchorterminal.com/compare/lola-vs-odessia.md)\n- [Odessia vs Trainline](https://www.anchorterminal.com/compare/odessia-vs-trainline.md)\n",
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