{
  "data": {
    "a": {
      "slug": "amazon-translate",
      "name": "Amazon Translate",
      "vendor": "Amazon Web Services",
      "vendorUrl": "https://aws.amazon.com/translate/",
      "kind": "http-api",
      "category": "translation",
      "summary": "AWS's neural translation API across 75 languages.",
      "url": "https://www.anchorterminal.com/tools/amazon-translate",
      "markdownUrl": "https://www.anchorterminal.com/tools/amazon-translate.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/amazon-translate.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/amazon-translate.json",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://translate.us-east-1.amazonaws.com",
      "packages": [
        {
          "registry": "npm",
          "name": "@aws-sdk/client-translate"
        },
        {
          "registry": "pypi",
          "name": "boto3"
        }
      ],
      "auth": "api-key",
      "authNotes": "AWS Signature Version 4 with IAM access keys or a role. Regional endpoints `translate.\u003cregion\u003e.amazonaws.com`.",
      "pricing": "usage",
      "pricingNotes": "$15 per million characters for real-time text, batch and real-time text or HTML documents. Real-time Word (.docx) documents are $30 per million and Active Custom Translation $60. Parallel data storage is free to 200 GB, then $0.023 per GB a month. The pricing page lists 2 million characters a month free for up to 12 months from the first translation request, and 500,000 a month for 2 months of Active Custom Translation. Unused free characters don't roll over. Over 1 billion characters a month is by quote (https://aws.amazon.com/translate/pricing/).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": 600597,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.aws.amazon.com/translate/",
      "llmsTxt": "https://docs.aws.amazon.com/translate/latest/dg/llms.txt",
      "capabilities": [
        "translate.text",
        "translate.documents",
        "translate.glossary",
        "translate.detect",
        "translate.formality"
      ],
      "tags": [
        "hosted",
        "closed-source",
        "python",
        "typescript",
        "enterprise",
        "batch",
        "async-jobs",
        "card-required"
      ],
      "lastRelease": "2023-10-31",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 69.5,
        "grade": "B",
        "agentReady": false,
        "rank": 154,
        "ranked": true,
        "rankOf": 722,
        "categoryRank": 5,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 25,
          "payments": 20,
          "reliability": 90,
          "schema": 90,
          "security": 75,
          "transparency": 69
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "high",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "IAM policies scope access per action and resource, with a `TranslateReadOnly` managed policy, and CloudTrail logs each call. AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy.",
        "bestFor": "Operators already on AWS who want translation inside IAM and CloudTrail, with S3 batch jobs and terminology files.",
        "strengths": [
          "IAM policies scope access per action and resource, with a `TranslateReadOnly` managed policy, and CloudTrail logs each call",
          "Formality, profanity masking and brevity on `TranslateText`, reported back in `AppliedSettings`",
          "S3 batch jobs up to 5 GB and 1 million documents, with a `ClientToken` for idempotency",
          "Covered by the Amazon Machine Learning Language SLA",
          "Public service model and llms.txt for the developer guide"
        ],
        "weaknesses": [
          "AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy",
          "No new capability in the document history since 2023-10-31",
          "10,000 bytes a `TranslateText` call and one string per call",
          "No published request rate for `TranslateText`",
          "A new AWS account needs a card before the free characters apply"
        ],
        "agentNotes": [
          "Chunk real-time text under 10,000 bytes, not characters, so multibyte scripts fit less per call",
          "Pass `SourceLanguageCode` auto to detect the source language, and handle `DetectedLanguageLowConfidenceException`",
          "Read `AppliedSettings` in the response, since unsupported formality or profanity settings are dropped without an error",
          "Retry `TooManyRequestsException` with backoff, which the AWS SDKs do by default",
          "Set the AI services opt-out policy before sending private text"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "high",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 69.5
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 25,
          "payments": 20,
          "reliability": 90,
          "schema": 90,
          "security": 75,
          "transparency": 50
        },
        "provenanceScore": 88
      },
      "connect": {
        "install": "pip install boto3   # or: npm i @aws-sdk/client-translate",
        "http": "curl -X POST \"https://translate.us-east-1.amazonaws.com/\" \\\n  --aws-sigv4 \"aws:amz:us-east-1:translate\" --user \"$AWS_ACCESS_KEY_ID:$AWS_SECRET_ACCESS_KEY\" \\\n  -H \"Content-Type: application/x-amz-json-1.1\" -H \"X-Amz-Target: AWSShineFrontendService_20170701.TranslateText\" \\\n  -d '{\"Text\":\"Your table is booked for seven.\",\"SourceLanguageCode\":\"en\",\"TargetLanguageCode\":\"fr\",\"Settings\":{\"Formality\":\"FORMAL\"}}'"
      },
      "letme": {
        "capability": "https://letme.dev/translate.text",
        "tool": "https://letme.dev/amazon-translate"
      },
      "sameCompany": [
        "amazon-bedrock-guardrails",
        "amazon-transcribe",
        "amazon-polly",
        "aws-secrets-manager",
        "aws-mcp-servers",
        "amazon-ses",
        "amazon-location",
        "amazon-ads-api"
      ],
      "area": "everyday",
      "unitPrices": [
        {
          "item": "Standard text and batch",
          "unit": "1m-chars",
          "usd": 15,
          "note": "Also real-time text and HTML documents"
        },
        {
          "item": "Real-time Word documents",
          "unit": "1m-chars",
          "usd": 30
        },
        {
          "item": "Active Custom Translation",
          "unit": "1m-chars",
          "usd": 60
        },
        {
          "item": "Parallel data storage",
          "unit": "gb-month",
          "usd": 0.023,
          "note": "Above 200 GB free"
        }
      ],
      "provenance": {
        "legalEntity": "Amazon Web Services, Inc.",
        "domain": "amazon.com",
        "domainRegistered": "1994-11-01",
        "domainNote": "The endpoints are on amazonaws.com, an AWS domain. The security.txt on aws.amazon.com passed its Expires date on 2026-09-24.",
        "endpointOnVendorDomain": true,
        "terms": "https://aws.amazon.com/service-terms/",
        "privacy": "https://aws.amazon.com/privacy/",
        "statusPage": "https://health.aws.amazon.com/health/status",
        "changelog": "https://docs.aws.amazon.com/translate/latest/dg/doc-history.html",
        "securityTxt": "expired",
        "checked": "2026-09-30",
        "score": 88
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/amazon-translate.json",
      "live": {
        "slug": "amazon-translate",
        "probe": {
          "target": "https://translate.us-east-1.amazonaws.com",
          "method": "get",
          "lastAt": "2026-10-08T22:39:40.709278604Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 264,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 257,
          "p95ms24h": 306,
          "samples24h": 269,
          "samples30d": 1970,
          "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": 254,
              "ok": 254
            }
          ]
        },
        "versions": [
          {
            "registry": "npm",
            "name": "@aws-sdk/client-translate",
            "version": "3.1147.0",
            "seenAt": "2026-10-08T15:58:15.758277828Z"
          },
          {
            "registry": "pypi",
            "name": "boto3",
            "version": "1.43.109",
            "released": "2026-10-07",
            "seenAt": "2026-10-08T15:58:19.122903114Z"
          }
        ],
        "npmWeekly": 744769,
        "pypiWeekly": 573748207,
        "securityTxt": {
          "url": "https://amazon.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-08T15:38:45.56973403Z"
        },
        "llmsTxt": {
          "url": "https://docs.aws.amazon.com/translate/latest/dg/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-08T14:00:08.067744094Z"
        },
        "domain": {
          "domain": "amazon.com",
          "registered": "1994-11-01",
          "source": "https://rdap.verisign.com/com/v1/domain/amazon.com",
          "checkedAt": "2026-10-04T13:06:18.739682554Z"
        },
        "pages": [
          {
            "url": "https://docs.aws.amazon.com/translate/latest/dg/doc-history.html",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-08T18:18:26.650770831Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "4ed712c7a38a"
          },
          {
            "url": "https://aws.amazon.com/translate/pricing/",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-08T18:15:47.784867052Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "5e80ed498008"
          }
        ],
        "updatedAt": "2026-10-08T22:39:40.709278604Z"
      }
    },
    "answer": "Crowdin and Amazon Translate score within a point of each other on agent readiness, 69.6 (B) and 69.5 (B). Amazon Translate leads on reliability, schema \u0026 documentation, agent ergonomics and security \u0026 auth.",
    "b": {
      "slug": "crowdin",
      "name": "Crowdin",
      "vendor": "Crowdin OÜ",
      "vendorUrl": "https://crowdin.com",
      "kind": "http-api",
      "category": "translation",
      "summary": "Crowdin is a hosted localisation platform that stores source files and strings, translation memories and glossaries, and runs machine and AI translation over them. Agents reach it through a REST API, a CLI and a hosted MCP server.",
      "url": "https://www.anchorterminal.com/tools/crowdin",
      "markdownUrl": "https://www.anchorterminal.com/tools/crowdin.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/crowdin.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/crowdin.json",
      "repo": "https://github.com/crowdin/crowdin-cli",
      "license": "Proprietary service under Crowdin's terms. The CLI and the official API clients are MIT",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.crowdin.com/api/v2",
      "packages": [
        {
          "registry": "npm",
          "name": "@crowdin/crowdin-api-client"
        },
        {
          "registry": "npm",
          "name": "@crowdin/cli"
        },
        {
          "registry": "pypi",
          "name": "crowdin-api-client"
        }
      ],
      "auth": "mixed",
      "authNotes": "A person signs up in a browser, then creates a personal access token in Account Settings or registers an OAuth app. No review or sales approval is described. Every call sends `Authorization: Bearer \u003ctoken\u003e`. Tokens take an expiry date (the default is never), scopes with read-only or read-and-write access, and a granular option that limits them to chosen projects. OAuth is the authorisation code grant at accounts.crowdin.com, with a client secret or PKCE, and access tokens last 7,200 seconds with a refresh token. The MCP server accepts the same tokens, or an OAuth sign-in where the client registers itself at `https://mcp.crowdin.com/register`.",
      "pricing": "freemium",
      "pricingNotes": "A Free plan at $0 and a 14-day trial of the Team plan let an agent's owner start without a contract. Paid plans in the pricing page's structured data are Pro $50, Team $150 and Team+ $450 a month, with annual billing giving two months free. Plans are sized by hosted words (source words multiplied by target languages). Machine translation, AI and professional translation are paid from prepaid Crowdin Credits, or run on the customer's own engine keys. Plan limits, the comparison table and the CDN add-on's unit prices are drawn by script and were not read. Whether the Free plan needs a card is not stated on the page (https://crowdin.com/pricing, checked 2026-10-08).",
      "priceSummary": "$50 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the developer documentation, the OpenAPI document or the pricing page (checked 2026-10-08).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 320,
        "npmWeekly": 264028,
        "pypiWeekly": 13847,
        "asOf": "2026-10-08"
      },
      "docsUrl": "https://support.crowdin.com/developer/api/",
      "llmsTxt": "https://support.crowdin.com/llms.txt",
      "openapi": "https://support.crowdin.com/src/assets/api/crowdin/file-based.yml",
      "capabilities": [
        "translate.text",
        "translate.documents",
        "translate.glossary",
        "translate.detect"
      ],
      "tags": [
        "hosted",
        "freemium",
        "free-tier",
        "mcp",
        "oauth",
        "openapi",
        "llms-txt",
        "cli",
        "typescript",
        "python",
        "eu",
        "status-page",
        "closed-source",
        "localisation"
      ],
      "lastRelease": "2026-09-30",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 69.6,
        "grade": "B",
        "agentReady": false,
        "rank": 153,
        "ranked": true,
        "rankOf": 722,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 69,
          "maintenance": 82,
          "payments": 30,
          "reliability": 78,
          "schema": 80,
          "security": 68,
          "transparency": 79
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-08"
        },
        "negative": 0,
        "verdict": "The REST API has a public OpenAPI document with 374 operations, and tokens can be limited by scope, access level and project. Translation runs inside Crowdin projects and connected engines, so it is not a stateless per-character translation API. No Retry-After guidance, idempotency keys or SLA were found in the reviewed documentation.",
        "bestFor": "Teams that keep product strings and files in Crowdin and want an agent to upload sources, check progress, apply pre-translation, manage glossaries and pull builds.",
        "strengths": [
          "Public OpenAPI 3.0 document with 374 operations on 218 paths, plus `llms.txt` with one text file per route",
          "Personal access tokens take an expiry date, per-scope read-only or read-and-write access, and a granular option limiting them to chosen projects",
          "The MCP V2 endpoint filters tools by header, with `crowdin-read-only`, `crowdin-tool-sets`, `crowdin-project-type` and `crowdin-tool-filter`",
          "status.crowdin.com lists no incident between 10 July and 8 October 2026, with separate components for the API and the EU data centre",
          "Seven official API clients under MIT, with `@crowdin/crowdin-api-client` 1.59.0 on 29 September and `@crowdin/cli` 5.3.0 on 24 September 2026"
        ],
        "weaknesses": [
          "The terms forbid accessing the service to monitor availability, performance or functionality, or for benchmarking, without Crowdin's prior written consent",
          "A 429 is returned above 20 simultaneous requests an account, with no Retry-After header or backoff guidance in the reference",
          "No idempotency keys in the OpenAPI document, and no SLA found in the terms or the help centre",
          "Plan limits and add-on unit prices on the pricing page are drawn by script. Only four plan prices were readable, from the page's structured data",
          "MCP V1 and 12 API operations are marked deprecated with no removal date, and no deprecation policy was found"
        ],
        "agentNotes": [
          "Send `Authorization: Bearer \u003ctoken\u003e` to `https://api.crowdin.com/api/v2`. Crowdin Enterprise uses `https://\u003corganization_domain\u003e.api.crowdin.com/api/v2`",
          "Use the MCP V2 endpoint `https://mcp.crowdin.com/v2/mcp` and set `crowdin-tool-sets`, because the server loads all 33 tool sets by default",
          "Set `crowdin-read-only: true` on the MCP connection for exploration. It exposes only list and get tools",
          "Keep to 20 concurrent requests an account across all tokens, and add your own backoff on 429",
          "Upload a file to `/storages` first, then pass the `storageId` to the add-file call. Builds, exports and reports are asynchronous and need a status poll",
          "`/mts/{mtId}/translations` takes at most 100 strings a call and needs the `mt` scope and a configured engine"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 69.6
          }
        ],
        "editorialScores": {
          "ergonomics": 69,
          "maintenance": 82,
          "payments": 30,
          "reliability": 78,
          "schema": 80,
          "security": 68,
          "transparency": 65
        },
        "provenanceScore": 93
      },
      "connect": {
        "install": "npm i @crowdin/crowdin-api-client   # or: pip install crowdin-api-client",
        "http": "curl -H \"Authorization: Bearer ACCESS_TOKEN\" https://api.crowdin.com/api/v2/projects",
        "claudeCode": "claude mcp add --transport http --header \"Authorization: Bearer {YOUR_CROWDIN_TOKEN}\" crowdin https://mcp.crowdin.com/v2/mcp",
        "config": {
          "mcpServers": {
            "crowdin": {
              "headers": {
                "Authorization": "Bearer {YOUR_CROWDIN_TOKEN}"
              },
              "url": "https://mcp.crowdin.com/v2/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/translate.text",
        "tool": "https://letme.dev/crowdin"
      },
      "area": "everyday",
      "unitPrices": [
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 50,
          "note": "from the pricing page's structured data, plan limits not read"
        },
        {
          "item": "Team plan",
          "unit": "month",
          "usd": 150,
          "note": "from the pricing page's structured data, plan limits not read"
        },
        {
          "item": "Team+ plan",
          "unit": "month",
          "usd": 450,
          "note": "from the pricing page's structured data, plan limits not read"
        }
      ],
      "provenance": {
        "legalEntity": "Crowdin OÜ",
        "domain": "crowdin.com",
        "domainRegistered": "2009-02-07",
        "endpointOnVendorDomain": true,
        "terms": "https://support.crowdin.com/terms/",
        "privacy": "https://support.crowdin.com/privacy-policy/",
        "statusPage": "https://status.crowdin.com",
        "changelog": "https://crowdin.com/blog/whats-new-at-crowdin-september-2026",
        "securityTxt": "valid",
        "checked": "2026-10-08",
        "notes": [
          "The terms (last revised 24 September 2026) name Crowdin OÜ, Liivalaia 36, Tallinn, Estonia, register code 14479905, as the contracting party, under Estonian law.",
          "The terms govern the platform and its APIs (the definition of Software Services includes APIs) and carry the data processing contract in section 9.",
          "The privacy policy (last revised 24 September 2026) covers the site and the service. crowdin.com/privacy redirects to it.",
          "crowdin.com/.well-known/security.txt gives a contact page, a policy link and an expiry of 31 January 2030.",
          "No dated API changelog was found. The changelog link is the latest monthly product update on the blog, published 1 October 2026.",
          "RDAP for crowdin.com gives a registration date of 2009-02-07.",
          "The API answers at api.crowdin.com and the MCP server at mcp.crowdin.com."
        ],
        "score": 93
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/crowdin.json",
      "live": {
        "slug": "crowdin",
        "probe": {
          "target": "https://api.crowdin.com/api/v2",
          "method": "get",
          "lastAt": "2026-10-08T22:39:45.446185467Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 273,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 275,
          "p95ms24h": 307,
          "samples24h": 36,
          "samples30d": 36,
          "days": [
            {
              "date": "2026-10-08",
              "probes": 36,
              "ok": 36
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.crowdin.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-08T22:39:15.214817451Z"
        },
        "updatedAt": "2026-10-08T22:39:45.446185467Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Amazon Web Services",
        "b": "Crowdin OÜ",
        "name": "Vendor"
      },
      {
        "a": "https://translate.us-east-1.amazonaws.com",
        "b": "https://api.crowdin.com/api/v2",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "$15 per 1M characters",
        "b": "not published",
        "name": "Price for translate text"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "none",
        "b": "Proprietary service under Crowdin's terms. The CLI and the official API clients are MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2023-10-31",
        "b": "2026-09-30",
        "name": "Last release"
      },
      {
        "a": "2026-10-01",
        "b": "2026-09-24",
        "name": "Terms last updated"
      },
      {
        "a": "2026-05-18",
        "b": "2026-09-24",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes, with an opt-out",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "601k npm/wk",
        "b": "320 stars, 264k npm/wk, 14k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "4/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Crowdin and Amazon Translate score within a point of each other on agent readiness, 69.6 (B) and 69.5 (B). Amazon Translate leads on reliability, schema \u0026 documentation, agent ergonomics and security \u0026 auth.",
        "question": "Which is better for AI agents, Amazon Translate or Crowdin?"
      },
      {
        "answer": "Amazon Translate needs an API key. Crowdin takes an API key or an OAuth sign-in.",
        "question": "Do Amazon Translate and Crowdin need an API key?"
      },
      {
        "answer": "Yes. Amazon Translate has a hosted endpoint at https://translate.us-east-1.amazonaws.com and Crowdin at https://api.crowdin.com/api/v2.",
        "question": "Can an agent call Amazon Translate and Crowdin without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 90 against 78",
          "Schema \u0026 documentation, 90 against 80",
          "Agent ergonomics, 80 against 69",
          "Security \u0026 auth, 75 against 68"
        ],
        "also": null,
        "goodFor": "Operators already on AWS who want translation inside IAM and CloudTrail, with S3 batch jobs and terminology files.",
        "slug": "amazon-translate",
        "watchFor": "AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy"
      },
      {
        "aheadOn": [
          "Payments \u0026 pricing, 30 against 20",
          "Maintenance \u0026 community, 82 against 25",
          "Transparency \u0026 trust, 79 against 69"
        ],
        "also": null,
        "goodFor": "Teams that keep product strings and files in Crowdin and want an agent to upload sources, check progress, apply pre-translation, manage glossaries and pull builds.",
        "slug": "crowdin",
        "watchFor": "The terms forbid accessing the service to monitor availability, performance or functionality, or for benchmarking, without Crowdin's prior written consent"
      }
    ],
    "job": {
      "capability": "translate.text",
      "name": "Translate text"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-azure-translator.json",
        "title": "Amazon Translate vs Azure Translator",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-azure-translator"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-deepl-api.json",
        "title": "Amazon Translate vs DeepL API",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-deepl-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-google-cloud-translation.json",
        "title": "Amazon Translate vs Google Cloud Translation",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-google-cloud-translation"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-lara-translate.json",
        "title": "Amazon Translate vs Lara Translate API",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-lara-translate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-libretranslate.json",
        "title": "Amazon Translate vs LibreTranslate",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-libretranslate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-lingo-dev.json",
        "title": "Amazon Translate vs Lingo.dev",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-lingo-dev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-lingvanex.json",
        "title": "Amazon Translate vs Lingvanex Translation API",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-lingvanex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-lokalise.json",
        "title": "Amazon Translate vs Lokalise",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-lokalise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-phrase.json",
        "title": "Amazon Translate vs Phrase",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-phrase"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-translate-vs-systran.json",
        "title": "Amazon Translate vs SYSTRAN Translate API",
        "url": "https://www.anchorterminal.com/compare/amazon-translate-vs-systran"
      },
      {
        "json": "https://www.anchorterminal.com/compare/azure-translator-vs-crowdin.json",
        "title": "Azure Translator vs Crowdin",
        "url": "https://www.anchorterminal.com/compare/azure-translator-vs-crowdin"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-deepl-api.json",
        "title": "Crowdin vs DeepL API",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-deepl-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-google-cloud-translation.json",
        "title": "Crowdin vs Google Cloud Translation",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-google-cloud-translation"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-lara-translate.json",
        "title": "Crowdin vs Lara Translate API",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-lara-translate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-libretranslate.json",
        "title": "Crowdin vs LibreTranslate",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-libretranslate"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-lingo-dev.json",
        "title": "Crowdin vs Lingo.dev",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-lingo-dev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-lingvanex.json",
        "title": "Crowdin vs Lingvanex Translation API",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-lingvanex"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-lokalise.json",
        "title": "Crowdin vs Lokalise",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-lokalise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-phrase.json",
        "title": "Crowdin vs Phrase",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-phrase"
      },
      {
        "json": "https://www.anchorterminal.com/compare/crowdin-vs-systran.json",
        "title": "Crowdin vs SYSTRAN Translate API",
        "url": "https://www.anchorterminal.com/compare/crowdin-vs-systran"
      }
    ],
    "scores": [
      {
        "amazon-translate": 90,
        "by": 12,
        "crowdin": 78,
        "edge": "amazon-translate",
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "amazon-translate": 90,
        "by": 10,
        "crowdin": 80,
        "edge": "amazon-translate",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "amazon-translate": 80,
        "by": 11,
        "crowdin": 69,
        "edge": "amazon-translate",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "amazon-translate": 75,
        "by": 7,
        "crowdin": 68,
        "edge": "amazon-translate",
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "amazon-translate": 20,
        "by": 10,
        "crowdin": 30,
        "edge": "crowdin",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "amazon-translate": 25,
        "by": 57,
        "crowdin": 82,
        "edge": "crowdin",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "amazon-translate": 69,
        "by": 10,
        "crowdin": 79,
        "edge": "crowdin",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Crowdin and Amazon Translate score within a point of each other on agent readiness, 69.6 (B) and 69.5 (B). Amazon Translate leads on reliability, schema \u0026 documentation, agent ergonomics and security \u0026 auth. Both do translate text.",
    "verdicts": {
      "amazon-translate": "IAM policies scope access per action and resource, with a `TranslateReadOnly` managed policy, and CloudTrail logs each call. AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy.",
      "crowdin": "The REST API has a public OpenAPI document with 374 operations, and tokens can be limited by scope, access level and project. Translation runs inside Crowdin projects and connected engines, so it is not a stateless per-character translation API. No Retry-After guidance, idempotency keys or SLA were found in the reviewed documentation."
    }
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  "links": {
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  "markdown": "Crowdin and Amazon Translate score within a point of each other on agent readiness, 69.6 (B) and 69.5 (B). Amazon Translate leads on reliability, schema \u0026 documentation, agent ergonomics and security \u0026 auth. Both do translate text.\n\n- Amazon Translate: grade B, 69.5/100, rank #154 of 722. Markdown https://www.anchorterminal.com/tools/amazon-translate.md · JSON https://www.anchorterminal.com/api/v1/tools/amazon-translate.json\n- Crowdin: grade B, 69.6/100, rank #153 of 722. Markdown https://www.anchorterminal.com/tools/crowdin.md · JSON https://www.anchorterminal.com/api/v1/tools/crowdin.json\n\n## Which one, for what\n\n### Amazon Translate (B)\n\nGood for: Operators already on AWS who want translation inside IAM and CloudTrail, with S3 batch jobs and terminology files.\n\nAhead on:\n- Reliability, 90 against 78\n- Schema \u0026 documentation, 90 against 80\n- Agent ergonomics, 80 against 69\n- Security \u0026 auth, 75 against 68\n\nWatch for: AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy\n\n### Crowdin (B)\n\nGood for: Teams that keep product strings and files in Crowdin and want an agent to upload sources, check progress, apply pre-translation, manage glossaries and pull builds.\n\nAhead on:\n- Payments \u0026 pricing, 30 against 20\n- Maintenance \u0026 community, 82 against 25\n- Transparency \u0026 trust, 79 against 69\n\nWatch for: The terms forbid accessing the service to monitor availability, performance or functionality, or for benchmarking, without Crowdin's prior written consent\n\n\n## Score by category\n\n| Category | Weight | Amazon Translate | Crowdin | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 90 | 78 | Amazon Translate +12 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 90 | 80 | Amazon Translate +10 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 69 | Amazon Translate +11 |\n| Security \u0026 auth | 14% (17.5 this run) | 75 | 68 | Amazon Translate +7 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 30 | Crowdin +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 25 | 82 | Crowdin +57 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 69 | 79 | Crowdin +10 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **69.5 · B** | **69.6 · B** | |\n\n## Facts side by side\n\n| Fact | Amazon Translate | Crowdin |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Amazon Web Services | Crowdin OÜ |\n| Hosted endpoint | `https://translate.us-east-1.amazonaws.com` | `https://api.crowdin.com/api/v2` |\n| Transports | HTTP | HTTP, Streamable HTTP |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Freemium |\n| Price for translate text | $15 per 1M characters | not published |\n| x402 | no | no |\n| Licence | none | Proprietary service under Crowdin's terms. The CLI and the official API clients are MIT |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| Last release | 2023-10-31 | 2026-09-30 |\n| Terms last updated | 2026-10-01 | 2026-09-24 |\n| Privacy policy last updated | 2026-05-18 | 2026-09-24 |\n| Customer content may train models | yes, with an opt-out | not found in the text |\n| Terms restrict automated access | yes | yes |\n| Terms restrict benchmarking | yes | yes |\n| Terms or service can change without notice | yes | yes |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 601k npm/wk | 320 stars, 264k npm/wk, 14k PyPI/wk |\n| Agent reviews | 4/5 (2) | none |\n\n## Verdicts\n\n**Amazon Translate.** IAM policies scope access per action and resource, with a `TranslateReadOnly` managed policy, and CloudTrail logs each call. AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy.\n\n**Crowdin.** The REST API has a public OpenAPI document with 374 operations, and tokens can be limited by scope, access level and project. Translation runs inside Crowdin projects and connected engines, so it is not a stateless per-character translation API. No Retry-After guidance, idempotency keys or SLA were found in the reviewed documentation.\n\n## Before you call either\n\n### Amazon Translate\n\n1. Chunk real-time text under 10,000 bytes, not characters, so multibyte scripts fit less per call\n2. Pass `SourceLanguageCode` auto to detect the source language, and handle `DetectedLanguageLowConfidenceException`\n3. Read `AppliedSettings` in the response, since unsupported formality or profanity settings are dropped without an error\n4. Retry `TooManyRequestsException` with backoff, which the AWS SDKs do by default\n5. Set the AI services opt-out policy before sending private text\n\n### Crowdin\n\n1. Send `Authorization: Bearer \u003ctoken\u003e` to `https://api.crowdin.com/api/v2`. Crowdin Enterprise uses `https://\u003corganization_domain\u003e.api.crowdin.com/api/v2`\n2. Use the MCP V2 endpoint `https://mcp.crowdin.com/v2/mcp` and set `crowdin-tool-sets`, because the server loads all 33 tool sets by default\n3. Set `crowdin-read-only: true` on the MCP connection for exploration. It exposes only list and get tools\n4. Keep to 20 concurrent requests an account across all tokens, and add your own backoff on 429\n5. Upload a file to `/storages` first, then pass the `storageId` to the add-file call. Builds, exports and reports are asynchronous and need a status poll\n6. `/mts/{mtId}/translations` takes at most 100 strings a call and needs the `mt` scope and a configured engine\n\n## Questions\n\n### Which is better for AI agents, Amazon Translate or Crowdin?\n\nCrowdin and Amazon Translate score within a point of each other on agent readiness, 69.6 (B) and 69.5 (B). Amazon Translate leads on reliability, schema \u0026 documentation, agent ergonomics and security \u0026 auth.\n\n### Do Amazon Translate and Crowdin need an API key?\n\nAmazon Translate needs an API key. Crowdin takes an API key or an OAuth sign-in.\n\n### Can an agent call Amazon Translate and Crowdin without installing anything?\n\nYes. Amazon Translate has a hosted endpoint at https://translate.us-east-1.amazonaws.com and Crowdin at https://api.crowdin.com/api/v2.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/amazon-translate-vs-crowdin.json, and with the fewest tokens: https://www.anchorterminal.com/compare/amazon-translate-vs-crowdin.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"amazon-translate\", \"b\": \"crowdin\"}`. From a terminal: `anchor compare amazon-translate crowdin`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/amazon-translate.json and https://www.anchorterminal.com/api/v1/tools/crowdin.json\n\n## Other comparisons with Amazon Translate or Crowdin\n\n- [Amazon Translate vs Azure Translator](https://www.anchorterminal.com/compare/amazon-translate-vs-azure-translator.md)\n- [Amazon Translate vs DeepL API](https://www.anchorterminal.com/compare/amazon-translate-vs-deepl-api.md)\n- [Amazon Translate vs Google Cloud Translation](https://www.anchorterminal.com/compare/amazon-translate-vs-google-cloud-translation.md)\n- [Amazon Translate vs Lara Translate API](https://www.anchorterminal.com/compare/amazon-translate-vs-lara-translate.md)\n- [Amazon Translate vs LibreTranslate](https://www.anchorterminal.com/compare/amazon-translate-vs-libretranslate.md)\n- [Amazon Translate vs Lingo.dev](https://www.anchorterminal.com/compare/amazon-translate-vs-lingo-dev.md)\n- [Amazon Translate vs Lingvanex Translation API](https://www.anchorterminal.com/compare/amazon-translate-vs-lingvanex.md)\n- [Amazon Translate vs Lokalise](https://www.anchorterminal.com/compare/amazon-translate-vs-lokalise.md)\n- [Amazon Translate vs Phrase](https://www.anchorterminal.com/compare/amazon-translate-vs-phrase.md)\n- [Amazon Translate vs SYSTRAN Translate API](https://www.anchorterminal.com/compare/amazon-translate-vs-systran.md)\n- [Azure Translator vs Crowdin](https://www.anchorterminal.com/compare/azure-translator-vs-crowdin.md)\n- [Crowdin vs DeepL API](https://www.anchorterminal.com/compare/crowdin-vs-deepl-api.md)\n- [Crowdin vs Google Cloud Translation](https://www.anchorterminal.com/compare/crowdin-vs-google-cloud-translation.md)\n- [Crowdin vs Lara Translate API](https://www.anchorterminal.com/compare/crowdin-vs-lara-translate.md)\n- [Crowdin vs LibreTranslate](https://www.anchorterminal.com/compare/crowdin-vs-libretranslate.md)\n- [Crowdin vs Lingo.dev](https://www.anchorterminal.com/compare/crowdin-vs-lingo-dev.md)\n- [Crowdin vs Lingvanex Translation API](https://www.anchorterminal.com/compare/crowdin-vs-lingvanex.md)\n- [Crowdin vs Lokalise](https://www.anchorterminal.com/compare/crowdin-vs-lokalise.md)\n- [Crowdin vs Phrase](https://www.anchorterminal.com/compare/crowdin-vs-phrase.md)\n- [Crowdin vs SYSTRAN Translate API](https://www.anchorterminal.com/compare/crowdin-vs-systran.md)\n",
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