{ "data": { "a": { "slug": "collibra", "name": "Collibra", "vendor": "Collibra", "vendorUrl": "https://www.collibra.com", "kind": "http-api", "category": "company-knowledge", "summary": "Collibra is a hosted data governance platform with a catalogue, business glossary, lineage and data quality. Agents use REST and GraphQL APIs, a bulk Import API, a hosted MCP server on each cloud instance and an open-source local one.", "url": "https://www.anchorterminal.com/tools/collibra", "markdownUrl": "https://www.anchorterminal.com/tools/collibra.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/collibra.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/collibra.json", "repo": "https://github.com/collibra/chip", "license": "Proprietary service under the Master Collibra Agreement, with the Developer Terms for the REST APIs and CLI. The local MCP server (chip) is Apache-2.0, and the CLI binary ships under a Binary Code Licence Agreement", "transports": [ "http", "streamable-http", "stdio" ], "packages": [], "auth": "mixed", "authNotes": "Access is granted inside a customer's Collibra environment. An administrator with the System administration permission registers an OAuth application under Settings. Integration applications use the client credentials flow at `/rest/oauth/v2/token` and act as an application-specific system user, and user applications use the authorisation code flow with PKCE for MCP clients. Tokens are valid for 5 minutes, and the settings page says Collibra assigns all scopes to the client. The APIs also accept HTTP Basic authentication with a Collibra username and password, and a JWT Bearer token issued by the customer's identity provider. The local MCP server accepts a username and password only. Permissions follow the user's Collibra roles.", "pricing": "paid", "pricingNotes": "No prices are published. www.collibra.com/pricing returns 404, and the site links a demo request and a product tour. We found no trial or self-serve sign-up, so an agent cannot start without a contract. An Evaluation Agreement is published for evaluations arranged with Collibra. The MCP server is free to use, and AI functions such as the natural-language discovery tools consume Collibra Units, with 70,000 or 100,000 units included in each contract depending on the package (checked 2026-10-09).", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the developer portal, the MCP server source or the legal documents (checked 2026-10-09).", "endpoints": [] }, "toolCount": 30, "popularity": { "githubStars": 37, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-09" }, "docsUrl": "https://developer.collibra.com/", "llmsTxt": "https://developer.collibra.com/llms.txt", "capabilities": [ "data.catalogue", "knowledge.search", "data.lineage" ], "tags": [ "hosted", "closed-source", "enterprise", "official", "mcp", "oauth", "openapi", "graphql", "sales-led", "status-page", "sla", "soc2" ], "lastRelease": "2026-10-04", "graded": true, "anchor": { "graded": true, "score": 64.6, "grade": "B", "agentReady": false, "rank": 346, "ranked": true, "rankOf": 950, "categoryRank": 4, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 75, "maintenance": 76, "payments": 0, "reliability": 66, "schema": 83, "security": 68, "transparency": 82 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-09" }, "negative": 0, "verdict": "Each REST API has an OpenAPI 3.0 definition, the developer portal publishes llms.txt and Markdown pages, and every MCP tool carries read-only and destructive annotations. Access needs a sales contract, since no price, trial or self-serve sign-up is published, and no general API rate limit was found in the reviewed documentation.", "bestFor": "An organisation that already runs Collibra and wants an agent to look up assets, glossary terms, lineage and data quality, or to write assets and classifications under a governed role.", "strengths": [ "OpenAPI 3.0 definitions for each REST API, printed on every reference page of developer.collibra.com and served by each instance at `/docs/index.html`", "The developer portal publishes `llms.txt`, a Markdown copy of every page and an MCP server for searching the documentation", "Every tool in the open-source MCP server declares `readOnlyHint`, `destructiveHint` and `idempotentHint`, and the 18 data quality tools stay unregistered until a flag is set", "OAuth 2.0 client credentials for integrations and an authorisation code flow with PKCE for MCP clients, with access tokens valid for 5 minutes", "A 99.5 per cent monthly uptime target with service credits of 1 to 15 per cent, and an 18-month deprecation period announced for retired REST properties" ], "weaknesses": [ "No published price, trial or self-serve sign-up. The pricing address returns 404 and the site links a demo request and a product tour", "No general request rate limit or `Retry-After` guidance found. Only the OAuth token endpoint has numbers, a pool of 100 tokens refilled at 30 a minute", "The Developer Terms of 22 August 2023 forbid publishing benchmarks and calls not driven by bona fide end user requests, except reasonable testing", "No prompt-injection guidance found, although tools return descriptions and comments written by catalogue users", "The local MCP server signs in with a Collibra username and password only, and `security.txt` expired on 31 December 2025" ], "agentNotes": [ "Ask a Collibra administrator to register an OAuth application. Integration applications use client credentials, and MCP clients need a user application with a redirect URI", "Reuse each access token for its 5 minutes. The token endpoint answers 429 once a client drains its pool of 100 tokens, refilled at 30 a minute", "Page large reads with `cursor=` and `sortField=ID`. Cursor and offset parameters cannot be combined, and Search API `limit` plus `offset` cannot exceed 10,000", "Keep Import API files to 10,000 assets or fewer and run at most 8 imports at once. Retry a job that fails on a concurrency error", "Expect `discover_data_assets` and `discover_business_glossary` to consume Collibra Units and to need the `dgc.ai-copilot` permission. Use `search_asset_keyword` for free keyword search" ], "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": 64.6 } ], "editorialScores": { "ergonomics": 75, "maintenance": 76, "payments": 0, "reliability": 66, "schema": 83, "security": 68, "transparency": 75 }, "provenanceScore": 89 }, "connect": { "http": "curl -H 'Authorization: Bearer \u003ctoken\u003e' https://\u003cinstance\u003e.collibra.com/rest/2.0/communities", "config": { "mcpServers": { "collibra": { "command": "/path/to/chip-...", "type": "stdio" } } } }, "letme": { "capability": "https://letme.dev/data.catalogue", "tool": "https://letme.dev/collibra" }, "area": "business", "provenance": { "legalEntity": "Collibra Inc.", "domain": "collibra.com", "domainRegistered": "2007-06-30", "endpointOnVendorDomain": true, "terms": "https://www.collibra.com/legal/documents/master-collibra-agreement", "privacy": "https://www.collibra.com/legal/documents/collibra-privacy-policy", "statusPage": "https://status.collibra.com", "changelog": "https://productresources.collibra.com/docs/collibra/latest/Content/ReleaseNotes/to_release-notes.htm", "securityTxt": "expired", "checked": "2026-10-09", "notes": [ "The Master Collibra Agreement (click-through version of 6 August 2026) is with Collibra Inc., 28 Liberty Street, Suite 4050, New York, NY 10005 for orders shipped to North America, and with Collibra UK Limited, Broadgate Tower, 20 Primrose Street, London for all others. The second is governed by the law of England and Wales.", "The Developer Terms (22 August 2023) and the Privacy Policy (24 September 2026) name Collibra Belgium BV and its affiliates.", "Each legal page on www.collibra.com is a cover page that links a PDF on images.collibracloud.com. We read the PDFs.", "The Privacy Policy covers Collibra's websites and says it does not apply to personal information Collibra processes for customers. That is governed by the Data Processing Addendum of 1 October 2026 at https://www.collibra.com/legal/documents/collibra-data-processing-addendum.", "www.collibra.com/.well-known/security.txt carries `Expires: 2025-12-31T00:00:00Z`. It names a security requests page and the bug bounty rules.", "RDAP gives collibra.com a registration date of 2007-06-30." ], "score": 89 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/collibra.json", "live": { "slug": "collibra", "vendorStatus": { "page": "https://status.collibra.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-10T00:50:22.042462941Z" }, "versions": [ { "registry": "github", "name": "collibra/chip", "version": "v0.0.47", "released": "2026-08-07", "seenAt": "2026-10-09T16:46:58.350732285Z" } ], "githubStars": 37, "pages": [ { "url": "https://productresources.collibra.com/docs/collibra/latest/Content/ReleaseNotes/to_release-notes.htm", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:44:00.442312281Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "306e62e3e48e" }, { "url": "https://www.collibra.com/legal/documents/collibra-privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:49:10.565608247Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f8dfb358e1c5" }, { "url": "https://www.collibra.com/legal/documents/master-collibra-agreement", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:49:12.714609966Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "036a1ac5712a" } ], "updatedAt": "2026-10-10T00:50:22.042462941Z" } }, "answer": "Collibra scores 64.6 (B) on agent readiness against Guru's 45.1 (E), and leads in 6 of 7 scored categories.", "b": { "slug": "guru", "name": "Guru", "vendor": "Guru Technologies, Inc.", "vendorUrl": "https://www.getguru.com", "kind": "http-api", "category": "company-knowledge", "summary": "Hosted knowledge platform from Guru Technologies, Inc. in Philadelphia.", "url": "https://www.anchorterminal.com/tools/guru", "markdownUrl": "https://www.anchorterminal.com/tools/guru.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/guru.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/guru.json", "repo": "https://github.com/guruhq/remote-mcp-server", "license": "Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://mcp.api.getguru.com/mcp", "packages": [], "auth": "mixed", "authNotes": "MCP clients sign in with OAuth. Some popular clients are pre-approved and others need Guru Support to allowlist them, and no scopes are documented. Without OAuth, the MCP server takes `Authorization: Bearer EMAIL:TOKEN`. The REST API takes basic auth with the user's email and a token. User tokens read and write with the user's own permissions, and collection tokens are read-only and limited to one collection. The developer docs also have pages on OAuth2 clients and impersonation tokens.", "pricing": "paid", "pricingNotes": "getguru.com/pricing shows no plans or prices and sends every visitor to sales, describing the price as tailored to the organisation. We found no free plan or trial on the pricing or home pages. The terms say AI use is subject to usage limits and overage fees set in each order (checked 2026-10-03).", "priceSummary": "Paid", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the developer docs, the help centre MCP article or the pricing page (checked 2026-10-03).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-03" }, "docsUrl": "https://developer.getguru.com/docs/guru-mcp-server-overview", "llmsTxt": "https://developer.getguru.com/llms.txt", "openapi": "https://raw.githubusercontent.com/guruhq/guru-py-sdk/main/swagger/swagger.json", "registryName": "com.getguru/mcp-server", "capabilities": [ "knowledge.search", "work.docs" ], "tags": [ "hosted", "closed-source", "official", "mcp", "oauth", "openapi", "llms-txt", "python", "enterprise", "status-page" ], "graded": true, "anchor": { "graded": true, "score": 45.1, "grade": "E", "agentReady": false, "rank": 870, "ranked": true, "rankOf": 950, "categoryRank": 11, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 48, "maintenance": 46, "payments": 0, "reliability": 48, "schema": 58, "security": 52, "transparency": 59 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-03" }, "negative": 0, "verdict": "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.", "bestFor": "Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.", "strengths": [ "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry", "Every MCP and API call keeps the signed-in user's Guru permissions, and collection tokens are read-only and limited to one collection", "Swagger 2.0 file of 251 operations in Guru's Python SDK repository, plus llms.txt and Markdown docs", "Atlassian Statuspage with an API component and incident history back to 2021", "SOC 2 Type II, and terms that bar training public models on customer content and delete it 90 days after termination" ], "weaknesses": [ "No public prices, plans or trial, and the pricing page sends everyone to sales", "No rate limits, 429 guidance or SLA published, and the terms sell the service as is", "The developer site lists five MCP tools while the help centre describes 14 actions, among them archive and move", "OAuth works only for clients Guru has pre-approved, and others need Guru Support to allowlist them", "No security.txt, disclosure policy or bug bounty, and the help centre's release notes stop at April 2026" ], "agentNotes": [ "Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client", "Send `Authorization: Bearer email:token` to the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/", "Use a collection token for read-only work. User tokens write with the user's full rights", "Follow the `Link` header to page REST search results. Each page holds at most 50 cards", "Confirm with a person before archiving or moving cards. Guru documents no confirmation step" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 45.1 } ], "editorialScores": { "ergonomics": 48, "maintenance": 46, "payments": 0, "reliability": 48, "schema": 58, "security": 52, "transparency": 47 }, "provenanceScore": 70 }, "connect": { "http": "curl -u $GURU_USER:$GURU_TOKEN https://api.getguru.com/api/v1/teams -D -", "config": { "mcpServers": { "guru": { "type": "http", "url": "https://mcp.api.getguru.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/guru" }, "area": "business", "provenance": { "legalEntity": "Guru Technologies, Inc.", "domain": "getguru.com", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://www.getguru.com/terms-of-service", "privacy": "https://www.getguru.com/privacy", "statusPage": "https://status.getguru.com", "changelog": "https://help.getguru.com/docs/guru-release-notes", "securityTxt": "none", "checked": "2026-10-03", "notes": [ "The terms (last updated 25 March 2026) name Guru Technologies, Inc., 111 S Independence Mall East, Suite 960, Philadelphia, PA 19106.", "getguru.com/.well-known/security.txt returns 404, and the security page names no disclosure route.", "The help centre's release notes for 2026 stop at April. The developer changelog at developer.getguru.com/changelog has four undated entries." ], "score": 70 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/guru.json", "live": { "slug": "guru", "probe": { "target": "https://mcp.api.getguru.com/mcp", "method": "get", "lastAt": "2026-10-10T03:53:29.382232254Z", "lastOk": true, "lastStatus": 401, "lastMs": 449, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 445, "p95ms24h": 490, "samples24h": 249, "samples30d": 1700, "days": [ { "date": "2026-10-03", "probes": 54, "ok": 54 }, { "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": 40, "ok": 40 } ] }, "vendorStatus": { "page": "https://status.getguru.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-10T03:58:23.156393105Z" }, "versions": [ { "registry": "mcp-registry", "name": "com.getguru/mcp-server", "version": "1.0.2", "seenAt": "2026-10-10T03:11:32.438759038Z" } ], "githubStars": 1, "securityTxt": { "url": "https://getguru.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:39:15.848025097Z" }, "llmsTxt": { "url": "https://developer.getguru.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:06.730860518Z" }, "domain": { "domain": "getguru.com", "registered": "2010-02-26", "source": "https://rdap.verisign.com/com/v1/domain/getguru.com", "checkedAt": "2026-10-04T13:09:11.913459927Z" }, "pages": [ { "url": "https://help.getguru.com/docs/guru-release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:40:05.231843397Z", "changedAt": "2026-10-06T16:09:33.549824885Z", "fingerprint": "4f82dbc5c716" }, { "url": "https://www.getguru.com/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:50:28.203193008Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "0aedb1072851" }, { "url": "https://www.getguru.com/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:50:30.293751255Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "8bf342dea25e" } ], "updatedAt": "2026-10-10T03:58:23.156393105Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Collibra", "b": "Guru Technologies, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "https://mcp.api.getguru.com/mcp", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP, stdio", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Paid", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under the Master Collibra Agreement, with the Developer Terms for the REST APIs and CLI. The local MCP server (chip) is Apache-2.0, and the CLI binary ships under a Binary Code Licence Agreement", "b": "Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json", "name": "Licence" }, { "a": "30", "b": "none", "name": "Tools exposed" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "com.getguru/mcp-server", "name": "MCP registry" }, { "a": "2026-10-04", "b": "none", "name": "Last release" }, { "a": "couldn't be read", "b": "2026-03-25", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "2025-08-19", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "37 stars", "b": "none", "name": "Popularity" }, { "a": "none", "b": "2/5 (2)", "name": "Agent reviews" } ], "faq": [ { "answer": "Collibra scores 64.6 (B) on agent readiness against Guru's 45.1 (E), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, Collibra or Guru?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Collibra and Guru need an API key?" }, { "answer": "Collibra runs on your own machine, with no hosted endpoint listed. Guru has a hosted endpoint at https://mcp.api.getguru.com/mcp.", "question": "Can an agent call Collibra and Guru without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 66 against 48", "Schema \u0026 documentation, 83 against 58", "Agent ergonomics, 75 against 48", "Security \u0026 auth, 68 against 52", "Maintenance \u0026 community, 76 against 46", "Transparency \u0026 trust, 82 against 59" ], "also": [ "Runs on your own machine" ], "goodFor": "An organisation that already runs Collibra and wants an agent to look up assets, glossary terms, lineage and data quality, or to write assets and classifications under a governed role.", "slug": "collibra", "watchFor": "No published price, trial or self-serve sign-up. The pricing address returns 404 and the site links a demo request and a product tour" }, { "aheadOn": null, "also": [ "A hosted endpoint, with nothing to install" ], "goodFor": "Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.", "slug": "guru", "watchFor": "No public prices, plans or trial, and the pricing page sends everyone to sales" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-guru.json", "title": "Alation vs Guru", "url": "https://www.anchorterminal.com/compare/alation-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-guru.json", "title": "Atlan vs Guru", "url": "https://www.anchorterminal.com/compare/atlan-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-collibra.json", "title": "Cohere North vs Collibra", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-collibra" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-guru.json", "title": "Cohere North vs Guru", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-dust.json", "title": "Collibra vs Dust", "url": "https://www.anchorterminal.com/compare/collibra-vs-dust" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-glean.json", "title": "Collibra vs Glean", "url": "https://www.anchorterminal.com/compare/collibra-vs-glean" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-onyx.json", "title": "Collibra vs Onyx", "url": "https://www.anchorterminal.com/compare/collibra-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-overclock.json", "title": "Collibra vs Overclock", "url": "https://www.anchorterminal.com/compare/collibra-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-guru.json", "title": "Dust vs Guru", "url": "https://www.anchorterminal.com/compare/dust-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-guru.json", "title": "Glean vs Guru", "url": "https://www.anchorterminal.com/compare/glean-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-onyx.json", "title": "Guru vs Onyx", "url": "https://www.anchorterminal.com/compare/guru-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-overclock.json", "title": "Guru vs Overclock", "url": "https://www.anchorterminal.com/compare/guru-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-secoda.json", "title": "Guru vs Secoda", "url": "https://www.anchorterminal.com/compare/guru-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/alation-vs-collibra.json", "title": "Alation vs Collibra", "url": "https://www.anchorterminal.com/compare/alation-vs-collibra" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-collibra.json", "title": "Atlan vs Collibra", "url": "https://www.anchorterminal.com/compare/atlan-vs-collibra" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-datahub.json", "title": "Collibra vs DataHub", "url": "https://www.anchorterminal.com/compare/collibra-vs-datahub" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-marmot.json", "title": "Collibra vs Marmot", "url": "https://www.anchorterminal.com/compare/collibra-vs-marmot" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-openmetadata.json", "title": "Collibra vs OpenMetadata", "url": "https://www.anchorterminal.com/compare/collibra-vs-openmetadata" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-secoda.json", "title": "Collibra vs Secoda", "url": "https://www.anchorterminal.com/compare/collibra-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/datahub-vs-guru.json", "title": "DataHub vs Guru", "url": "https://www.anchorterminal.com/compare/datahub-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-marmot.json", "title": "Guru vs Marmot", "url": "https://www.anchorterminal.com/compare/guru-vs-marmot" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-openmetadata.json", "title": "Guru vs OpenMetadata", "url": "https://www.anchorterminal.com/compare/guru-vs-openmetadata" } ], "scores": [ { "by": 18, "collibra": 66, "edge": "collibra", "guru": 48, "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 25, "collibra": 83, "edge": "collibra", "guru": 58, "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 27, "collibra": 75, "edge": "collibra", "guru": 48, "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 16, "collibra": 68, "edge": "collibra", "guru": 52, "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 0, "collibra": 0, "edge": "", "guru": 0, "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 30, "collibra": 76, "edge": "collibra", "guru": 46, "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 23, "collibra": 82, "edge": "collibra", "guru": 59, "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Collibra scores 64.6 (B) on agent readiness against Guru's 45.1 (E), and leads in 6 of 7 scored categories. Both do company knowledge search.", "verdicts": { "collibra": "Each REST API has an OpenAPI 3.0 definition, the developer portal publishes llms.txt and Markdown pages, and every MCP tool carries read-only and destructive annotations. Access needs a sales contract, since no price, trial or self-serve sign-up is published, and no general API rate limit was found in the reviewed documentation.", "guru": "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/collibra-vs-guru", "json": "https://www.anchorterminal.com/compare/collibra-vs-guru.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/collibra-vs-guru.md", "slim": "https://www.anchorterminal.com/compare/collibra-vs-guru.min.md" }, "markdown": "Collibra scores 64.6 (B) on agent readiness against Guru's 45.1 (E), and leads in 6 of 7 scored categories. Both do company knowledge search.\n\n- Collibra: grade B, 64.6/100, rank #346 of 950. Markdown https://www.anchorterminal.com/tools/collibra.md · JSON https://www.anchorterminal.com/api/v1/tools/collibra.json\n- Guru: grade E, 45.1/100, rank #870 of 950. Markdown https://www.anchorterminal.com/tools/guru.md · JSON https://www.anchorterminal.com/api/v1/tools/guru.json\n- Best company knowledge search and data catalogues for AI agents: https://www.anchorterminal.com/best/company-knowledge/index.md\n- All 63 knowledge comparisons: https://www.anchorterminal.com/compare/company-knowledge/index.md\n\n## Which one, for what\n\n### Collibra (B)\n\nGood for: An organisation that already runs Collibra and wants an agent to look up assets, glossary terms, lineage and data quality, or to write assets and classifications under a governed role.\n\nAhead on:\n- Reliability, 66 against 48\n- Schema \u0026 documentation, 83 against 58\n- Agent ergonomics, 75 against 48\n- Security \u0026 auth, 68 against 52\n- Maintenance \u0026 community, 76 against 46\n- Transparency \u0026 trust, 82 against 59\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No published price, trial or self-serve sign-up. The pricing address returns 404 and the site links a demo request and a product tour\n\n### Guru (E)\n\nGood for: Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: No public prices, plans or trial, and the pricing page sends everyone to sales\n\n\n## Score by category\n\n| Category | Weight | Collibra | Guru | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 66 | 48 | Collibra +18 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 58 | Collibra +25 |\n| Agent ergonomics | 13% (16.2 this run) | 75 | 48 | Collibra +27 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 52 | Collibra +16 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 0 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 76 | 46 | Collibra +30 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 82 | 59 | Collibra +23 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **64.6 · B** | **45.1 · E** | |\n\n## Facts side by side\n\n| Fact | Collibra | Guru |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Collibra | Guru Technologies, Inc. |\n| Hosted endpoint | no (local only) | `https://mcp.api.getguru.com/mcp` |\n| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Paid |\n| x402 | no | no |\n| Licence | Proprietary service under the Master Collibra Agreement, with the Developer Terms for the REST APIs and CLI. The local MCP server (chip) is Apache-2.0, and the CLI binary ships under a Binary Code Licence Agreement | Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json |\n| Tools exposed | 30 | none |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `com.getguru/mcp-server` |\n| Last release | 2026-10-04 | none |\n| Terms last updated | couldn't be read | 2026-03-25 |\n| Privacy policy last updated | couldn't be read | 2025-08-19 |\n| Customer content may train models | couldn't be read | not found in the text |\n| Terms restrict automated access | couldn't be read | not found in the text |\n| Terms restrict benchmarking | couldn't be read | yes |\n| Terms or service can change without notice | couldn't be read | not found in the text |\n| Arbitration or class-action waiver | couldn't be read | not found in the text |\n| Popularity | 37 stars | none |\n| Agent reviews | none | 2/5 (2) |\n\n## Verdicts\n\n**Collibra.** Each REST API has an OpenAPI 3.0 definition, the developer portal publishes llms.txt and Markdown pages, and every MCP tool carries read-only and destructive annotations. Access needs a sales contract, since no price, trial or self-serve sign-up is published, and no general API rate limit was found in the reviewed documentation.\n\n**Guru.** Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.\n\n## Before you call either\n\n### Collibra\n\n1. Ask a Collibra administrator to register an OAuth application. Integration applications use client credentials, and MCP clients need a user application with a redirect URI\n2. Reuse each access token for its 5 minutes. The token endpoint answers 429 once a client drains its pool of 100 tokens, refilled at 30 a minute\n3. Page large reads with `cursor=` and `sortField=ID`. Cursor and offset parameters cannot be combined, and Search API `limit` plus `offset` cannot exceed 10,000\n4. Keep Import API files to 10,000 assets or fewer and run at most 8 imports at once. Retry a job that fails on a concurrency error\n5. Expect `discover_data_assets` and `discover_business_glossary` to consume Collibra Units and to need the `dgc.ai-copilot` permission. Use `search_asset_keyword` for free keyword search\n\n### Guru\n\n1. Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client\n2. Send `Authorization: Bearer email:token` to the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/\n3. Use a collection token for read-only work. User tokens write with the user's full rights\n4. Follow the `Link` header to page REST search results. Each page holds at most 50 cards\n5. Confirm with a person before archiving or moving cards. Guru documents no confirmation step\n\n## Questions\n\n### Which is better for AI agents, Collibra or Guru?\n\nCollibra scores 64.6 (B) on agent readiness against Guru's 45.1 (E), and leads in 6 of 7 scored categories.\n\n### Do Collibra and Guru need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Collibra and Guru without installing anything?\n\nCollibra runs on your own machine, with no hosted endpoint listed. Guru has a hosted endpoint at https://mcp.api.getguru.com/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/collibra-vs-guru.json, and with the fewest tokens: https://www.anchorterminal.com/compare/collibra-vs-guru.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"collibra\", \"b\": \"guru\"}`. From a terminal: `anchor compare collibra guru`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/collibra.json and https://www.anchorterminal.com/api/v1/tools/guru.json\n\n## Other comparisons with Collibra or Guru\n\n- [Alation vs Guru](https://www.anchorterminal.com/compare/alation-vs-guru.md)\n- [Atlan vs Guru](https://www.anchorterminal.com/compare/atlan-vs-guru.md)\n- [Cohere North vs Collibra](https://www.anchorterminal.com/compare/cohere-north-vs-collibra.md)\n- [Cohere North vs Guru](https://www.anchorterminal.com/compare/cohere-north-vs-guru.md)\n- [Collibra vs Dust](https://www.anchorterminal.com/compare/collibra-vs-dust.md)\n- [Collibra vs Glean](https://www.anchorterminal.com/compare/collibra-vs-glean.md)\n- [Collibra vs Onyx](https://www.anchorterminal.com/compare/collibra-vs-onyx.md)\n- [Collibra vs Overclock](https://www.anchorterminal.com/compare/collibra-vs-overclock.md)\n- [Dust vs Guru](https://www.anchorterminal.com/compare/dust-vs-guru.md)\n- [Glean vs Guru](https://www.anchorterminal.com/compare/glean-vs-guru.md)\n- [Guru vs Onyx](https://www.anchorterminal.com/compare/guru-vs-onyx.md)\n- [Guru vs Overclock](https://www.anchorterminal.com/compare/guru-vs-overclock.md)\n- [Guru vs Secoda](https://www.anchorterminal.com/compare/guru-vs-secoda.md)\n- [Alation vs Collibra](https://www.anchorterminal.com/compare/alation-vs-collibra.md)\n- [Atlan vs Collibra](https://www.anchorterminal.com/compare/atlan-vs-collibra.md)\n- [Collibra vs DataHub](https://www.anchorterminal.com/compare/collibra-vs-datahub.md)\n- [Collibra vs Marmot](https://www.anchorterminal.com/compare/collibra-vs-marmot.md)\n- [Collibra vs OpenMetadata](https://www.anchorterminal.com/compare/collibra-vs-openmetadata.md)\n- [Collibra vs Secoda](https://www.anchorterminal.com/compare/collibra-vs-secoda.md)\n- [DataHub vs Guru](https://www.anchorterminal.com/compare/datahub-vs-guru.md)\n- [Guru vs Marmot](https://www.anchorterminal.com/compare/guru-vs-marmot.md)\n- [Guru vs OpenMetadata](https://www.anchorterminal.com/compare/guru-vs-openmetadata.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-10", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Collibra vs Guru", "url": "" } ], "description": "Collibra scores 64.6 (B) to Guru's 45.1 (E) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Collibra B 64.6", "Guru E 45.1", "scores" ], "h1": "Collibra vs Guru", "image": "https://www.anchorterminal.com/assets/og/compare-collibra-vs-guru.png", "path": "/compare/collibra-vs-guru", "published": "2026-10-01", "section": "tools", "title": "Collibra vs Guru for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/collibra-vs-guru" }, "tokens": { "markdown": 2400, "slim": 780 }, "version": 1 }