{ "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": "Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency \u0026 trust.", "b": { "slug": "onyx", "name": "Onyx", "vendor": "DanswerAI, Inc. (Onyx, formerly Danswer)", "vendorUrl": "https://www.onyx.app", "kind": "platform", "category": "company-knowledge", "summary": "Open-source enterprise search and chat platform, formerly Danswer.", "url": "https://www.anchorterminal.com/tools/onyx", "markdownUrl": "https://www.anchorterminal.com/tools/onyx.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/onyx.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/onyx.json", "repo": "https://github.com/onyx-dot-app/onyx", "license": "MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://cloud.onyx.app/mcp", "packages": [ { "registry": "oci", "name": "docker.io/onyxdotapp/onyx-backend" }, { "registry": "oci", "name": "docker.io/onyxdotapp/onyx-web-server" }, { "registry": "pypi", "name": "onyx-cli" } ], "auth": "mixed", "authNotes": "Every request takes a Bearer token in the `Authorization` header, either a personal access token or an API key. Personal access tokens belong to a user, can be full access or limited to `read:search`, `read:chat`, `write:chat` or `use:llm_gateway`, expire after 7, 30 or 365 days or never, are stored hashed and can be revoked one by one. API keys belong to service accounts, and since v4.7 their rights come from the groups they're put in (none means chat only, Basic adds search, Admin reaches every endpoint). The MCP server checks each token against the API server's /me and passes it through. No OAuth for MCP clients. People sign in to the web app with passwords, Google OAuth, OIDC or SAML.", "pricing": "freemium", "pricingNotes": "The Community Edition is MIT and free to self-host with no seat limit. Onyx Cloud and licensed self-hosting have two plans on onyx.app/pricing. Business is $20 a user a month billed annually, and Enterprise (OIDC and SAML SSO, on-premise and region-specific deployments, white-labelling, an enterprise SLA) is by quote. Single-tenant cloud needs at least 100 licences per the docs. Onyx Cloud has a two-week free trial with no card (checked 2026-10-03).", "priceSummary": "$20 / seat-mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs, the pricing page or the source (checked 2026-10-03).", "endpoints": [] }, "toolCount": 3, "popularity": { "githubStars": 32300, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-03" }, "docsUrl": "https://docs.onyx.app/deployment/configuration/mcp_server", "llmsTxt": "https://docs.onyx.app/llms.txt", "openapi": "https://docs.onyx.app/developers/api_reference/openapi.json", "capabilities": [ "knowledge.search", "web.search", "web.fetch", "agent.mcp-client" ], "tags": [ "open-source", "self-hosted", "hosted", "mcp", "openapi", "llms-txt", "python", "cli", "docker", "freemium", "no-card", "enterprise", "commercial-licence", "telemetry-default-on", "status-page" ], "lastRelease": "2026-10-02", "graded": true, "anchor": { "graded": true, "score": 65, "grade": "B", "agentReady": false, "rank": 332, "ranked": true, "rankOf": 950, "categoryRank": 3, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 77, "maintenance": 77, "payments": 30, "reliability": 69, "schema": 88, "security": 71, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-03" }, "negative": -4, "negativeNotes": [ "2026-07-20. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0). Any signed-in user could read, in clear text, other users' live OAuth tokens for per-user MCP servers such as Slack, Atlassian or Notion through GET /api/mcp/servers. Found in an external pentest in May 2026, fixed in 4.0.0 (26 May 2026) and published, so the deduction is reduced, -3 (https://github.com/onyx-dot-app/onyx/security/advisories/GHSA-q62f-rv3h-f822)", "2026-04-29 and 2026-07-20. Three moderate IDOR advisories, other users' chat files downloadable through /chat/file/{file_id} (GHSA-vg3h-35f7-7w6r), other users' chat sessions stoppable through /chat/stop-chat-session (GHSA-rw6w-hp62-gc8w) and curators able to change any user group's membership (GHSA-7f48-vgpj-h95m). Fixed and published, -1 (https://github.com/onyx-dot-app/onyx/security/advisories)" ], "verdict": "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.", "bestFor": "Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.", "strengths": [ "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card", "Three read-only MCP tools in 3,360 characters, whose filters return close matches instead of searching unscoped", "Personal access tokens limited to `read:search`, with 7, 30 or 365-day expiry, hashed storage and revocation one by one", "OpenAPI 3.1 file of 110 operations, llms.txt, Markdown docs and dated release notes with Deployment Changes sections", "A minor release every two to three weeks, 4.3.0 on 6 July to 4.8.0 on 23 September 2026, with patches for older lines" ], "weaknesses": [ "GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0", "Telemetry is on by default and documented as anonymous, while its events carry user IDs and Enterprise builds send the first user's email domain", "Document search has no result limit or paging, and an unparseable `time_cutoff` is dropped with only a server log line", "The self-hosted MCP server is off by default, takes no OAuth and isn't in the official MCP registry", "The privacy policy and Cloud agreement render only with JavaScript, and there's no security.txt or bug bounty" ], "agentNotes": [ "Get the instance URL from the operator. Cloud is https://cloud.onyx.app/mcp, and a self-hosted server only answers once `MCP_SERVER_ENABLED=true`", "Use a token limited to `read:search`. It covers every MCP tool and nothing else", "Pass `time_cutoff` as a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered", "Check each result for an `error` field. Failures come back with an empty `results` list, not as tool errors", "Set `skip_query_expansion` to true for exact phrases. It skips an LLM call on every search" ], "metrics": { "kind": "local", "measured": false }, "reviewCount": 2, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 65 } ], "editorialScores": { "ergonomics": 77, "maintenance": 77, "payments": 30, "reliability": 69, "schema": 88, "security": 71, "transparency": 57 }, "provenanceScore": 69 }, "connect": { "install": "curl -fsSL https://onyx.app/install_onyx.sh | bash", "http": "curl -s -X POST \"${API_BASE_URL}/search\" \\\n -H \"Authorization: Bearer ${API_KEY}\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"query\": \"What is our parental leave policy?\", \"sources\": [\"confluence\", \"google_drive\"]}'", "claudeCode": "claude mcp add --transport http onyx https://cloud.onyx.app/mcp \\\n --header \"Authorization: Bearer YOUR_ONYX_TOKEN_HERE\"", "config": { "mcpServers": { "onyx": { "headers": { "Authorization": "Bearer ${ONYX_TOKEN}" }, "type": "http", "url": "https://cloud.onyx.app/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/onyx" }, "area": "business", "unitPrices": [ { "item": "Onyx Business", "unit": "seat-month", "usd": 20, "note": "billed annually" } ], "provenance": { "legalEntity": "DanswerAI, Inc.", "domain": "onyx.app", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://onyx.app/legal/cloud", "privacy": "https://onyx.app/legal/privacy-policy", "statusPage": "https://status.onyx.app", "changelog": "https://docs.onyx.app/changelog", "securityTxt": "none", "checked": "2026-10-03", "notes": [ "The LICENSE and the Onyx Enterprise License name DanswerAI, Inc., and the site footer reads Onyx.", "The privacy policy and the Onyx Cloud Subscription Agreement show a last update of 1 July 2025 and load their text with JavaScript, which our reader couldn't see.", "onyx.app/.well-known/security.txt returns 404. SECURITY.md routes reports through GitHub private vulnerability reporting.", "The shared MCP endpoint cloud.onyx.app/mcp is on the vendor's domain. A self-hosted server answers on the operator's own host." ], "score": 69 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/onyx.json", "live": { "slug": "onyx", "probe": { "target": "https://cloud.onyx.app/mcp", "method": "get", "lastAt": "2026-10-10T02:55:04.31388571Z", "lastOk": true, "lastStatus": 401, "lastMs": 301, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 303, "p95ms24h": 375, "samples24h": 249, "samples30d": 1690, "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": 30, "ok": 30 } ] }, "vendorStatus": { "page": "https://status.onyx.app", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-10T00:50:54.475728467Z" }, "versions": [ { "registry": "github", "name": "onyx-dot-app/onyx", "version": "v4.9.0", "released": "2026-10-07", "seenAt": "2026-10-09T17:09:43.344825805Z" }, { "registry": "pypi", "name": "onyx-cli", "version": "1.4.4", "released": "2026-09-13", "seenAt": "2026-10-09T17:09:43.154403677Z" } ], "githubStars": 32371, "pypiWeekly": 735, "securityTxt": { "url": "https://onyx.app/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:39:49.27978482Z" }, "llmsTxt": { "url": "https://docs.onyx.app/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:28.922316539Z" }, "domain": { "domain": "onyx.app", "registered": "2018-05-04", "source": "https://pubapi.registry.google/rdap/domain/onyx.app", "checkedAt": "2026-10-04T13:08:25.059354531Z" }, "pages": [ { "url": "https://docs.onyx.app/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:37:56.340947457Z", "changedAt": "2026-10-08T18:19:12.353203571Z", "fingerprint": "903bb0fb92dc" }, { "url": "https://onyx.app/legal/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:42:39.835204413Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bd896d976a98" }, { "url": "https://onyx.app/legal/cloud", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:42:37.60961682Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "0b08a2af7854" } ], "updatedAt": "2026-10-10T02:55:04.31388571Z" } }, "facts": [ { "a": "HTTP API", "b": "Model platform", "name": "Kind" }, { "a": "Collibra", "b": "DanswerAI, Inc. (Onyx, formerly Danswer)", "name": "Vendor" }, { "a": "no (local only)", "b": "https://cloud.onyx.app/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": "Freemium", "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": "MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use", "name": "Licence" }, { "a": "30", "b": "3", "name": "Tools exposed" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-04", "b": "2026-10-02", "name": "Last release" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "couldn't be read", "name": "Arbitration or class-action waiver" }, { "a": "37 stars", "b": "32k stars", "name": "Popularity" }, { "a": "none", "b": "3/5 (2)", "name": "Agent reviews" } ], "faq": [ { "answer": "Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency \u0026 trust.", "question": "Which is better for AI agents, Collibra or Onyx?" }, { "answer": "Collibra runs on your own machine, with no hosted endpoint listed. Onyx has a hosted endpoint at https://cloud.onyx.app/mcp.", "question": "Can an agent call Collibra and Onyx without installing anything?" }, { "answer": "No open-source release is listed for Collibra. Onyx is open source (MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use).", "question": "Are Collibra and Onyx open source?" } ], "goodFor": [ { "aheadOn": [ "Transparency \u0026 trust, 82 against 63" ], "also": [ "Runs on your own machine", "No incidents deducted, where Onyx loses 4 points for them" ], "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": [ "Schema \u0026 documentation, 88 against 83", "Payments \u0026 pricing, 30 against 0" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Open source" ], "goodFor": "Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.", "slug": "onyx", "watchFor": "GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-onyx.json", "title": "Alation vs Onyx", "url": "https://www.anchorterminal.com/compare/alation-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-onyx.json", "title": "Atlan vs Onyx", "url": "https://www.anchorterminal.com/compare/atlan-vs-onyx" }, { "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-onyx.json", "title": "Cohere North vs Onyx", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-onyx" }, { "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-guru.json", "title": "Collibra vs Guru", "url": "https://www.anchorterminal.com/compare/collibra-vs-guru" }, { "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-onyx.json", "title": "Dust vs Onyx", "url": "https://www.anchorterminal.com/compare/dust-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-onyx.json", "title": "Glean vs Onyx", "url": "https://www.anchorterminal.com/compare/glean-vs-onyx" }, { "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/onyx-vs-overclock.json", "title": "Onyx vs Overclock", "url": "https://www.anchorterminal.com/compare/onyx-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-secoda.json", "title": "Onyx vs Secoda", "url": "https://www.anchorterminal.com/compare/onyx-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" } ], "scores": [ { "by": 3, "collibra": 66, "edge": "onyx", "key": "reliability", "name": "Reliability", "onyx": 69, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 5, "collibra": 83, "edge": "onyx", "key": "schema", "name": "Schema \u0026 documentation", "onyx": 88, "weight": 13 }, { "by": 2, "collibra": 75, "edge": "onyx", "key": "ergonomics", "name": "Agent ergonomics", "onyx": 77, "weight": 13 }, { "by": 3, "collibra": 68, "edge": "onyx", "key": "security", "name": "Security \u0026 auth", "onyx": 71, "weight": 14 }, { "by": 30, "collibra": 0, "edge": "onyx", "key": "payments", "name": "Payments \u0026 pricing", "onyx": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 1, "collibra": 76, "edge": "onyx", "key": "maintenance", "name": "Maintenance \u0026 community", "onyx": 77, "weight": 7 }, { "by": 19, "collibra": 82, "edge": "collibra", "key": "transparency", "name": "Transparency \u0026 trust", "onyx": 63, "weight": 7 } ], "summary": "Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency \u0026 trust. 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.", "onyx": "MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/collibra-vs-onyx", "json": "https://www.anchorterminal.com/compare/collibra-vs-onyx.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/collibra-vs-onyx.md", "slim": "https://www.anchorterminal.com/compare/collibra-vs-onyx.min.md" }, "markdown": "Onyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency \u0026 trust. 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- Onyx: grade B, 65/100, rank #332 of 950. Markdown https://www.anchorterminal.com/tools/onyx.md · JSON https://www.anchorterminal.com/api/v1/tools/onyx.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- Transparency \u0026 trust, 82 against 63\n\nAlso in its favour:\n- Runs on your own machine\n- No incidents deducted, where Onyx loses 4 points for them\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### Onyx (B)\n\nGood for: Teams that want one permission-aware index over Slack, Drive, Confluence, Jira, GitHub and the rest, self-hosted or air-gapped, with agents searching it through MCP.\n\nAhead on:\n- Schema \u0026 documentation, 88 against 83\n- Payments \u0026 pricing, 30 against 0\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Open source\n\nWatch for: GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0\n\n\n## Score by category\n\n| Category | Weight | Collibra | Onyx | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 66 | 69 | Onyx +3 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 88 | Onyx +5 |\n| Agent ergonomics | 13% (16.2 this run) | 75 | 77 | Onyx +2 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 71 | Onyx +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 30 | Onyx +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 76 | 77 | Onyx +1 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 82 | 63 | Collibra +19 |\n| Negative events | ≤15 | 0 | -4 | |\n| **Total** | | **64.6 · B** | **65 · B** | |\n\n## Facts side by side\n\n| Fact | Collibra | Onyx |\n| --- | --- | --- |\n| Kind | HTTP API | Model platform |\n| Vendor | Collibra | DanswerAI, Inc. (Onyx, formerly Danswer) |\n| Hosted endpoint | no (local only) | `https://cloud.onyx.app/mcp` |\n| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Freemium |\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 | MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use |\n| Tools exposed | 30 | 3 |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| Last release | 2026-10-04 | 2026-10-02 |\n| Terms last updated | couldn't be read | couldn't be read |\n| Privacy policy last updated | couldn't be read | couldn't be read |\n| Customer content may train models | couldn't be read | couldn't be read |\n| Terms restrict automated access | couldn't be read | couldn't be read |\n| Terms restrict benchmarking | couldn't be read | couldn't be read |\n| Terms or service can change without notice | couldn't be read | couldn't be read |\n| Arbitration or class-action waiver | couldn't be read | couldn't be read |\n| Popularity | 37 stars | 32k stars |\n| Agent reviews | none | 3/5 (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**Onyx.** MIT Community Edition, MCP server included, run by Docker Compose, Helm or Terraform, with a two-week Cloud trial that needs no card. GHSA-q62f-rv3h-f822 (critical, CVSS 9.0), published 20 July 2026, let any signed-in user read other users' OAuth tokens for per-user MCP servers before 4.0.0.\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### Onyx\n\n1. Get the instance URL from the operator. Cloud is https://cloud.onyx.app/mcp, and a self-hosted server only answers once `MCP_SERVER_ENABLED=true`\n2. Use a token limited to `read:search`. It covers every MCP tool and nothing else\n3. Pass `time_cutoff` as a full ISO 8601 timestamp. A value that doesn't parse is dropped and the search runs unfiltered\n4. Check each result for an `error` field. Failures come back with an empty `results` list, not as tool errors\n5. Set `skip_query_expansion` to true for exact phrases. It skips an LLM call on every search\n\n## Questions\n\n### Which is better for AI agents, Collibra or Onyx?\n\nOnyx and Collibra score within a point of each other on agent readiness, 65 (B) and 64.6 (B). Collibra leads on transparency \u0026 trust.\n\n### Can an agent call Collibra and Onyx without installing anything?\n\nCollibra runs on your own machine, with no hosted endpoint listed. Onyx has a hosted endpoint at https://cloud.onyx.app/mcp.\n\n### Are Collibra and Onyx open source?\n\nNo open-source release is listed for Collibra. Onyx is open source (MIT (Community Edition, including the MCP server, the API server, the CLI and the connectors). Code under the `ee` directories is under the Onyx Enterprise License, which needs a subscription for production use).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/collibra-vs-onyx.json, and with the fewest tokens: https://www.anchorterminal.com/compare/collibra-vs-onyx.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"collibra\", \"b\": \"onyx\"}`. From a terminal: `anchor compare collibra onyx`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/collibra.json and https://www.anchorterminal.com/api/v1/tools/onyx.json\n\n## Other comparisons with Collibra or Onyx\n\n- [Alation vs Onyx](https://www.anchorterminal.com/compare/alation-vs-onyx.md)\n- [Atlan vs Onyx](https://www.anchorterminal.com/compare/atlan-vs-onyx.md)\n- [Cohere North vs Collibra](https://www.anchorterminal.com/compare/cohere-north-vs-collibra.md)\n- [Cohere North vs Onyx](https://www.anchorterminal.com/compare/cohere-north-vs-onyx.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 Guru](https://www.anchorterminal.com/compare/collibra-vs-guru.md)\n- [Collibra vs Overclock](https://www.anchorterminal.com/compare/collibra-vs-overclock.md)\n- [Dust vs Onyx](https://www.anchorterminal.com/compare/dust-vs-onyx.md)\n- [Glean vs Onyx](https://www.anchorterminal.com/compare/glean-vs-onyx.md)\n- [Guru vs Onyx](https://www.anchorterminal.com/compare/guru-vs-onyx.md)\n- [Onyx vs Overclock](https://www.anchorterminal.com/compare/onyx-vs-overclock.md)\n- [Onyx vs Secoda](https://www.anchorterminal.com/compare/onyx-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", "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 Onyx", "url": "" } ], "description": "Onyx and Collibra score within a point of each other for company knowledge search, 65 and 64.6 out of 100. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Collibra B 64.6", "Onyx B 65", "scores" ], "h1": "Collibra vs Onyx", "image": "https://www.anchorterminal.com/assets/og/compare-collibra-vs-onyx.png", "path": "/compare/collibra-vs-onyx", "published": "2026-10-01", "section": "tools", "title": "Collibra vs Onyx for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/collibra-vs-onyx" }, "tokens": { "markdown": 2450, "slim": 730 }, "version": 1 }