{ "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 Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on security \u0026 auth, payments \u0026 pricing and maintenance \u0026 community.", "b": { "slug": "dust", "name": "Dust", "vendor": "Permutation Labs", "vendorUrl": "https://dust.tt", "kind": "http-api", "category": "company-knowledge", "summary": "Dust is a platform for building AI agents on a company's documents and connected tools, from Permutation Labs in Paris. Outside agents reach it through a REST API, a JavaScript SDK, a CLI and a remote MCP server with OAuth.", "url": "https://www.anchorterminal.com/tools/dust", "markdownUrl": "https://www.anchorterminal.com/tools/dust.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/dust.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/dust.json", "repo": "https://github.com/dust-tt/dust", "license": "MIT for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli`", "transports": [ "http" ], "remoteUrl": "https://dust.tt/mcp", "packages": [ { "registry": "npm", "name": "@dust-tt/client" }, { "registry": "npm", "name": "@dust-tt/dust-cli" } ], "auth": "mixed", "authNotes": "Self-serve. The REST API takes a workspace API key as a Bearer token, created by an admin in the workspace under Developers, API Keys. A key can be limited to chosen spaces and given a spending cap on a rolling 30 days. The remote MCP server takes OAuth only, with dynamic client registration or a client ID metadata document, and the token works as the signed-in user. The client-side MCP server (preview) needs an OAuth personal access token. Sign-in to create a workspace is in a browser.", "pricing": "freemium", "pricingNotes": "Free seat with 500 lifetime credits. Pro is €30 a seat a month (€24 billed yearly) with 8,000 credits, Max €150 (€120 yearly) with 40,000, and Enterprise is by quote, as dust.tt/home/pricing showed our reader in euros. API and other programmatic usage has no free credits and draws only on the workspace credit pool, bought as top-ups on Business or committed on Enterprise. No price per top-up credit was found (checked 2026-10-08).", "priceSummary": "Freemium", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the docs index, the OpenAPI document or the pricing page (checked 2026-10-08).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 1482, "npmWeekly": 17225, "pypiWeekly": null, "asOf": "2026-10-08" }, "docsUrl": "https://docs.dust.tt", "llmsTxt": "https://docs.dust.tt/llms.txt", "openapi": "https://raw.githubusercontent.com/dust-tt/dust/refs/heads/main/front-api/public/swagger.json", "capabilities": [ "knowledge.search", "agent.mcp-client" ], "tags": [ "hosted", "open-source", "mit", "mcp", "oauth", "openapi", "llms-txt", "typescript", "cli", "eu-region", "status-page", "soc2", "freemium" ], "lastRelease": "2026-10-08", "graded": true, "anchor": { "graded": true, "score": 62.8, "grade": "B", "agentReady": false, "rank": 419, "ranked": true, "rankOf": 950, "categoryRank": 6, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 67, "maintenance": 86, "payments": 20, "reliability": 53, "schema": 75, "security": 75, "transparency": 68 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": 0, "verdict": "The whole platform is MIT on GitHub, with a public OpenAPI document of 68 operations, llms.txt and a remote MCP server that acts with the signed-in user's access. API calls that run agents draw only on a paid workspace credit pool, and the terms of service could not be read.", "bestFor": "A team that already works in Dust and wants an outside agent to search its spaces, read documents and call its agents with a user's own access.", "strengths": [ "The platform's source is public under the MIT licence at github.com/dust-tt/dust, with commits on the day of the check", "Public OpenAPI 3.0 document with 68 operations, plus llms.txt and a Markdown copy of each docs page", "Remote MCP server at `https://dust.tt/mcp` and `https://eu.dust.tt/mcp`, with OAuth, dynamic client registration and the signed-in user's own access", "API keys can be limited to chosen spaces and given a spending cap on a rolling 30 days", "SOC 2 Type II on the security page, a HackerOne disclosure programme, and US or EU hosting" ], "weaknesses": [ "Programmatic usage has no free credits. It draws only on the workspace credit pool, which Free seats cannot use", "Rate limits are published for document upserts and app runs only, and no Retry-After guidance was found in the docs", "The terms link redirects to a Notion site drawn by script, so the service terms, any SLA and the DPA went unread", "Audit logs are an Enterprise feature, and no security.txt is published (404)", "Two major incidents on status.dust.tt in the last 90 days, one of 2 hours 3 minutes on 16 July 2026 that covered the API" ], "agentNotes": [ "Use `https://eu.dust.tt` for a workspace in the EU region and `https://dust.tt` otherwise, for both the API and the MCP server", "Connect an MCP client by OAuth and send the `resource` parameter in authorisation and token requests. API keys do not work on the MCP server", "Expect HTTP 429 with type `rate_limit_error` when the credit pool, the programmatic monthly cap or the key's spend cap is exhausted. Retrying will not help", "Call `GET /api/v1/w/{wId}/search` with `limit` (1 to 100, default 25) and `cursor`, or a data source view's search with `top_k`", "Keep document upserts under 120 a minute per workspace" ], "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": 62.8 } ], "editorialScores": { "ergonomics": 67, "maintenance": 86, "payments": 20, "reliability": 53, "schema": 75, "security": 75, "transparency": 71 }, "provenanceScore": 64 }, "connect": { "install": "npm install @dust-tt/client", "config": { "mcpServers": { "dust": { "type": "http", "url": "https://dust.tt/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/dust" }, "area": "business", "provenance": { "legalEntity": "Permutation Labs", "domain": "dust.tt", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "", "privacy": "https://dust.tt/home/platform-privacy", "statusPage": "https://status.dust.tt", "changelog": "https://docs.dust.tt/docs/changelog", "securityTxt": "none", "checked": "2026-10-08", "notes": [ "The Platform Privacy Policy names Permutation Labs, 86 avenue de Wagram, 75017 Paris, France. It covers the platform where Dust is the data controller, not customer data Dust handles as a processor.", "No terms link is recorded. dust.tt/terms redirects (308) to a Notion site, dust-tt.notion.site, which is drawn by script and gave our reader no text, so we could not tell which document there governs the platform.", "The API and the MCP server answer on dust.tt and eu.dust.tt. OAuth for MCP is at signin.dust.tt.", "dust.tt/.well-known/security.txt returns 404. The repository's SECURITY.md sends reports to dust.tt/home/vulnerability, a HackerOne programme.", "No RDAP service answers for the .tt registry, so the domain's registration date is not recorded.", "dust.tt/robots.txt returns 404. docs.dust.tt/robots.txt carries `Content-Signal: ai-train=yes, search=yes, ai-input=yes`." ], "score": 64 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/dust.json", "live": { "slug": "dust", "probe": { "target": "https://dust.tt/mcp", "method": "get", "lastAt": "2026-10-10T01:37:50.379474084Z", "lastOk": true, "lastStatus": 401, "lastMs": 244, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 158, "p95ms24h": 315, "samples24h": 186, "samples30d": 186, "days": [ { "date": "2026-10-09", "probes": 169, "ok": 169 }, { "date": "2026-10-10", "probes": 17, "ok": 17 } ] }, "vendorStatus": { "page": "https://status.dust.tt", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-10T01:33:37.986216757Z" }, "versions": [ { "registry": "github", "name": "dust-tt/dust", "version": "dsbx-v0.1.67", "released": "2026-10-05", "seenAt": "2026-10-09T16:50:56.001470119Z" }, { "registry": "npm", "name": "@dust-tt/client", "version": "1.2.9", "seenAt": "2026-10-09T16:50:53.756993475Z" }, { "registry": "npm", "name": "@dust-tt/dust-cli", "version": "0.4.6", "seenAt": "2026-10-09T16:50:54.712857633Z" } ], "githubStars": 1482, "npmWeekly": 12989, "securityTxt": { "url": "https://dust.tt/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:40:14.622408169Z" }, "llmsTxt": { "url": "https://docs.dust.tt/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:01:49.349497912Z" }, "pages": [ { "url": "https://docs.dust.tt/docs/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:37:15.545270397Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "2cb7e752ee10" }, { "url": "https://dust.tt/home/platform-privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:38:57.721348217Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "1317b1676811" } ], "updatedAt": "2026-10-10T01:37:50.379474084Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Collibra", "b": "Permutation Labs", "name": "Vendor" }, { "a": "no (local only)", "b": "https://dust.tt/mcp", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP, stdio", "b": "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 for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli", "name": "Licence" }, { "a": "30", "b": "none", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-04", "b": "2026-10-08", "name": "Last release" }, { "a": "couldn't be read", "b": "no document linked", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "no date given", "name": "Privacy policy last updated" }, { "a": "couldn't be read", "b": "", "name": "Customer content may train models" }, { "a": "couldn't be read", "b": "", "name": "Terms restrict automated access" }, { "a": "couldn't be read", "b": "", "name": "Terms restrict benchmarking" }, { "a": "couldn't be read", "b": "", "name": "Terms or service can change without notice" }, { "a": "couldn't be read", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "37 stars", "b": "1.5k stars, 17k npm/wk", "name": "Popularity" } ], "faq": [ { "answer": "Collibra scores 64.6 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on security \u0026 auth, payments \u0026 pricing and maintenance \u0026 community.", "question": "Which is better for AI agents, Collibra or Dust?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Collibra and Dust need an API key?" }, { "answer": "Collibra runs on your own machine, with no hosted endpoint listed. Dust has a hosted endpoint at https://dust.tt/mcp.", "question": "Can an agent call Collibra and Dust without installing anything?" }, { "answer": "No open-source release is listed for Collibra. Dust is open source (MIT for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli`).", "question": "Are Collibra and Dust open source?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 66 against 53", "Schema \u0026 documentation, 83 against 75", "Agent ergonomics, 75 against 67", "Transparency \u0026 trust, 82 against 68" ], "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": [ "Security \u0026 auth, 75 against 68", "Payments \u0026 pricing, 20 against 0", "Maintenance \u0026 community, 86 against 76" ], "also": [ "A hosted endpoint, with nothing to install", "Open source" ], "goodFor": "A team that already works in Dust and wants an outside agent to search its spaces, read documents and call its agents with a user's own access.", "slug": "dust", "watchFor": "Programmatic usage has no free credits. It draws only on the workspace credit pool, which Free seats cannot use" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-dust.json", "title": "Alation vs Dust", "url": "https://www.anchorterminal.com/compare/alation-vs-dust" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-dust.json", "title": "Atlan vs Dust", "url": "https://www.anchorterminal.com/compare/atlan-vs-dust" }, { "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-dust.json", "title": "Cohere North vs Dust", "url": "https://www.anchorterminal.com/compare/cohere-north-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-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-glean.json", "title": "Dust vs Glean", "url": "https://www.anchorterminal.com/compare/dust-vs-glean" }, { "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/dust-vs-onyx.json", "title": "Dust vs Onyx", "url": "https://www.anchorterminal.com/compare/dust-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-overclock.json", "title": "Dust vs Overclock", "url": "https://www.anchorterminal.com/compare/dust-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-secoda.json", "title": "Dust vs Secoda", "url": "https://www.anchorterminal.com/compare/dust-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": 13, "collibra": 66, "dust": 53, "edge": "collibra", "key": "reliability", "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 8, "collibra": 83, "dust": 75, "edge": "collibra", "key": "schema", "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 8, "collibra": 75, "dust": 67, "edge": "collibra", "key": "ergonomics", "name": "Agent ergonomics", "weight": 13 }, { "by": 7, "collibra": 68, "dust": 75, "edge": "dust", "key": "security", "name": "Security \u0026 auth", "weight": 14 }, { "by": 20, "collibra": 0, "dust": 20, "edge": "dust", "key": "payments", "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 10, "collibra": 76, "dust": 86, "edge": "dust", "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 14, "collibra": 82, "dust": 68, "edge": "collibra", "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Collibra scores 64.6 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on security \u0026 auth, payments \u0026 pricing and maintenance \u0026 community. 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.", "dust": "The whole platform is MIT on GitHub, with a public OpenAPI document of 68 operations, llms.txt and a remote MCP server that acts with the signed-in user's access. API calls that run agents draw only on a paid workspace credit pool, and the terms of service could not be read." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/collibra-vs-dust", "json": "https://www.anchorterminal.com/compare/collibra-vs-dust.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/collibra-vs-dust.md", "slim": "https://www.anchorterminal.com/compare/collibra-vs-dust.min.md" }, "markdown": "Collibra scores 64.6 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on security \u0026 auth, payments \u0026 pricing and maintenance \u0026 community. 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- Dust: grade B, 62.8/100, rank #419 of 950. Markdown https://www.anchorterminal.com/tools/dust.md · JSON https://www.anchorterminal.com/api/v1/tools/dust.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 53\n- Schema \u0026 documentation, 83 against 75\n- Agent ergonomics, 75 against 67\n- Transparency \u0026 trust, 82 against 68\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### Dust (B)\n\nGood for: A team that already works in Dust and wants an outside agent to search its spaces, read documents and call its agents with a user's own access.\n\nAhead on:\n- Security \u0026 auth, 75 against 68\n- Payments \u0026 pricing, 20 against 0\n- Maintenance \u0026 community, 86 against 76\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Open source\n\nWatch for: Programmatic usage has no free credits. It draws only on the workspace credit pool, which Free seats cannot use\n\n\n## Score by category\n\n| Category | Weight | Collibra | Dust | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 66 | 53 | Collibra +13 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 75 | Collibra +8 |\n| Agent ergonomics | 13% (16.2 this run) | 75 | 67 | Collibra +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 75 | Dust +7 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 20 | Dust +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 76 | 86 | Dust +10 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 82 | 68 | Collibra +14 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **64.6 · B** | **62.8 · B** | |\n\n## Facts side by side\n\n| Fact | Collibra | Dust |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Collibra | Permutation Labs |\n| Hosted endpoint | no (local only) | `https://dust.tt/mcp` |\n| Transports | HTTP, Streamable HTTP, stdio | 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 for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli` |\n| Tools exposed | 30 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-04 | 2026-10-08 |\n| Terms last updated | couldn't be read | no document linked |\n| Privacy policy last updated | couldn't be read | no date given |\n| Customer content may train models | couldn't be read | |\n| Terms restrict automated access | couldn't be read | |\n| Terms restrict benchmarking | couldn't be read | |\n| Terms or service can change without notice | couldn't be read | |\n| Arbitration or class-action waiver | couldn't be read | |\n| Popularity | 37 stars | 1.5k stars, 17k npm/wk |\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**Dust.** The whole platform is MIT on GitHub, with a public OpenAPI document of 68 operations, llms.txt and a remote MCP server that acts with the signed-in user's access. API calls that run agents draw only on a paid workspace credit pool, and the terms of service could not be read.\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### Dust\n\n1. Use `https://eu.dust.tt` for a workspace in the EU region and `https://dust.tt` otherwise, for both the API and the MCP server\n2. Connect an MCP client by OAuth and send the `resource` parameter in authorisation and token requests. API keys do not work on the MCP server\n3. Expect HTTP 429 with type `rate_limit_error` when the credit pool, the programmatic monthly cap or the key's spend cap is exhausted. Retrying will not help\n4. Call `GET /api/v1/w/{wId}/search` with `limit` (1 to 100, default 25) and `cursor`, or a data source view's search with `top_k`\n5. Keep document upserts under 120 a minute per workspace\n\n## Questions\n\n### Which is better for AI agents, Collibra or Dust?\n\nCollibra scores 64.6 (B) on agent readiness against Dust's 62.8 (B), and leads in 4 of 7 scored categories. Dust leads on security \u0026 auth, payments \u0026 pricing and maintenance \u0026 community.\n\n### Do Collibra and Dust need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Collibra and Dust without installing anything?\n\nCollibra runs on your own machine, with no hosted endpoint listed. Dust has a hosted endpoint at https://dust.tt/mcp.\n\n### Are Collibra and Dust open source?\n\nNo open-source release is listed for Collibra. Dust is open source (MIT for the platform's source at github.com/dust-tt/dust. The hosted service is sold under Dust's own terms. The npm page gives ISC for `@dust-tt/client` and MIT for `@dust-tt/dust-cli`).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/collibra-vs-dust.json, and with the fewest tokens: https://www.anchorterminal.com/compare/collibra-vs-dust.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"collibra\", \"b\": \"dust\"}`. From a terminal: `anchor compare collibra dust`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/collibra.json and https://www.anchorterminal.com/api/v1/tools/dust.json\n\n## Other comparisons with Collibra or Dust\n\n- [Alation vs Dust](https://www.anchorterminal.com/compare/alation-vs-dust.md)\n- [Atlan vs Dust](https://www.anchorterminal.com/compare/atlan-vs-dust.md)\n- [Cohere North vs Collibra](https://www.anchorterminal.com/compare/cohere-north-vs-collibra.md)\n- [Cohere North vs Dust](https://www.anchorterminal.com/compare/cohere-north-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 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 Glean](https://www.anchorterminal.com/compare/dust-vs-glean.md)\n- [Dust vs Guru](https://www.anchorterminal.com/compare/dust-vs-guru.md)\n- [Dust vs Onyx](https://www.anchorterminal.com/compare/dust-vs-onyx.md)\n- [Dust vs Overclock](https://www.anchorterminal.com/compare/dust-vs-overclock.md)\n- [Dust vs Secoda](https://www.anchorterminal.com/compare/dust-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 Dust", "url": "" } ], "description": "Collibra scores 64.6 (B) to Dust's 62.8 (B) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Collibra B 64.6", "Dust B 62.8", "scores" ], "h1": "Collibra vs Dust", "image": "https://www.anchorterminal.com/assets/og/compare-collibra-vs-dust.png", "path": "/compare/collibra-vs-dust", "published": "2026-10-01", "section": "tools", "title": "Collibra vs Dust for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/collibra-vs-dust" }, "tokens": { "markdown": 2450, "slim": 780 }, "version": 1 }