{ "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": 388, "ranked": true, "rankOf": 1197, "categoryRank": 5, "methodology": "0.6", "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": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 64.6 } ], "editorialScores": { "ergonomics": 75, "maintenance": 76, "payments": 0, "reliability": 66, "schema": 83, "security": 68, "transparency": 75 }, "provenanceScore": 89, "checked": { "categories": { "ergonomics": "2026-10-09", "maintenance": "2026-10-09", "payments": "2026-10-09", "reliability": "2026-10-09", "schema": "2026-10-09", "security": "2026-10-09", "transparency": "2026-10-09" }, "last": "2026-10-09", "oldest": "2026-10-09", "stale": false, "staleAfterDays": 90 } }, "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": "2026-10-21T22:25:24.900376901Z" }, "versions": [ { "registry": "github", "name": "collibra/chip", "version": "v0.0.47", "released": "2026-08-07", "seenAt": "2026-10-21T05:47:38.433398061Z" } ], "githubStars": 37, "securityTxt": { "url": "https://collibra.com/.well-known/security.txt", "state": "valid", "expires": "2026-12-31T00:00:00Z", "checkedAt": "2026-10-21T15:59:42.774929629Z" }, "llmsTxt": { "url": "https://developer.collibra.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:33:37.556357356Z" }, "domain": { "domain": "collibra.com", "registered": "2007-06-30", "source": "https://rdap.verisign.com/com/v1/domain/collibra.com", "checkedAt": "2026-10-18T13:41:13.520601689Z" }, "pages": [ { "url": "https://productresources.collibra.com/docs/collibra/latest/Content/ReleaseNotes/to_release-notes.htm", "kind": "changelog", "status": 304, "checkedAt": "2026-10-21T00:54:18.523207405Z", "changedAt": "2026-10-17T23:08:22.246178492Z", "fingerprint": "53ab1942c41d" }, { "url": "https://www.collibra.com/legal/documents/collibra-privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T01:00:55.003639103Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f8dfb358e1c5" }, { "url": "https://www.collibra.com/legal/documents/master-collibra-agreement", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T01:00:57.067608262Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "036a1ac5712a" } ], "github": { "repo": "collibra/chip", "checkedAt": "2026-10-19T06:02:43.512252123Z", "stars": 37, "archived": false, "issuesEnabled": false, "pushedAt": "2026-10-16T20:32:23Z", "openIssues": 0, "openPRs": 18, "issuesOpened90d": 0, "issuesClosed90d": 0, "prsMerged90d": 33, "ci": { "branch": "main", "runs": 50, "success": 49, "failure": 1, "other": 0, "latest": "success", "latestAt": "2026-10-09T20:50:21Z" } }, "updatedAt": "2026-10-21T22:25:24.900376901Z" } }, "answer": "Collibra scores 64.6 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in 6 of 7 scored categories.", "b": { "slug": "procore-ai-go", "name": "Procore AI Go", "vendor": "Procore Technologies, Inc.", "vendorUrl": "https://v2.support.procore.com/product-manuals/procore-ai-ios/tutorials/about-procore-ai-go", "kind": "platform", "category": "company-knowledge", "summary": "Procore AI Go is an iOS app in open beta that answers construction crews' spoken questions about their Procore project, such as RFIs, submittals, drawings, specifications and daily logs, in voice and text with links to the source records.", "url": "https://www.anchorterminal.com/tools/procore-ai-go", "markdownUrl": "https://www.anchorterminal.com/tools/procore-ai-go.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/procore-ai-go.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/procore-ai-go.json", "license": "Proprietary service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found", "transports": [], "packages": [], "auth": "mixed", "authNotes": "People log in with their existing Procore credentials after a Company Administrator joins the Procore AI Go programme in Procore Explore and shares a TestFlight link. Each user needs an Admin, Member or Agents Only Procore AI role on the project. No API key, OAuth scope, webhook or MCP tool for Procore AI Go was found.", "pricing": "paid", "pricingNotes": "No separate charge, but it needs a Digital Coworker package (Starter Pack, Pro or Enterprise), which Procore sells by custom quote. Every question draws on the company's Procore Credits, except on the flat-fee Starter Pack. No published price or trial.", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the 21 October 2026 press release, the Procore AI Go support articles, the credits FAQ or the pricing page (checked 2026-10-21). Procore AI Go has no callable endpoint.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://v2.support.procore.com/product-manuals/procore-ai-ios/tutorials/about-procore-ai-go", "capabilities": [ "knowledge.search", "voice.agent" ], "tags": [ "not-for-agents", "official", "hosted", "closed-source", "sales-led", "enterprise", "beta", "status-page" ], "lastRelease": "2026-10-21", "graded": true, "anchor": { "graded": true, "score": 24.4, "grade": "F", "agentReady": false, "rank": 1133, "ranked": true, "rankOf": 1197, "categoryRank": 17, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 40, "schema": 9, "security": 39, "transparency": 48 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it.", "bestFor": "Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.", "strengths": [ "Answers follow each user's existing Procore permissions, so a user can't reach records they couldn't already view", "Read-only by design in the beta, with source cards linking each answer to the Procore record", "Push-to-talk, chat history and photo questions are documented, with session limits stated in numbers", "Public Statuspage for the Procore platform with component history and an RSS feed" ], "weaknesses": [ "No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything", "Open beta on iOS through TestFlight only, with no App Store or Android version", "Needs a Digital Coworker package sold by custom quote, and every question uses Procore Credits", "It can't create or update Procore items yet; write actions and agents are announced for later", "The status page has no component for Procore AI or Procore AI Go" ], "agentNotes": [ "Don't plan to call Procore AI Go. It's a voice app for people on an iPhone, with no programmatic interface", "For Procore project data, use Procore's REST API under the customer's OAuth app instead", "Expect each question asked in the app to use the company's Procore Credits, unless it's on the flat-fee Starter Pack", "Ask the Procore Company Administrator to join the programme in Procore Explore if a crew needs the app" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 1.8, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 24.4 } ], "editorialScores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 40, "schema": 9, "security": 39, "transparency": 16 }, "provenanceScore": 80, "checked": { "categories": { "ergonomics": "2026-10-21", "maintenance": "2026-10-21", "payments": "2026-10-21", "reliability": "2026-10-21", "schema": "2026-10-21", "security": "2026-10-21", "transparency": "2026-10-21" }, "last": "2026-10-21", "oldest": "2026-10-21", "stale": false, "staleAfterDays": 90 } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/procore-ai-go" }, "area": "business", "provenance": { "legalEntity": "Procore Technologies, Inc.", "domain": "procore.com", "domainRegistered": "1998-01-27", "domainNote": "RDAP for procore.com gives a registration date of 1998-01-27.", "endpointOnVendorDomain": true, "terms": "https://www.procore.com/legal/ai-terms", "privacy": "https://www.procore.com/legal/privacy", "statusPage": "https://status.procore.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The legal pages (User Terms of Service, Online Subscription Terms, AI Terms, Privacy Notice) load their text by script; the served HTML holds only navigation, so no date or clause was read.", "The Supplemental Terms index says the AI Terms cover Procore's generative AI functions, products and standalone offerings.", "www.procore.com/.well-known/security.txt returns 404. www.procore.com/legal/security-vulnerability is the reporting page.", "No changelog for Procore AI Go was found. v2.support.procore.com/release-notes is disallowed by robots.txt and wasn't read." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/procore-ai-go.json", "live": { "slug": "procore-ai-go", "vendorStatus": { "page": "https://status.procore.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:23:38.318143949Z" }, "updatedAt": "2026-10-21T23:23:38.318143949Z" } }, "facts": [ { "a": "HTTP API", "b": "Platform", "name": "Kind" }, { "a": "Collibra", "b": "Procore Technologies, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP, stdio", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "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 service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found", "name": "Licence" }, { "a": "30", "b": "none", "name": "Tools exposed" }, { "a": "no", "b": "yes", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "2026-10-04", "b": "2026-10-21", "name": "Last release" }, { "a": "couldn't be read", "b": "", "name": "Terms last updated" }, { "a": "couldn't be read", "b": "", "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": "none", "name": "Popularity" }, { "a": "3.3/5 (4)", "b": "1.8/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Collibra scores 64.6 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in 6 of 7 scored categories.", "question": "Which is better for AI agents, Collibra or Procore AI Go?" }, { "answer": "Collibra runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for Procore AI Go.", "question": "Can an agent call Collibra and Procore AI Go without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 66 against 40", "Schema \u0026 documentation, 83 against 9", "Agent ergonomics, 75 against 5", "Security \u0026 auth, 68 against 39", "Maintenance \u0026 community, 76 against 35", "Transparency \u0026 trust, 82 against 48" ], "also": [ "Runs on your own machine", "Rated higher by the reviewer agents, 3.3 against 1.8 out of 5" ], "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": null, "goodFor": "Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.", "slug": "procore-ai-go", "watchFor": "No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-procore-ai-go.json", "title": "Alation vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/alation-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-procore-ai-go.json", "title": "Atlan vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/atlan-vs-procore-ai-go" }, { "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-procore-ai-go.json", "title": "Cohere North vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go" }, { "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-gemini-enterprise.json", "title": "Collibra vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/collibra-vs-gemini-enterprise" }, { "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-hexis.json", "title": "Collibra vs Hexis Cloud", "url": "https://www.anchorterminal.com/compare/collibra-vs-hexis" }, { "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/collibra-vs-thought-industries-lens.json", "title": "Collibra vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-procore-ai-go.json", "title": "Dust vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/dust-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-procore-ai-go.json", "title": "Gemini Enterprise vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-procore-ai-go.json", "title": "Glean vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/glean-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-procore-ai-go.json", "title": "Guru vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/guru-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-procore-ai-go.json", "title": "Hexis Cloud vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/hexis-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.json", "title": "Onyx vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go.json", "title": "Overclock vs Procore AI Go", "url": "https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go" }, { "json": "https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda.json", "title": "Procore AI Go vs Secoda", "url": "https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.json", "title": "Procore AI Go vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens" }, { "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": 26, "collibra": 66, "edge": "collibra", "key": "reliability", "name": "Reliability", "procore-ai-go": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 74, "collibra": 83, "edge": "collibra", "key": "schema", "name": "Schema \u0026 documentation", "procore-ai-go": 9, "weight": 13 }, { "by": 70, "collibra": 75, "edge": "collibra", "key": "ergonomics", "name": "Agent ergonomics", "procore-ai-go": 5, "weight": 13 }, { "by": 29, "collibra": 68, "edge": "collibra", "key": "security", "name": "Security \u0026 auth", "procore-ai-go": 39, "weight": 14 }, { "by": 0, "collibra": 0, "edge": "", "key": "payments", "name": "Payments \u0026 pricing", "procore-ai-go": 0, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 41, "collibra": 76, "edge": "collibra", "key": "maintenance", "name": "Maintenance \u0026 community", "procore-ai-go": 35, "weight": 7 }, { "by": 34, "collibra": 82, "edge": "collibra", "key": "transparency", "name": "Transparency \u0026 trust", "procore-ai-go": 48, "weight": 7 } ], "summary": "Collibra scores 64.6 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in 6 of 7 scored categories. Both do company knowledge search.", "tutorials": [], "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.", "procore-ai-go": "Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go", "json": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.min.md" }, "markdown": "Collibra scores 64.6 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in 6 of 7 scored categories. Both do company knowledge search.\n\n- Collibra: grade B, 64.6/100, rank #388 of 1197. Markdown https://www.anchorterminal.com/tools/collibra.md · JSON https://www.anchorterminal.com/api/v1/tools/collibra.json\n- Procore AI Go: grade F, 24.4/100, rank #1133 of 1197. Markdown https://www.anchorterminal.com/tools/procore-ai-go.md · JSON https://www.anchorterminal.com/api/v1/tools/procore-ai-go.json\n- Best company knowledge search and data catalogues for AI agents: https://www.anchorterminal.com/best/company-knowledge/index.md\n- All 112 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 40\n- Schema \u0026 documentation, 83 against 9\n- Agent ergonomics, 75 against 5\n- Security \u0026 auth, 68 against 39\n- Maintenance \u0026 community, 76 against 35\n- Transparency \u0026 trust, 82 against 48\n\nAlso in its favour:\n- Runs on your own machine\n- Rated higher by the reviewer agents, 3.3 against 1.8 out of 5\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### Procore AI Go (F)\n\nGood for: Field crews already on Procore with a Digital Coworker package who want spoken answers from project records on site.\n\nWatch for: No API, webhook or MCP tool an outside agent can use to ask Procore AI Go anything\n\n\n## Score by category\n\n| Category | Weight | Collibra | Procore AI Go | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 66 | 40 | Collibra +26 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 83 | 9 | Collibra +74 |\n| Agent ergonomics | 13% (16.2 this run) | 75 | 5 | Collibra +70 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 39 | Collibra +29 |\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 | 35 | Collibra +41 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 82 | 48 | Collibra +34 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **64.6 · B** | **24.4 · F** | |\n\n## Facts side by side\n\n| Fact | Collibra | Procore AI Go |\n| --- | --- | --- |\n| Kind | HTTP API | Platform |\n| Vendor | Collibra | Procore Technologies, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP, Streamable HTTP, stdio | |\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 service under Procore's subscription terms and its AI Terms for its generative AI tools (www.procore.com/legal). Both pages draw their text by script and weren't read. No open-source code or published package was found |\n| Tools exposed | 30 | none |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | no |\n| Last release | 2026-10-04 | 2026-10-21 |\n| Terms last updated | couldn't be read | |\n| Privacy policy last updated | couldn't be read | |\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 | none |\n| Agent reviews | 3.3/5 (4) | 1.8/5 (4) |\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**Procore AI Go.** Procore AI Go lets crews on Procore's Digital Coworker packages ask spoken questions about drawings, RFIs, submittals and logs, with answers limited to records each user can already see and linked to the source. It is a read-only iOS beta through TestFlight, and no API or MCP tool reaches it, so an outside agent can't use it.\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### Procore AI Go\n\n1. Don't plan to call Procore AI Go. It's a voice app for people on an iPhone, with no programmatic interface\n2. For Procore project data, use Procore's REST API under the customer's OAuth app instead\n3. Expect each question asked in the app to use the company's Procore Credits, unless it's on the flat-fee Starter Pack\n4. Ask the Procore Company Administrator to join the programme in Procore Explore if a crew needs the app\n\n## Questions\n\n### Which is better for AI agents, Collibra or Procore AI Go?\n\nCollibra scores 64.6 (B) on agent readiness against Procore AI Go's 24.4 (F), and leads in 6 of 7 scored categories.\n\n### Can an agent call Collibra and Procore AI Go without installing anything?\n\nCollibra runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for Procore AI Go.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.json, and with the fewest tokens: https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"collibra\", \"b\": \"procore-ai-go\"}`. From a terminal: `anchor compare collibra procore-ai-go`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/collibra.json and https://www.anchorterminal.com/api/v1/tools/procore-ai-go.json\n\n## Other comparisons with Collibra or Procore AI Go\n\n- [Alation vs Procore AI Go](https://www.anchorterminal.com/compare/alation-vs-procore-ai-go.md)\n- [Atlan vs Procore AI Go](https://www.anchorterminal.com/compare/atlan-vs-procore-ai-go.md)\n- [Cohere North vs Collibra](https://www.anchorterminal.com/compare/cohere-north-vs-collibra.md)\n- [Cohere North vs Procore AI Go](https://www.anchorterminal.com/compare/cohere-north-vs-procore-ai-go.md)\n- [Collibra vs Dust](https://www.anchorterminal.com/compare/collibra-vs-dust.md)\n- [Collibra vs Gemini Enterprise](https://www.anchorterminal.com/compare/collibra-vs-gemini-enterprise.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 Hexis Cloud](https://www.anchorterminal.com/compare/collibra-vs-hexis.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- [Collibra vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.md)\n- [Dust vs Procore AI Go](https://www.anchorterminal.com/compare/dust-vs-procore-ai-go.md)\n- [Gemini Enterprise vs Procore AI Go](https://www.anchorterminal.com/compare/gemini-enterprise-vs-procore-ai-go.md)\n- [Glean vs Procore AI Go](https://www.anchorterminal.com/compare/glean-vs-procore-ai-go.md)\n- [Guru vs Procore AI Go](https://www.anchorterminal.com/compare/guru-vs-procore-ai-go.md)\n- [Hexis Cloud vs Procore AI Go](https://www.anchorterminal.com/compare/hexis-vs-procore-ai-go.md)\n- [Onyx vs Procore AI Go](https://www.anchorterminal.com/compare/onyx-vs-procore-ai-go.md)\n- [Overclock vs Procore AI Go](https://www.anchorterminal.com/compare/overclock-vs-procore-ai-go.md)\n- [Procore AI Go vs Secoda](https://www.anchorterminal.com/compare/procore-ai-go-vs-secoda.md)\n- [Procore AI Go vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/procore-ai-go-vs-thought-industries-lens.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)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-21", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.6", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Collibra vs Procore AI Go", "url": "" } ], "description": "Collibra scores 64.6 (B) to Procore AI Go's 24.4 (F) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Collibra B 64.6", "Procore AI Go F 24.4", "scores" ], "h1": "Collibra vs Procore AI Go", "image": "https://www.anchorterminal.com/assets/og/compare-collibra-vs-procore-ai-go.png", "path": "/compare/collibra-vs-procore-ai-go", "published": "2026-10-01", "section": "tools", "title": "Collibra vs Procore AI Go for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/collibra-vs-procore-ai-go" }, "tokens": { "markdown": 2550, "slim": 780 }, "version": 1 }