{ "data": { "a": { "slug": "guru", "name": "Guru", "vendor": "Guru Technologies, Inc.", "vendorUrl": "https://www.getguru.com", "kind": "http-api", "category": "company-knowledge", "summary": "Hosted knowledge platform from Guru Technologies, Inc. in Philadelphia.", "url": "https://www.anchorterminal.com/tools/guru", "markdownUrl": "https://www.anchorterminal.com/tools/guru.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/guru.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/guru.json", "repo": "https://github.com/guruhq/remote-mcp-server", "license": "Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://mcp.api.getguru.com/mcp", "packages": [], "auth": "mixed", "authNotes": "MCP clients sign in with OAuth. Some popular clients are pre-approved and others need Guru Support to allowlist them, and no scopes are documented. Without OAuth, the MCP server takes `Authorization: Bearer EMAIL:TOKEN`. The REST API takes basic auth with the user's email and a token. User tokens read and write with the user's own permissions, and collection tokens are read-only and limited to one collection. The developer docs also have pages on OAuth2 clients and impersonation tokens.", "pricing": "paid", "pricingNotes": "getguru.com/pricing shows no plans or prices and sends every visitor to sales, describing the price as tailored to the organisation. We found no free plan or trial on the pricing or home pages. The terms say AI use is subject to usage limits and overage fees set in each order (checked 2026-10-03).", "priceSummary": "Paid", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the developer docs, the help centre MCP article or the pricing page (checked 2026-10-03).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-03" }, "docsUrl": "https://developer.getguru.com/docs/guru-mcp-server-overview", "llmsTxt": "https://developer.getguru.com/llms.txt", "openapi": "https://raw.githubusercontent.com/guruhq/guru-py-sdk/main/swagger/swagger.json", "registryName": "com.getguru/mcp-server", "capabilities": [ "knowledge.search", "work.docs" ], "tags": [ "hosted", "closed-source", "official", "mcp", "oauth", "openapi", "llms-txt", "python", "enterprise", "status-page" ], "graded": true, "anchor": { "graded": true, "score": 45.1, "grade": "E", "agentReady": false, "rank": 870, "ranked": true, "rankOf": 950, "categoryRank": 11, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 48, "maintenance": 46, "payments": 0, "reliability": 48, "schema": 58, "security": 52, "transparency": 59 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-03" }, "negative": 0, "verdict": "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.", "bestFor": "Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.", "strengths": [ "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry", "Every MCP and API call keeps the signed-in user's Guru permissions, and collection tokens are read-only and limited to one collection", "Swagger 2.0 file of 251 operations in Guru's Python SDK repository, plus llms.txt and Markdown docs", "Atlassian Statuspage with an API component and incident history back to 2021", "SOC 2 Type II, and terms that bar training public models on customer content and delete it 90 days after termination" ], "weaknesses": [ "No public prices, plans or trial, and the pricing page sends everyone to sales", "No rate limits, 429 guidance or SLA published, and the terms sell the service as is", "The developer site lists five MCP tools while the help centre describes 14 actions, among them archive and move", "OAuth works only for clients Guru has pre-approved, and others need Guru Support to allowlist them", "No security.txt, disclosure policy or bug bounty, and the help centre's release notes stop at April 2026" ], "agentNotes": [ "Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client", "Send `Authorization: Bearer email:token` to the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/", "Use a collection token for read-only work. User tokens write with the user's full rights", "Follow the `Link` header to page REST search results. Each page holds at most 50 cards", "Confirm with a person before archiving or moving cards. Guru documents no confirmation step" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 45.1 } ], "editorialScores": { "ergonomics": 48, "maintenance": 46, "payments": 0, "reliability": 48, "schema": 58, "security": 52, "transparency": 47 }, "provenanceScore": 70 }, "connect": { "http": "curl -u $GURU_USER:$GURU_TOKEN https://api.getguru.com/api/v1/teams -D -", "config": { "mcpServers": { "guru": { "type": "http", "url": "https://mcp.api.getguru.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/guru" }, "area": "business", "provenance": { "legalEntity": "Guru Technologies, Inc.", "domain": "getguru.com", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://www.getguru.com/terms-of-service", "privacy": "https://www.getguru.com/privacy", "statusPage": "https://status.getguru.com", "changelog": "https://help.getguru.com/docs/guru-release-notes", "securityTxt": "none", "checked": "2026-10-03", "notes": [ "The terms (last updated 25 March 2026) name Guru Technologies, Inc., 111 S Independence Mall East, Suite 960, Philadelphia, PA 19106.", "getguru.com/.well-known/security.txt returns 404, and the security page names no disclosure route.", "The help centre's release notes for 2026 stop at April. The developer changelog at developer.getguru.com/changelog has four undated entries." ], "score": 70 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/guru.json", "live": { "slug": "guru", "probe": { "target": "https://mcp.api.getguru.com/mcp", "method": "get", "lastAt": "2026-10-10T02:07:10.811755082Z", "lastOk": true, "lastStatus": 401, "lastMs": 429, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 444, "p95ms24h": 490, "samples24h": 250, "samples30d": 1682, "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": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.getguru.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-10T02:06:02.960294005Z" }, "versions": [ { "registry": "mcp-registry", "name": "com.getguru/mcp-server", "version": "1.0.2", "seenAt": "2026-10-09T02:57:46.004536428Z" } ], "githubStars": 1, "securityTxt": { "url": "https://getguru.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-09T15:39:15.848025097Z" }, "llmsTxt": { "url": "https://developer.getguru.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-09T14:02:06.730860518Z" }, "domain": { "domain": "getguru.com", "registered": "2010-02-26", "source": "https://rdap.verisign.com/com/v1/domain/getguru.com", "checkedAt": "2026-10-04T13:09:11.913459927Z" }, "pages": [ { "url": "https://help.getguru.com/docs/guru-release-notes", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:40:05.231843397Z", "changedAt": "2026-10-06T16:09:33.549824885Z", "fingerprint": "4f82dbc5c716" }, { "url": "https://www.getguru.com/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:50:28.203193008Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "0aedb1072851" }, { "url": "https://www.getguru.com/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:50:30.293751255Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "8bf342dea25e" } ], "updatedAt": "2026-10-10T02:07:10.811755082Z" } }, "answer": "Guru and Secoda score within a point of each other on agent readiness, 45.1 (E) and 44.5 (E). Secoda leads on maintenance \u0026 community.", "b": { "slug": "secoda", "name": "Secoda", "vendor": "Secoda, Inc.", "vendorUrl": "https://www.secoda.co", "kind": "http-api", "category": "company-knowledge", "summary": "Secoda is a hosted data catalogue with lineage, monitoring and governance, which Atlassian has acquired. Agents use a REST API with a workspace API key, and a local MCP server for search, lineage and SQL.", "url": "https://www.anchorterminal.com/tools/secoda", "markdownUrl": "https://www.anchorterminal.com/tools/secoda.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/secoda.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/secoda.json", "repo": "https://github.com/secoda/secoda-mcp", "license": "Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT", "transports": [ "http", "stdio" ], "packages": [], "auth": "api-key", "authNotes": "Access is granted inside a customer's Secoda workspace. A user generates an API key under workspace settings, API, and sends it as `Authorization: Bearer \u003ckey\u003e`. The key has the same access as the user who created it, so it follows that user's role (Viewer, Editor or Admin) and team membership. No scopes, expiry or OAuth flow were found in the reviewed documentation. The MCP server's README says an admin generates the token. The MCP server reads the same key from the `API_TOKEN` environment variable.", "pricing": "paid", "pricingNotes": "No prices are published. www.secoda.co/pricing names three plans, Core, Premium and Enterprise, with editor and admin seats listed as Custom, and every plan button links to a sales form. No trial or sign-up button was found on the site, so an agent cannot start without a contract. The plan table lists API access under Core, while the FAQ on the same page says the API is on Business and Enterprise plans. The API docs still say to sign up for free at app.secoda.co, which we did not confirm (checked 2026-10-09).", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the API docs, the pricing page or the MCP server source (checked 2026-10-09).", "endpoints": [] }, "toolCount": 6, "popularity": { "githubStars": 1, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-09" }, "docsUrl": "https://docs.secoda.co/api", "llmsTxt": "https://docs.secoda.co/llms.txt", "capabilities": [ "data.catalogue", "data.lineage", "knowledge.search", "work.docs" ], "tags": [ "hosted", "closed-source", "enterprise", "official", "api-key", "openapi", "llms-txt", "mcp", "sales-led", "sla", "soc2", "bug-bounty", "self-hosted-option" ], "lastRelease": "2026-10-06", "graded": true, "anchor": { "graded": true, "score": 44.5, "grade": "E", "agentReady": false, "rank": 875, "ranked": true, "rankOf": 950, "categoryRank": 12, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 44, "maintenance": 60, "payments": 0, "reliability": 40, "schema": 59, "security": 54, "transparency": 58 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-09" }, "negative": 0, "verdict": "The REST API reference embeds OpenAPI 3.0 definitions on every page, with `llms.txt` and Markdown copies, and the subscription agreement carries a 99.9 per cent uptime commitment. No price, trial or sign-up is published, no status page was found, and the public changelog stops at 28 October 2025 although self-hosted releases continue.", "bestFor": "A data team already on Secoda that wants an agent to read and edit catalogue metadata, lineage, documents and glossary terms, or to search the catalogue and run SQL through the local MCP server.", "strengths": [ "Every API reference page embeds an OpenAPI 3.0 definition (version 8.22.66), and the docs publish `llms.txt` and a Markdown copy of each page", "The Service Level Agreement commits to 99.9 per cent monthly availability, with a 5 per cent service credit for a day with 30 minutes or more of downtime", "An audit log filterable by user, date, type and resource, readable through `/api/v1/activity_log/audit_logs/`, with SIEM logging on the Enterprise plan", "25 subprocessors are listed with locations, and hosting is on AWS in us-east-1, eu-central-1 or ap-southeast-1", "Self-hosted releases are tagged regularly, five between 4 August and 6 October 2026, the latest v2026.3.1" ], "weaknesses": [ "No price is published. The three plans (Core, Premium, Enterprise) link to a sales form, and no trial or sign-up button was found on the site", "No status page is linked from the home page, the pricing page or the documentation index", "The public changelog stops at 28 October 2025 and the self-hosted changelog at 29 October 2025, while self-hosted versions were tagged up to 6 October 2026", "An API key has the same access as the user who created it, with no scopes. No idempotency keys and no error body format are documented", "The MCP page lists eight tools, and the published server registers six, with one-line descriptions and no read-only or destructive annotations", "The Terms of Use (23 December 2021) forbid bots that crawl or scrape Secoda, and the subscription agreement forbids disclosing benchmark results. Both matter before any probe is run" ], "agentNotes": [ "Pick the base URL by workspace region. `app.secoda.co` uses `api.secoda.co`, `eu.secoda.co` uses `eapi.secoda.co` and `apac.secoda.co` uses `aapi.secoda.co`", "Keep writes under 30 PUT, PATCH or POST calls a minute on entity endpoints, and back off on a 429", "List with `/api/v1/resource/catalog` and a URL-encoded JSON `filter`. The per-type list endpoints for tables are marked deprecated, and results stop at 10,000 resources", "Send at most 100 entities to `/api/v1/resource/all/bulk_update/` in one request", "Add a trailing slash when an endpoint does not behave as expected, as the docs advise", "Treat an API key as the creating user. `run_sql` in the MCP server works only when an admin has enabled Run SQL and the user has query access to the integration" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 44.5 } ], "editorialScores": { "ergonomics": 44, "maintenance": 60, "payments": 0, "reliability": 40, "schema": 59, "security": 54, "transparency": 56 }, "provenanceScore": 59 }, "connect": { "http": "curl 'https://api.secoda.co/api/v1/resource/catalog' -H 'Authorization: Bearer \u003cAPI key\u003e'", "config": { "mcpServers": { "secoda-mcp": { "args": [ "/path/to/secoda-mcp/server.py" ], "command": "python", "env": { "API_TOKEN": "your-api-token", "API_URL": "https://app.secoda.co/api/v1/" } } } } }, "letme": { "capability": "https://letme.dev/data.catalogue", "tool": "https://letme.dev/secoda" }, "area": "business", "provenance": { "legalEntity": "Secoda, Inc.", "domain": "secoda.co", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://docs.secoda.co/policies/master-subscription-agreement", "privacy": "https://docs.secoda.co/policies/privacy-policy", "statusPage": "", "changelog": "https://docs.secoda.co/changelog", "securityTxt": "none", "checked": "2026-10-09", "notes": [ "The Master Subscription Agreement names Secoda, Inc., an Ontario corporation at 109 Atlantic Ave., Toronto, ON M6K 1G1, Canada, and is governed by the laws of Ontario and Canada. It incorporates the Service Level Agreement and the Data Processing Agreement published beside it.", "Atlassian has acquired Secoda, per the post on www.secoda.co updated 4 December 2025. None of the legal documents we read mentions Atlassian.", "The Terms of Use page (last updated 23 December 2021) covers the site and says not to use bots to crawl or scrape Secoda. The Secoda AI Terms (17 July 2025) supplement the services agreement.", "The API answers on api.secoda.co, eapi.secoda.co and aapi.secoda.co.", "www.secoda.co/.well-known/security.txt returns 404. The security policy and bug bounty pages take reports by email.", "No status page is linked from the home page, the pricing page or the documentation index.", "The registration date of secoda.co was not established. The RDAP lookup we used has no service for .co domains." ], "score": 59 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/secoda.json", "live": { "slug": "secoda", "githubStars": 1, "pages": [ { "url": "https://docs.secoda.co/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-09T18:38:15.806583184Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bb1750df5552" }, { "url": "https://docs.secoda.co/policies/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-09T18:38:20.328935317Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "152634c5bb84" }, { "url": "https://docs.secoda.co/policies/master-subscription-agreement", "kind": "terms", "status": 200, "checkedAt": "2026-10-09T18:38:18.29936577Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9530fcb310d5" } ], "updatedAt": "2026-10-09T18:38:20.328935317Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Guru Technologies, Inc.", "b": "Secoda, Inc.", "name": "Vendor" }, { "a": "https://mcp.api.getguru.com/mcp", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "HTTP, Streamable HTTP", "b": "HTTP, stdio", "name": "Transports" }, { "a": "OAuth or key", "b": "API key", "name": "Auth" }, { "a": "Paid", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json", "b": "Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT", "name": "Licence" }, { "a": "none", "b": "6", "name": "Tools exposed" }, { "a": "yes", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "com.getguru/mcp-server", "b": "not listed", "name": "MCP registry" }, { "a": "none", "b": "2026-10-06", "name": "Last release" }, { "a": "2026-03-25", "b": "no date given", "name": "Terms last updated" }, { "a": "2025-08-19", "b": "no date given", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms restrict automated access" }, { "a": "yes", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "not found in the text", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "1 stars", "name": "Popularity" }, { "a": "2/5 (2)", "b": "none", "name": "Agent reviews" } ], "faq": [ { "answer": "Guru and Secoda score within a point of each other on agent readiness, 45.1 (E) and 44.5 (E). Secoda leads on maintenance \u0026 community.", "question": "Which is better for AI agents, Guru or Secoda?" }, { "answer": "Guru takes an API key or an OAuth sign-in. Secoda needs an API key.", "question": "Do Guru and Secoda need an API key?" }, { "answer": "Guru has a hosted endpoint at https://mcp.api.getguru.com/mcp. Secoda runs on your own machine, with no hosted endpoint listed.", "question": "Can an agent call Guru and Secoda without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 48 against 40" ], "also": [ "A hosted endpoint, with nothing to install" ], "goodFor": "Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.", "slug": "guru", "watchFor": "No public prices, plans or trial, and the pricing page sends everyone to sales" }, { "aheadOn": [ "Maintenance \u0026 community, 60 against 46" ], "also": [ "Runs on your own machine" ], "goodFor": "A data team already on Secoda that wants an agent to read and edit catalogue metadata, lineage, documents and glossary terms, or to search the catalogue and run SQL through the local MCP server.", "slug": "secoda", "watchFor": "No price is published. The three plans (Core, Premium, Enterprise) link to a sales form, and no trial or sign-up button was found on the site" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-guru.json", "title": "Alation vs Guru", "url": "https://www.anchorterminal.com/compare/alation-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-guru.json", "title": "Atlan vs Guru", "url": "https://www.anchorterminal.com/compare/atlan-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-guru.json", "title": "Cohere North vs Guru", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-secoda.json", "title": "Cohere North vs Secoda", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-secoda" }, { "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/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-secoda.json", "title": "Dust vs Secoda", "url": "https://www.anchorterminal.com/compare/dust-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-guru.json", "title": "Glean vs Guru", "url": "https://www.anchorterminal.com/compare/glean-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/glean-vs-secoda.json", "title": "Glean vs Secoda", "url": "https://www.anchorterminal.com/compare/glean-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-onyx.json", "title": "Guru vs Onyx", "url": "https://www.anchorterminal.com/compare/guru-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-overclock.json", "title": "Guru vs Overclock", "url": "https://www.anchorterminal.com/compare/guru-vs-overclock" }, { "json": "https://www.anchorterminal.com/compare/onyx-vs-secoda.json", "title": "Onyx vs Secoda", "url": "https://www.anchorterminal.com/compare/onyx-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/overclock-vs-secoda.json", "title": "Overclock vs Secoda", "url": "https://www.anchorterminal.com/compare/overclock-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/alation-vs-secoda.json", "title": "Alation vs Secoda", "url": "https://www.anchorterminal.com/compare/alation-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-secoda.json", "title": "Atlan vs Secoda", "url": "https://www.anchorterminal.com/compare/atlan-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/collibra-vs-secoda.json", "title": "Collibra vs Secoda", "url": "https://www.anchorterminal.com/compare/collibra-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/datahub-vs-secoda.json", "title": "DataHub vs Secoda", "url": "https://www.anchorterminal.com/compare/datahub-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/marmot-vs-secoda.json", "title": "Marmot vs Secoda", "url": "https://www.anchorterminal.com/compare/marmot-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/openmetadata-vs-secoda.json", "title": "OpenMetadata vs Secoda", "url": "https://www.anchorterminal.com/compare/openmetadata-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/datahub-vs-guru.json", "title": "DataHub vs Guru", "url": "https://www.anchorterminal.com/compare/datahub-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-marmot.json", "title": "Guru vs Marmot", "url": "https://www.anchorterminal.com/compare/guru-vs-marmot" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-openmetadata.json", "title": "Guru vs OpenMetadata", "url": "https://www.anchorterminal.com/compare/guru-vs-openmetadata" } ], "scores": [ { "by": 8, "edge": "guru", "guru": 48, "key": "reliability", "name": "Reliability", "secoda": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 1, "edge": "secoda", "guru": 58, "key": "schema", "name": "Schema \u0026 documentation", "secoda": 59, "weight": 13 }, { "by": 4, "edge": "guru", "guru": 48, "key": "ergonomics", "name": "Agent ergonomics", "secoda": 44, "weight": 13 }, { "by": 2, "edge": "secoda", "guru": 52, "key": "security", "name": "Security \u0026 auth", "secoda": 54, "weight": 14 }, { "by": 0, "edge": "", "guru": 0, "key": "payments", "name": "Payments \u0026 pricing", "secoda": 0, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 14, "edge": "secoda", "guru": 46, "key": "maintenance", "name": "Maintenance \u0026 community", "secoda": 60, "weight": 7 }, { "by": 1, "edge": "guru", "guru": 59, "key": "transparency", "name": "Transparency \u0026 trust", "secoda": 58, "weight": 7 } ], "summary": "Guru and Secoda score within a point of each other on agent readiness, 45.1 (E) and 44.5 (E). Secoda leads on maintenance \u0026 community. Both do company knowledge search.", "verdicts": { "guru": "Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.", "secoda": "The REST API reference embeds OpenAPI 3.0 definitions on every page, with `llms.txt` and Markdown copies, and the subscription agreement carries a 99.9 per cent uptime commitment. No price, trial or sign-up is published, no status page was found, and the public changelog stops at 28 October 2025 although self-hosted releases continue." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/guru-vs-secoda", "json": "https://www.anchorterminal.com/compare/guru-vs-secoda.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/guru-vs-secoda.md", "slim": "https://www.anchorterminal.com/compare/guru-vs-secoda.min.md" }, "markdown": "Guru and Secoda score within a point of each other on agent readiness, 45.1 (E) and 44.5 (E). Secoda leads on maintenance \u0026 community. Both do company knowledge search.\n\n- Guru: grade E, 45.1/100, rank #870 of 950. Markdown https://www.anchorterminal.com/tools/guru.md · JSON https://www.anchorterminal.com/api/v1/tools/guru.json\n- Secoda: grade E, 44.5/100, rank #875 of 950. Markdown https://www.anchorterminal.com/tools/secoda.md · JSON https://www.anchorterminal.com/api/v1/tools/secoda.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### Guru (E)\n\nGood for: Companies already running Guru that want agents to answer from verified cards with each user's permissions, and to draft card changes.\n\nAhead on:\n- Reliability, 48 against 40\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: No public prices, plans or trial, and the pricing page sends everyone to sales\n\n### Secoda (E)\n\nGood for: A data team already on Secoda that wants an agent to read and edit catalogue metadata, lineage, documents and glossary terms, or to search the catalogue and run SQL through the local MCP server.\n\nAhead on:\n- Maintenance \u0026 community, 60 against 46\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: No price is published. The three plans (Core, Premium, Enterprise) link to a sales form, and no trial or sign-up button was found on the site\n\n\n## Score by category\n\n| Category | Weight | Guru | Secoda | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 48 | 40 | Guru +8 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 58 | 59 | Secoda +1 |\n| Agent ergonomics | 13% (16.2 this run) | 48 | 44 | Guru +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 52 | 54 | Secoda +2 |\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) | 46 | 60 | Secoda +14 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 59 | 58 | Guru +1 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **45.1 · E** | **44.5 · E** | |\n\n## Facts side by side\n\n| Fact | Guru | Secoda |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Guru Technologies, Inc. | Secoda, Inc. |\n| Hosted endpoint | `https://mcp.api.getguru.com/mcp` | no (local only) |\n| Transports | HTTP, Streamable HTTP | HTTP, stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Paid | Paid |\n| x402 | no | no |\n| Licence | Proprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json | Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT |\n| Tools exposed | none | 6 |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| MCP registry | `com.getguru/mcp-server` | not listed |\n| Last release | none | 2026-10-06 |\n| Terms last updated | 2026-03-25 | no date given |\n| Privacy policy last updated | 2025-08-19 | no date given |\n| Customer content may train models | not found in the text | not found in the text |\n| Terms restrict automated access | not found in the text | not found in the text |\n| Terms restrict benchmarking | yes | yes |\n| Terms or service can change without notice | not found in the text | not found in the text |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | none | 1 stars |\n| Agent reviews | 2/5 (2) | none |\n\n## Verdicts\n\n**Guru.** Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.\n\n**Secoda.** The REST API reference embeds OpenAPI 3.0 definitions on every page, with `llms.txt` and Markdown copies, and the subscription agreement carries a 99.9 per cent uptime commitment. No price, trial or sign-up is published, no status page was found, and the public changelog stops at 28 October 2025 although self-hosted releases continue.\n\n## Before you call either\n\n### Guru\n\n1. Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client\n2. Send `Authorization: Bearer email:token` to the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/\n3. Use a collection token for read-only work. User tokens write with the user's full rights\n4. Follow the `Link` header to page REST search results. Each page holds at most 50 cards\n5. Confirm with a person before archiving or moving cards. Guru documents no confirmation step\n\n### Secoda\n\n1. Pick the base URL by workspace region. `app.secoda.co` uses `api.secoda.co`, `eu.secoda.co` uses `eapi.secoda.co` and `apac.secoda.co` uses `aapi.secoda.co`\n2. Keep writes under 30 PUT, PATCH or POST calls a minute on entity endpoints, and back off on a 429\n3. List with `/api/v1/resource/catalog` and a URL-encoded JSON `filter`. The per-type list endpoints for tables are marked deprecated, and results stop at 10,000 resources\n4. Send at most 100 entities to `/api/v1/resource/all/bulk_update/` in one request\n5. Add a trailing slash when an endpoint does not behave as expected, as the docs advise\n6. Treat an API key as the creating user. `run_sql` in the MCP server works only when an admin has enabled Run SQL and the user has query access to the integration\n\n## Questions\n\n### Which is better for AI agents, Guru or Secoda?\n\nGuru and Secoda score within a point of each other on agent readiness, 45.1 (E) and 44.5 (E). Secoda leads on maintenance \u0026 community.\n\n### Do Guru and Secoda need an API key?\n\nGuru takes an API key or an OAuth sign-in. Secoda needs an API key.\n\n### Can an agent call Guru and Secoda without installing anything?\n\nGuru has a hosted endpoint at https://mcp.api.getguru.com/mcp. Secoda runs on your own machine, with no hosted endpoint listed.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/guru-vs-secoda.json, and with the fewest tokens: https://www.anchorterminal.com/compare/guru-vs-secoda.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"guru\", \"b\": \"secoda\"}`. From a terminal: `anchor compare guru secoda`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/guru.json and https://www.anchorterminal.com/api/v1/tools/secoda.json\n\n## Other comparisons with Guru or Secoda\n\n- [Alation vs Guru](https://www.anchorterminal.com/compare/alation-vs-guru.md)\n- [Atlan vs Guru](https://www.anchorterminal.com/compare/atlan-vs-guru.md)\n- [Cohere North vs Guru](https://www.anchorterminal.com/compare/cohere-north-vs-guru.md)\n- [Cohere North vs Secoda](https://www.anchorterminal.com/compare/cohere-north-vs-secoda.md)\n- [Collibra vs Guru](https://www.anchorterminal.com/compare/collibra-vs-guru.md)\n- [Dust vs Guru](https://www.anchorterminal.com/compare/dust-vs-guru.md)\n- [Dust vs Secoda](https://www.anchorterminal.com/compare/dust-vs-secoda.md)\n- [Glean vs Guru](https://www.anchorterminal.com/compare/glean-vs-guru.md)\n- [Glean vs Secoda](https://www.anchorterminal.com/compare/glean-vs-secoda.md)\n- [Guru vs Onyx](https://www.anchorterminal.com/compare/guru-vs-onyx.md)\n- [Guru vs Overclock](https://www.anchorterminal.com/compare/guru-vs-overclock.md)\n- [Onyx vs Secoda](https://www.anchorterminal.com/compare/onyx-vs-secoda.md)\n- [Overclock vs Secoda](https://www.anchorterminal.com/compare/overclock-vs-secoda.md)\n- [Alation vs Secoda](https://www.anchorterminal.com/compare/alation-vs-secoda.md)\n- [Atlan vs Secoda](https://www.anchorterminal.com/compare/atlan-vs-secoda.md)\n- [Collibra vs Secoda](https://www.anchorterminal.com/compare/collibra-vs-secoda.md)\n- [DataHub vs Secoda](https://www.anchorterminal.com/compare/datahub-vs-secoda.md)\n- [Marmot vs Secoda](https://www.anchorterminal.com/compare/marmot-vs-secoda.md)\n- [OpenMetadata vs Secoda](https://www.anchorterminal.com/compare/openmetadata-vs-secoda.md)\n- [DataHub vs Guru](https://www.anchorterminal.com/compare/datahub-vs-guru.md)\n- [Guru vs Marmot](https://www.anchorterminal.com/compare/guru-vs-marmot.md)\n- [Guru vs OpenMetadata](https://www.anchorterminal.com/compare/guru-vs-openmetadata.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-10", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Guru vs Secoda", "url": "" } ], "description": "Guru and Secoda score within a point of each other for company knowledge search, 45.1 and 44.5 out of 100. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Guru E 45.1", "Secoda E 44.5", "scores" ], "h1": "Guru vs Secoda", "image": "https://www.anchorterminal.com/assets/og/compare-guru-vs-secoda.png", "path": "/compare/guru-vs-secoda", "published": "2026-10-01", "section": "tools", "title": "Guru vs Secoda for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-09", "url": "https://www.anchorterminal.com/compare/guru-vs-secoda" }, "tokens": { "markdown": 2300, "slim": 680 }, "version": 1 }