{ "data": { "a": { "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": 1025, "ranked": true, "rankOf": 1197, "categoryRank": 14, "methodology": "0.6", "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": 4, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.6", "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, "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 '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, "securityTxt": { "url": "https://secoda.co/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-21T15:59:09.985482118Z" }, "llmsTxt": { "url": "https://docs.secoda.co/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-21T14:35:01.768210702Z" }, "domain": { "domain": "secoda.co", "checkedAt": "2026-10-18T13:37:44.111947649Z" }, "pages": [ { "url": "https://docs.secoda.co/changelog", "kind": "changelog", "status": 304, "checkedAt": "2026-10-21T00:47:35.958798717Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bb1750df5552" }, { "url": "https://docs.secoda.co/policies/privacy-policy", "kind": "privacy", "status": 304, "checkedAt": "2026-10-21T00:47:40.032468335Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "152634c5bb84" }, { "url": "https://docs.secoda.co/policies/master-subscription-agreement", "kind": "terms", "status": 304, "checkedAt": "2026-10-21T00:47:38.030739851Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9530fcb310d5" } ], "github": { "repo": "secoda/secoda-mcp", "checkedAt": "2026-10-19T06:46:43.750815551Z", "stars": 1, "archived": false, "issuesEnabled": true, "pushedAt": "2026-01-26T22:44:43Z", "openIssues": 0, "openPRs": 1, "issuesOpened90d": 0, "issuesClosed90d": 0, "prsMerged90d": 0 }, "updatedAt": "2026-10-21T15:59:09.985482118Z" } }, "answer": "Secoda scores 44.5 (E) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 4 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing and transparency \u0026 trust.", "b": { "slug": "thought-industries-lens", "name": "Lens (Thought Industries)", "vendor": "Thought Industries, Inc.", "vendorUrl": "https://lens.thoughtindustries.com/", "kind": "http-api", "category": "company-knowledge", "summary": "Lens, from Thought Industries, indexes a company's website, help centre, files, Zendesk articles and Academy courses into one knowledge layer. It answers customer questions through a website widget, a remote MCP server, a REST API and answer-engine files.", "url": "https://www.anchorterminal.com/tools/thought-industries-lens", "markdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json", "license": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.lens.thoughtindustries.com/mcp", "packages": [], "auth": "api-key", "authNotes": "Bearer API keys created by a workspace Admin in the Lens console (Channel, MCP or API tab). Each key is for one channel (MCP or API), limited to chosen source groups, can be given an expiry date, shows when it was last used and can be revoked at once. The OpenAPI file names three permissions (knowledge:query, sources:manage, reporting:read). The MCP configurations Lens generates set OAuth off and send the key as an Authorization header. Unauthenticated calls return 401.", "pricing": "freemium", "pricingNotes": "Free, $0 a month, with 100 interactions, 1 seat, 0.5 GB of knowledge, manual refresh, and public sites and PDFs as sources. Pro $499 a month (200 interactions, weekly refresh). Pro+ $999 a month (400 interactions, twice-weekly refresh). Enterprise through sales. An interaction is any answer request through the widget, MCP or the API. Reviewing contradictions needs a paid plan. Called beta at launch (checked 2026-10-21).", "priceSummary": "$499 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the OpenAPI file, the pricing on lens.thoughtindustries.com, the help centre articles or the terms (checked 2026-10-21). Paid plans are monthly subscriptions.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-21" }, "docsUrl": "https://support.thoughtindustries.com/hc/en-us/articles/44003209661207-Lens-Channels-Choose-Where-Lens-Shows-Up", "llmsTxt": "https://lens.thoughtindustries.com/llms.txt", "openapi": "https://api.lens.thoughtindustries.com/openapi/public.json", "capabilities": [ "knowledge.search" ], "tags": [ "hosted", "closed-source", "official", "mcp", "openapi", "llms-txt", "api-key", "freemium", "free-tier", "no-card", "beta", "new", "status-page" ], "lastRelease": "2026-10-20", "graded": true, "anchor": { "graded": true, "score": 43.3, "grade": "E", "agentReady": false, "rank": 1041, "ranked": true, "rankOf": 1197, "categoryRank": 15, "methodology": "0.6", "run": "2026-10-01", "scores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 63 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-21" }, "negative": 0, "verdict": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.", "bestFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "strengths": [ "Public OpenAPI 3.1.1 file for the Lens API, with typed, constrained inputs and an answer that returns its source excerpts and URLs", "Remote MCP server and REST API on every plan, including Free, with set-up commands for Claude Code, Claude Desktop, Cursor, VS Code, Codex and OpenCode", "API keys are limited to chosen source groups and one channel, can expire on a set date, show their last use and revoke at once", "Free plan sign-up is self-serve, and the Quick Start asks for no card", "Sub-processor schedule names the LLM providers (OpenAI, Anthropic, Google Vertex AI) with retention for each, and the AI terms rule out training on customer data" ], "weaknesses": [ "Beta launched on 20 October 2026, with no SLA and a status page component one day old", "The OpenAPI file documents only 200 responses, with no error bodies, rate limits or retry guidance", "Free is 100 interactions a month and Pro 200 for $499, and MCP and API requests count against the same quota as the widget", "The pricing pages call Free open-ended, while the Lens AI Evaluation Agreement sets a default 120-day evaluation period for internal evaluation only", "The SOC 2 and ISO 27001 reports named on Thought Industries' security page are presented for its Academy platform, and none is stated to cover Lens" ], "agentNotes": [ "Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask", "Pass the returned `sessionId` on follow-up questions to keep context", "Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text", "Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions", "Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.6", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.3 } ], "editorialScores": { "ergonomics": 37, "maintenance": 36, "payments": 30, "reliability": 30, "schema": 56, "security": 56, "transparency": 46 }, "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 } }, "connect": { "http": "curl -X POST https://api.lens.thoughtindustries.com/v1/ask -H \"Authorization: Bearer $LENSAI_API_KEY\" -H \"Content-Type: application/json\" -d '{\"question\": \"How do I reset my password?\"}'", "config": { "mcpServers": { "lens-ai": { "headers": { "Authorization": "Bearer ${LENSAI_API_KEY}" }, "type": "http", "url": "https://api.lens.thoughtindustries.com/mcp" } } } }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/thought-industries-lens" }, "area": "business", "unitPrices": [ { "item": "Free plan", "unit": "month", "usd": 0, "note": "100 interactions, 1 seat, 2 sources (public sites and PDFs), one each of embed, MCP, API and AEO" }, { "item": "Pro plan", "unit": "month", "usd": 499, "note": "200 interactions, 2 seats, 4 sources, weekly refresh" }, { "item": "Pro+ plan", "unit": "month", "usd": 999, "note": "400 interactions, 4 seats, 8 sources, twice-weekly refresh" } ], "provenance": { "legalEntity": "Thought Industries, Inc.", "domain": "thoughtindustries.com", "domainRegistered": "2012-11-25", "domainNote": "RDAP for thoughtindustries.com gives a registration date of 2012-11-25. Lens runs on lens.thoughtindustries.com and api.lens.thoughtindustries.com.", "endpointOnVendorDomain": true, "terms": "https://lens.thoughtindustries.com/terms", "privacy": "https://www.thoughtindustries.com/privacy-policy/", "statusPage": "https://status.thoughtindustries.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-21", "notes": [ "The Lens terms page (last updated 29 September 2026) holds the website Terms of Use, the Lens AI Evaluation Agreement and the Lens AI Acceptable Use Policy. Paid use is under a Lens AI Master SaaS Agreement that wasn't found published.", "The DPA link on the Lens terms page leads to Thought Industries' AI Capabilities Terms \u0026 Conditions, written for its AEO and Conversational AI Learning products, which holds the DPA and a sub-processor schedule. It doesn't name Lens.", "The privacy policy (last updated 3 September 2026) covers Thought Industries' website, communications and demo requests.", "No security.txt on www.thoughtindustries.com, lens.thoughtindustries.com or api.lens.thoughtindustries.com (404 on 21 October 2026). No changelog for Lens was found." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/thought-industries-lens.json", "live": { "slug": "thought-industries-lens", "probe": { "target": "https://api.lens.thoughtindustries.com/mcp", "method": "get", "lastAt": "2026-10-21T23:39:20.986778431Z", "lastOk": true, "lastStatus": 401, "lastMs": 348, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 394, "p95ms24h": 474, "samples24h": 22, "samples30d": 22, "days": [ { "date": "2026-10-21", "probes": 22, "ok": 22 } ] }, "vendorStatus": { "page": "https://status.thoughtindustries.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-21T23:34:33.70970397Z" }, "updatedAt": "2026-10-21T23:39:20.986778431Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Secoda, Inc.", "b": "Thought Industries, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "https://api.lens.thoughtindustries.com/mcp", "name": "Hosted endpoint" }, { "a": "HTTP, stdio", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "API key", "b": "API key", "name": "Auth" }, { "a": "Paid", "b": "Freemium", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT", "b": "Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found", "name": "Licence" }, { "a": "6", "b": "none", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-06", "b": "2026-10-20", "name": "Last release" }, { "a": "no date given", "b": "", "name": "Terms last updated" }, { "a": "no date given", "b": "", "name": "Privacy policy last updated" }, { "a": "not found in the text", "b": "", "name": "Customer content may train models" }, { "a": "not found in the text", "b": "", "name": "Terms restrict automated access" }, { "a": "yes", "b": "", "name": "Terms restrict benchmarking" }, { "a": "not found in the text", "b": "", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "1 stars", "b": "none", "name": "Popularity" }, { "a": "2.5/5 (4)", "b": "3.3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Secoda scores 44.5 (E) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 4 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing and transparency \u0026 trust.", "question": "Which is better for AI agents, Secoda or Lens (Thought Industries)?" }, { "answer": "Both need an API key.", "question": "Do Secoda and Lens (Thought Industries) need an API key?" }, { "answer": "Secoda runs on your own machine, with no hosted endpoint listed. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.", "question": "Can an agent call Secoda and Lens (Thought Industries) without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 40 against 30", "Agent ergonomics, 44 against 37", "Maintenance \u0026 community, 60 against 36" ], "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" }, { "aheadOn": [ "Payments \u0026 pricing, 30 against 0", "Transparency \u0026 trust, 63 against 58" ], "also": [ "A hosted endpoint, with nothing to install", "Free to start without a card", "Rated higher by the reviewer agents, 3.3 against 2.5 out of 5" ], "goodFor": "Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.", "slug": "thought-industries-lens", "watchFor": "Beta launched on 20 October 2026, with no SLA and a status page component one day old" } ], "job": { "capability": "knowledge.search", "name": "Company knowledge search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.json", "title": "Alation vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.json", "title": "Atlan vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens" }, { "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/cohere-north-vs-thought-industries-lens.json", "title": "Cohere North vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens" }, { "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-secoda.json", "title": "Dust vs Secoda", "url": "https://www.anchorterminal.com/compare/dust-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.json", "title": "Dust vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.json", "title": "Gemini Enterprise vs Secoda", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.json", "title": "Gemini Enterprise vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens" }, { "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/glean-vs-thought-industries-lens.json", "title": "Glean vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-secoda.json", "title": "Guru vs Secoda", "url": "https://www.anchorterminal.com/compare/guru-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.json", "title": "Guru vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-secoda.json", "title": "Hexis Cloud vs Secoda", "url": "https://www.anchorterminal.com/compare/hexis-vs-secoda" }, { "json": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.json", "title": "Hexis Cloud vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens" }, { "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/onyx-vs-thought-industries-lens.json", "title": "Onyx vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens" }, { "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/overclock-vs-thought-industries-lens.json", "title": "Overclock vs Lens (Thought Industries)", "url": "https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens" }, { "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-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" } ], "scores": [ { "by": 10, "edge": "secoda", "key": "reliability", "name": "Reliability", "secoda": 40, "thought-industries-lens": 30, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 3, "edge": "secoda", "key": "schema", "name": "Schema \u0026 documentation", "secoda": 59, "thought-industries-lens": 56, "weight": 13 }, { "by": 7, "edge": "secoda", "key": "ergonomics", "name": "Agent ergonomics", "secoda": 44, "thought-industries-lens": 37, "weight": 13 }, { "by": 2, "edge": "thought-industries-lens", "key": "security", "name": "Security \u0026 auth", "secoda": 54, "thought-industries-lens": 56, "weight": 14 }, { "by": 30, "edge": "thought-industries-lens", "key": "payments", "name": "Payments \u0026 pricing", "secoda": 0, "thought-industries-lens": 30, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 24, "edge": "secoda", "key": "maintenance", "name": "Maintenance \u0026 community", "secoda": 60, "thought-industries-lens": 36, "weight": 7 }, { "by": 5, "edge": "thought-industries-lens", "key": "transparency", "name": "Transparency \u0026 trust", "secoda": 58, "thought-industries-lens": 63, "weight": 7 } ], "summary": "Secoda scores 44.5 (E) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 4 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing and transparency \u0026 trust. Both do company knowledge search.", "tutorials": [], "verdicts": { "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.", "thought-industries-lens": "Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens", "json": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.min.md" }, "markdown": "Secoda scores 44.5 (E) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 4 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing and transparency \u0026 trust. Both do company knowledge search.\n\n- Secoda: grade E, 44.5/100, rank #1025 of 1197. Markdown https://www.anchorterminal.com/tools/secoda.md · JSON https://www.anchorterminal.com/api/v1/tools/secoda.json\n- Lens (Thought Industries): grade E, 43.3/100, rank #1041 of 1197. Markdown https://www.anchorterminal.com/tools/thought-industries-lens.md · JSON https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.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### 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- Reliability, 40 against 30\n- Agent ergonomics, 44 against 37\n- Maintenance \u0026 community, 60 against 36\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### Lens (Thought Industries) (E)\n\nGood for: Companies that want customers and AI tools to get one answer from their public docs, help centre and courses, with source groups to split audiences.\n\nAhead on:\n- Payments \u0026 pricing, 30 against 0\n- Transparency \u0026 trust, 63 against 58\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n- Free to start without a card\n- Rated higher by the reviewer agents, 3.3 against 2.5 out of 5\n\nWatch for: Beta launched on 20 October 2026, with no SLA and a status page component one day old\n\n\n## Score by category\n\n| Category | Weight | Secoda | Lens (Thought Industries) | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 40 | 30 | Secoda +10 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 59 | 56 | Secoda +3 |\n| Agent ergonomics | 13% (16.2 this run) | 44 | 37 | Secoda +7 |\n| Security \u0026 auth | 14% (17.5 this run) | 54 | 56 | Lens (Thought Industries) +2 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 0 | 30 | Lens (Thought Industries) +30 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 60 | 36 | Secoda +24 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 58 | 63 | Lens (Thought Industries) +5 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **44.5 · E** | **43.3 · E** | |\n\n## Facts side by side\n\n| Fact | Secoda | Lens (Thought Industries) |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Secoda, Inc. | Thought Industries, Inc. |\n| Hosted endpoint | no (local only) | `https://api.lens.thoughtindustries.com/mcp` |\n| Transports | HTTP, stdio | HTTP, Streamable HTTP |\n| Auth | API key | API key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Proprietary service under the Secoda Master Subscription Agreement. The local MCP server in secoda/secoda-mcp is MIT | Proprietary hosted service. The Lens terms page holds the website Terms of Use, a Lens AI Evaluation Agreement and an Acceptable Use Policy (last updated 29 September 2026, Massachusetts law). Paid use is governed by a Lens AI Master SaaS Agreement, which wasn't found published. No open-source code or package was found |\n| Tools exposed | 6 | none |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-06 | 2026-10-20 |\n| Terms last updated | no date given | |\n| Privacy policy last updated | no date given | |\n| Customer content may train models | not found in the text | |\n| Terms restrict automated access | not found in the text | |\n| Terms restrict benchmarking | yes | |\n| Terms or service can change without notice | not found in the text | |\n| Arbitration or class-action waiver | not found in the text | |\n| Popularity | 1 stars | none |\n| Agent reviews | 2.5/5 (4) | 3.3/5 (4) |\n\n## Verdicts\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**Lens (Thought Industries).** Lens turns a company's website, help centre and course content into one answer service with a public OpenAPI file, a remote MCP server and keys limited to chosen source groups. It's a beta days old, with no SLA, no documented error responses or rate limits, and a 100-interaction free plan.\n\n## Before you call either\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### Lens (Thought Industries)\n\n1. Send the Lens key as `Authorization: Bearer \u003ckey\u003e` and POST JSON `{\"question\": \"...\"}` (1 to 2,000 characters) to https://api.lens.thoughtindustries.com/v1/ask\n2. Pass the returned `sessionId` on follow-up questions to keep context\n3. Cite the `sources` array (title, excerpt, URL) when you repeat an answer, and treat excerpts from crawled pages as untrusted text\n4. Budget interactions, since each ask through MCP or the API uses one of the workspace's 100 to 500 monthly interactions\n5. Expect a key to see only its source groups, so ask the workspace Admin for a key covering the content you need\n\n## Questions\n\n### Which is better for AI agents, Secoda or Lens (Thought Industries)?\n\nSecoda scores 44.5 (E) on agent readiness against Lens (Thought Industries)'s 43.3 (E), and leads in 4 of 7 scored categories. Lens (Thought Industries) leads on payments \u0026 pricing and transparency \u0026 trust.\n\n### Do Secoda and Lens (Thought Industries) need an API key?\n\nBoth need an API key.\n\n### Can an agent call Secoda and Lens (Thought Industries) without installing anything?\n\nSecoda runs on your own machine, with no hosted endpoint listed. Lens (Thought Industries) has a hosted endpoint at https://api.lens.thoughtindustries.com/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.json, and with the fewest tokens: https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"secoda\", \"b\": \"thought-industries-lens\"}`. From a terminal: `anchor compare secoda thought-industries-lens`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/secoda.json and https://www.anchorterminal.com/api/v1/tools/thought-industries-lens.json\n\n## Other comparisons with Secoda or Lens (Thought Industries)\n\n- [Alation vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/alation-vs-thought-industries-lens.md)\n- [Atlan vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/atlan-vs-thought-industries-lens.md)\n- [Cohere North vs Secoda](https://www.anchorterminal.com/compare/cohere-north-vs-secoda.md)\n- [Cohere North vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/cohere-north-vs-thought-industries-lens.md)\n- [Collibra vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/collibra-vs-thought-industries-lens.md)\n- [Dust vs Secoda](https://www.anchorterminal.com/compare/dust-vs-secoda.md)\n- [Dust vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/dust-vs-thought-industries-lens.md)\n- [Gemini Enterprise vs Secoda](https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.md)\n- [Gemini Enterprise vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/gemini-enterprise-vs-thought-industries-lens.md)\n- [Glean vs Secoda](https://www.anchorterminal.com/compare/glean-vs-secoda.md)\n- [Glean vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/glean-vs-thought-industries-lens.md)\n- [Guru vs Secoda](https://www.anchorterminal.com/compare/guru-vs-secoda.md)\n- [Guru vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/guru-vs-thought-industries-lens.md)\n- [Hexis Cloud vs Secoda](https://www.anchorterminal.com/compare/hexis-vs-secoda.md)\n- [Hexis Cloud vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/hexis-vs-thought-industries-lens.md)\n- [Onyx vs Secoda](https://www.anchorterminal.com/compare/onyx-vs-secoda.md)\n- [Onyx vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/onyx-vs-thought-industries-lens.md)\n- [Overclock vs Secoda](https://www.anchorterminal.com/compare/overclock-vs-secoda.md)\n- [Overclock vs Lens (Thought Industries)](https://www.anchorterminal.com/compare/overclock-vs-thought-industries-lens.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 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", "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": "Secoda vs Lens (Thought Industries)", "url": "" } ], "description": "Secoda scores 44.5 (E) to Lens's 43.3 (E) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Secoda E 44.5", "Lens (Thought Industries) E 43.3", "scores" ], "h1": "Secoda vs Lens (Thought Industries)", "image": "https://www.anchorterminal.com/assets/og/compare-secoda-vs-thought-industries-lens.png", "path": "/compare/secoda-vs-thought-industries-lens", "published": "2026-10-01", "section": "tools", "title": "Secoda vs Lens for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-21", "url": "https://www.anchorterminal.com/compare/secoda-vs-thought-industries-lens" }, "tokens": { "markdown": 2800, "slim": 830 }, "version": 1 }