{ "data": { "a": { "slug": "gemini-enterprise", "name": "Gemini Enterprise", "vendor": "Google", "vendorUrl": "https://cloud.google.com/gemini-enterprise", "kind": "http-api", "category": "company-knowledge", "summary": "Google Cloud's enterprise assistant, which searches and acts across a company's connected apps and data. Developers call the assistant through the StreamAssist method of the Discovery Engine API, and agents registered in it over A2A.", "url": "https://www.anchorterminal.com/tools/gemini-enterprise", "markdownUrl": "https://www.anchorterminal.com/tools/gemini-enterprise.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gemini-enterprise.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gemini-enterprise.json", "license": "Proprietary service under the Google Cloud terms. The client libraries are Apache-2.0", "transports": [ "http" ], "packages": [ { "registry": "pypi", "name": "google-cloud-discoveryengine" }, { "registry": "npm", "name": "@google-cloud/discoveryengine" } ], "auth": "oauth", "authNotes": "Calls take an OAuth 2.0 bearer token in the `Authorization` header, from user credentials, a service account, service account impersonation or workforce identity federation. StreamAssist accepts the `cloud-platform`, `discoveryengine.assist.readwrite`, `discoveryengine.readwrite` or `discoveryengine.serving.readwrite` scope and needs the `discoveryengine.assistants.assist` permission on the assistant. Users get the Gemini Enterprise User role (`roles/discoveryengine.agentspaceUser`) on a project or on single apps, and need a licence. With Application Default Credentials, send `X-Goog-User-Project`. No API key flow is documented.", "pricing": "paid", "pricingNotes": "No seat prices on the Google pages read (product, editions, licences and quotas pages, checked 2026-10-10). Editions are Business, Standard, Plus, Frontline and Pay-as-you-go. The product page points to sales or a 30-day Plus trial without sales, through the Google Cloud Free Trial, which asks for a card. Pay-as-you-go and overages bill storage over quota at $5 per GiB a month and assistant queries at Agent Platform prices, and need an invoiced Cloud Billing account (https://docs.cloud.google.com/gemini/enterprise/docs/quotas).", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the StreamAssist guide and reference, the A2A guide, the quotas and overages page or the product page (checked 2026-10-10).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": 138716, "pypiWeekly": 1207443, "asOf": "2026-10-10" }, "docsUrl": "https://docs.cloud.google.com/gemini/enterprise/docs/developer-guide", "openapi": "https://discoveryengine.googleapis.com/$discovery/rest?version=v1", "capabilities": [ "knowledge.search", "agent.multi-agent", "agent.mcp-client", "web.search" ], "tags": [ "official", "hosted", "enterprise", "closed-source", "oauth", "openapi", "a2a", "sales-led", "card-required", "status-page", "sla", "soc2", "python", "typescript", "java", "go", "eu" ], "lastRelease": "2026-10-08", "graded": true, "anchor": { "graded": true, "score": 68.1, "grade": "B", "agentReady": false, "rank": 231, "ranked": true, "rankOf": 961, "categoryRank": 2, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 48, "maintenance": 80, "payments": 10, "reliability": 85, "schema": 78, "security": 87, "transparency": 82 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-10" }, "negative": 0, "verdict": "The assistant is callable through a GA v1 method with a 99.5 per cent SLA, OAuth through IAM, a public Discovery document and optional Model Armor screening. Seat prices weren't found on Google's pages, onboarding needs a billing account and a person, and some Gemini agent capabilities announced on 8 October are early access.", "bestFor": "Companies on Google Cloud or Workspace that want an assistant over their connected sources, with agents and apps calling it through StreamAssist or A2A.", "strengths": [ "StreamAssist is a GA v1 method with a 99.5 per cent monthly uptime SLA and service credits", "OAuth 2.0 through IAM, with a narrow `discoveryengine.assist.readwrite` scope and per-app user roles", "A public Discovery document (revision 20261004, 278 methods) and client libraries in seven languages", "Model Armor can screen the assistant's prompts and responses on every edition at no extra cost", "Agents registered in Gemini Enterprise answer A2A `message:send` and `message:stream` through a Google endpoint" ], "weaknesses": [ "No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account", "The 30-day Plus trial goes through the Google Cloud Free Trial, which asks for a card or other payment method", "No retry, backoff or idempotency guidance for StreamAssist was found, and each call writes to a session", "Background tasks, desktop and mobile apps and third-party model choice are early access per the product page", "Assistant use is capped per licence, 160 queries a day on Standard and 200 on Plus, pooled per project" ], "agentNotes": [ "Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs `discoveryengine.assistants.assist`", "Send `X-Goog-User-Project` with your project ID when calling with Application Default Credentials", "Pass the `session` name from the final stream message on the next call to keep context. Leaving it empty starts a new session", "Read `connectorAuthErrors` in the response. A connector that failed sign-in is skipped and the answer comes from the rest", "Use the A2A URL returned by Agent Registry verbatim. It takes the project number, not the project ID" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 68.1 } ], "editorialScores": { "ergonomics": 48, "maintenance": 80, "payments": 10, "reliability": 85, "schema": 78, "security": 87, "transparency": 64 }, "provenanceScore": 99 }, "connect": { "install": "pip install google-cloud-discoveryengine # or: npm install @google-cloud/discoveryengine", "http": "curl -X POST -H \"Authorization: Bearer $(gcloud auth print-access-token)\" -H \"Content-Type: application/json\" \"https://ENDPOINT_LOCATION-discoveryengine.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/collections/default_collection/engines/APP_ID/assistants/default_assistant:streamAssist\" -d '{\"query\": {\"text\": \"QUERY_TEXT\"}}'" }, "letme": { "capability": "https://letme.dev/knowledge.search", "tool": "https://letme.dev/gemini-enterprise" }, "sameCompany": [ "gemini-api", "gemini-embedding", "vertex-ai-tuning", "google-model-armor", "google-imagen", "google-veo", "google-lyria", "google-speech-to-text", "gemini-live", "google-adk", "google-secret-manager", "google-cloud-document-ai", "google-weather-api", "chrome-devtools-mcp", "google-maps-platform", "google-cloud-translation", "google-calendar-api", "firebase-cloud-messaging", "google-drive-api", "gemini-cli", "google-search-console", "google-ads-api", "google-forms", "google-sheets-api", "gmail-api" ], "area": "business", "unitPrices": [ { "item": "Storage and data indexing over quota (per GiB)", "unit": "gb-month", "usd": 5 } ], "provenance": { "legalEntity": "Google LLC", "domain": "google.com", "domainRegistered": "1997-09-15", "domainNote": "The API is on googleapis.com, Google's API domain. Docs are on docs.cloud.google.com.", "endpointOnVendorDomain": true, "terms": "https://cloud.google.com/terms", "privacy": "https://cloud.google.com/terms/cloud-privacy-notice", "statusPage": "https://status.cloud.google.com", "changelog": "https://docs.cloud.google.com/gemini/enterprise/docs/release-notes", "securityTxt": "valid", "checked": "2026-10-10", "notes": [ "https://www.google.com/.well-known/security.txt shows Expires 2030-04-01 and points to the vulnerability reward programme (read 10 October 2026).", "The legal entity, terms, privacy notice and domain registration date (RDAP, 1997-09-15) are taken from the 9 October check of the Google Cloud Document AI listing, not re-read on 10 October.", "The Google Cloud status page lists Gemini Enterprise and 'Financial Research agent in Gemini Enterprise' as products (https://status.cloud.google.com/products.json)." ], "score": 99 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/gemini-enterprise.json", "live": { "slug": "gemini-enterprise", "vendorStatus": { "page": "https://status.cloud.google.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-11T01:36:36.02743616Z" }, "updatedAt": "2026-10-11T01:36:36.02743616Z" } }, "answer": "Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category.", "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": 884, "ranked": true, "rankOf": 961, "categoryRank": 13, "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, "securityTxt": { "url": "https://secoda.co/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-10T15:41:27.711379431Z" }, "llmsTxt": { "url": "https://docs.secoda.co/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-10T14:05:08.160190565Z" }, "pages": [ { "url": "https://docs.secoda.co/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-10-10T19:02:33.78332055Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "bb1750df5552" }, { "url": "https://docs.secoda.co/policies/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-10T19:02:38.100347421Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "152634c5bb84" }, { "url": "https://docs.secoda.co/policies/master-subscription-agreement", "kind": "terms", "status": 304, "checkedAt": "2026-10-10T19:02:36.220152304Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9530fcb310d5" } ], "updatedAt": "2026-10-10T19:02:38.100347421Z" } }, "facts": [ { "a": "HTTP API", "b": "HTTP API", "name": "Kind" }, { "a": "Google", "b": "Secoda, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "HTTP", "b": "HTTP, stdio", "name": "Transports" }, { "a": "OAuth", "b": "API key", "name": "Auth" }, { "a": "Paid", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service under the Google Cloud terms. The client libraries are Apache-2.0", "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": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "no", "b": "yes", "name": "llms.txt" }, { "a": "2026-10-08", "b": "2026-10-06", "name": "Last release" }, { "a": "2026-09-02", "b": "no date given", "name": "Terms last updated" }, { "a": "2026-09-28", "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": "not found in the text", "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": "139k npm/wk, 1.2M PyPI/wk", "b": "1 stars", "name": "Popularity" } ], "faq": [ { "answer": "Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category.", "question": "Which is better for AI agents, Gemini Enterprise or Secoda?" }, { "answer": "Gemini Enterprise uses an OAuth sign-in. Secoda needs an API key.", "question": "Do Gemini Enterprise and Secoda need an API key?" }, { "answer": "No hosted endpoint is listed for Gemini Enterprise. Secoda runs on your own machine, with no hosted endpoint listed.", "question": "Can an agent call Gemini Enterprise and Secoda without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 85 against 40", "Schema \u0026 documentation, 78 against 59", "Security \u0026 auth, 87 against 54", "Payments \u0026 pricing, 10 against 0", "Maintenance \u0026 community, 80 against 60", "Transparency \u0026 trust, 82 against 58" ], "also": null, "goodFor": "Companies on Google Cloud or Workspace that want an assistant over their connected sources, with agents and apps calling it through StreamAssist or A2A.", "slug": "gemini-enterprise", "watchFor": "No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account" }, { "aheadOn": null, "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-gemini-enterprise.json", "title": "Alation vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/alation-vs-gemini-enterprise" }, { "json": "https://www.anchorterminal.com/compare/atlan-vs-gemini-enterprise.json", "title": "Atlan vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/atlan-vs-gemini-enterprise" }, { "json": "https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise.json", "title": "Cohere North vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise" }, { "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-gemini-enterprise.json", "title": "Collibra vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/collibra-vs-gemini-enterprise" }, { "json": "https://www.anchorterminal.com/compare/dust-vs-gemini-enterprise.json", "title": "Dust vs Gemini Enterprise", "url": "https://www.anchorterminal.com/compare/dust-vs-gemini-enterprise" }, { "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/gemini-enterprise-vs-glean.json", "title": "Gemini Enterprise vs Glean", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-glean" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-guru.json", "title": "Gemini Enterprise vs Guru", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-guru" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx.json", "title": "Gemini Enterprise vs Onyx", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx" }, { "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-overclock.json", "title": "Gemini Enterprise vs Overclock", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-overclock" }, { "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-secoda.json", "title": "Guru vs Secoda", "url": "https://www.anchorterminal.com/compare/guru-vs-secoda" }, { "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" } ], "scores": [ { "by": 45, "edge": "gemini-enterprise", "gemini-enterprise": 85, "key": "reliability", "name": "Reliability", "secoda": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 19, "edge": "gemini-enterprise", "gemini-enterprise": 78, "key": "schema", "name": "Schema \u0026 documentation", "secoda": 59, "weight": 13 }, { "by": 4, "edge": "gemini-enterprise", "gemini-enterprise": 48, "key": "ergonomics", "name": "Agent ergonomics", "secoda": 44, "weight": 13 }, { "by": 33, "edge": "gemini-enterprise", "gemini-enterprise": 87, "key": "security", "name": "Security \u0026 auth", "secoda": 54, "weight": 14 }, { "by": 10, "edge": "gemini-enterprise", "gemini-enterprise": 10, "key": "payments", "name": "Payments \u0026 pricing", "secoda": 0, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 20, "edge": "gemini-enterprise", "gemini-enterprise": 80, "key": "maintenance", "name": "Maintenance \u0026 community", "secoda": 60, "weight": 7 }, { "by": 24, "edge": "gemini-enterprise", "gemini-enterprise": 82, "key": "transparency", "name": "Transparency \u0026 trust", "secoda": 58, "weight": 7 } ], "summary": "Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category. Both do company knowledge search.", "verdicts": { "gemini-enterprise": "The assistant is callable through a GA v1 method with a 99.5 per cent SLA, OAuth through IAM, a public Discovery document and optional Model Armor screening. Seat prices weren't found on Google's pages, onboarding needs a billing account and a person, and some Gemini agent capabilities announced on 8 October are early access.", "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/gemini-enterprise-vs-secoda", "json": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.md", "slim": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.min.md" }, "markdown": "Gemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category. Both do company knowledge search.\n\n- Gemini Enterprise: grade B, 68.1/100, rank #231 of 961. Markdown https://www.anchorterminal.com/tools/gemini-enterprise.md · JSON https://www.anchorterminal.com/api/v1/tools/gemini-enterprise.json\n- Secoda: grade E, 44.5/100, rank #884 of 961. 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 73 knowledge comparisons: https://www.anchorterminal.com/compare/company-knowledge/index.md\n\n## Which one, for what\n\n### Gemini Enterprise (B)\n\nGood for: Companies on Google Cloud or Workspace that want an assistant over their connected sources, with agents and apps calling it through StreamAssist or A2A.\n\nAhead on:\n- Reliability, 85 against 40\n- Schema \u0026 documentation, 78 against 59\n- Security \u0026 auth, 87 against 54\n- Payments \u0026 pricing, 10 against 0\n- Maintenance \u0026 community, 80 against 60\n- Transparency \u0026 trust, 82 against 58\n\nWatch for: No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account\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\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 | Gemini Enterprise | Secoda | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 85 | 40 | Gemini Enterprise +45 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 78 | 59 | Gemini Enterprise +19 |\n| Agent ergonomics | 13% (16.2 this run) | 48 | 44 | Gemini Enterprise +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 87 | 54 | Gemini Enterprise +33 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 0 | Gemini Enterprise +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 60 | Gemini Enterprise +20 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 82 | 58 | Gemini Enterprise +24 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **68.1 · B** | **44.5 · E** | |\n\n## Facts side by side\n\n| Fact | Gemini Enterprise | Secoda |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Google | Secoda, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | HTTP | HTTP, stdio |\n| Auth | OAuth | API key |\n| Pricing | Paid | Paid |\n| x402 | no | no |\n| Licence | Proprietary service under the Google Cloud terms. The client libraries are Apache-2.0 | 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 | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-08 | 2026-10-06 |\n| Terms last updated | 2026-09-02 | no date given |\n| Privacy policy last updated | 2026-09-28 | 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 | not found in the text | 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 | 139k npm/wk, 1.2M PyPI/wk | 1 stars |\n\n## Verdicts\n\n**Gemini Enterprise.** The assistant is callable through a GA v1 method with a 99.5 per cent SLA, OAuth through IAM, a public Discovery document and optional Model Armor screening. Seat prices weren't found on Google's pages, onboarding needs a billing account and a person, and some Gemini agent capabilities announced on 8 October are early access.\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### Gemini Enterprise\n\n1. Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs `discoveryengine.assistants.assist`\n2. Send `X-Goog-User-Project` with your project ID when calling with Application Default Credentials\n3. Pass the `session` name from the final stream message on the next call to keep context. Leaving it empty starts a new session\n4. Read `connectorAuthErrors` in the response. A connector that failed sign-in is skipped and the answer comes from the rest\n5. Use the A2A URL returned by Agent Registry verbatim. It takes the project number, not the project ID\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, Gemini Enterprise or Secoda?\n\nGemini Enterprise scores 68.1 (B) on agent readiness against Secoda's 44.5 (E), and leads in every scored category.\n\n### Do Gemini Enterprise and Secoda need an API key?\n\nGemini Enterprise uses an OAuth sign-in. Secoda needs an API key.\n\n### Can an agent call Gemini Enterprise and Secoda without installing anything?\n\nNo hosted endpoint is listed for Gemini Enterprise. 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/gemini-enterprise-vs-secoda.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gemini-enterprise\", \"b\": \"secoda\"}`. From a terminal: `anchor compare gemini-enterprise secoda`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gemini-enterprise.json and https://www.anchorterminal.com/api/v1/tools/secoda.json\n\n## Other comparisons with Gemini Enterprise or Secoda\n\n- [Alation vs Gemini Enterprise](https://www.anchorterminal.com/compare/alation-vs-gemini-enterprise.md)\n- [Atlan vs Gemini Enterprise](https://www.anchorterminal.com/compare/atlan-vs-gemini-enterprise.md)\n- [Cohere North vs Gemini Enterprise](https://www.anchorterminal.com/compare/cohere-north-vs-gemini-enterprise.md)\n- [Cohere North vs Secoda](https://www.anchorterminal.com/compare/cohere-north-vs-secoda.md)\n- [Collibra vs Gemini Enterprise](https://www.anchorterminal.com/compare/collibra-vs-gemini-enterprise.md)\n- [Dust vs Gemini Enterprise](https://www.anchorterminal.com/compare/dust-vs-gemini-enterprise.md)\n- [Dust vs Secoda](https://www.anchorterminal.com/compare/dust-vs-secoda.md)\n- [Gemini Enterprise vs Glean](https://www.anchorterminal.com/compare/gemini-enterprise-vs-glean.md)\n- [Gemini Enterprise vs Guru](https://www.anchorterminal.com/compare/gemini-enterprise-vs-guru.md)\n- [Gemini Enterprise vs Onyx](https://www.anchorterminal.com/compare/gemini-enterprise-vs-onyx.md)\n- [Gemini Enterprise vs Overclock](https://www.anchorterminal.com/compare/gemini-enterprise-vs-overclock.md)\n- [Glean vs Secoda](https://www.anchorterminal.com/compare/glean-vs-secoda.md)\n- [Guru vs Secoda](https://www.anchorterminal.com/compare/guru-vs-secoda.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", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-11", "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": "Gemini Enterprise vs Secoda", "url": "" } ], "description": "Gemini Enterprise scores 68.1 (B) to Secoda's 44.5 (E) for company knowledge search. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Gemini Enterprise B 68.1", "Secoda E 44.5", "scores" ], "h1": "Gemini Enterprise vs Secoda", "image": "https://www.anchorterminal.com/assets/og/compare-gemini-enterprise-vs-secoda.png", "path": "/compare/gemini-enterprise-vs-secoda", "published": "2026-10-01", "section": "tools", "title": "Gemini Enterprise vs Secoda for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-10", "url": "https://www.anchorterminal.com/compare/gemini-enterprise-vs-secoda" }, "tokens": { "markdown": 2450, "slim": 630 }, "version": 1 }