Head to head · Company knowledge search · October 2026 research run
Collibra vs Gemini Enterprise
Gemini Enterprise scores 68.1 (B) on agent readiness against Collibra's 64.6 (B), and leads in 4 of 7 scored categories. Collibra leads on schema & documentation and agent ergonomics. Both do company knowledge search.
Best company knowledge search and data catalogues for AI agents · All 73 knowledge comparisons
Which one, for what
Collibra B
Best for An organisation that already runs Collibra and wants an agent to look up assets, glossary terms, lineage and data quality, or to write assets and classifications under a governed role.
Ahead on
- Schema & documentation, 83 against 78
- Agent ergonomics, 75 against 48
Also in its favour
- Runs on your own machine
Watch for
No published price, trial or self-serve sign-up. The pricing address returns 404 and the site links a demo request and a product tour
Best 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.
Ahead on
- Reliability, 85 against 66
- Security & auth, 87 against 68
- Payments & pricing, 10 against 0
Watch for
No seat prices on the Google pages read, and pay-as-you-go needs an invoiced Cloud Billing account
Score by category
| Category | Weight this run | Collibra | Gemini Enterprise | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 85 | Gemini Enterprise +19 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 78 | Collibra +5 |
| Agent ergonomics | 13%16.2 | 75 | 48 | Collibra +27 |
| Security & auth | 14%17.5 | 68 | 87 | Gemini Enterprise +19 |
| Payments & pricing | 10%12.5 | 0 | 10 | Gemini Enterprise +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 80 | Gemini Enterprise +4 |
| Transparency & trust | 7%8.8 | 82 | 82 | even |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 64.6/100 | B 68.1/100 |
Facts side by side
| Fact | Collibra | Gemini Enterprise |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Collibra | |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP, Streamable HTTP, stdio | HTTP |
| Auth | OAuth or key | OAuth |
| Pricing | Paid | Paid |
| x402 | no | no |
| Licence | Proprietary service under the Master Collibra Agreement, with the Developer Terms for the REST APIs and CLI. The local MCP server (chip) is Apache-2.0, and the CLI binary ships under a Binary Code Licence Agreement | Proprietary service under the Google Cloud terms. The client libraries are Apache-2.0 |
| Tools exposed | 30 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-04 | 2026-10-08 |
| Terms last updated | couldn't be read | 2026-09-02 |
| Privacy policy last updated | couldn't be read | 2026-09-28 |
| Customer content may train models | couldn't be read | not found in the text |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | not found in the text |
| Popularity | 37 stars | 139k npm/wk, 1.2M PyPI/wk |
Verdicts
Collibra
Each REST API has an OpenAPI 3.0 definition, the developer portal publishes llms.txt and Markdown pages, and every MCP tool carries read-only and destructive annotations. Access needs a sales contract, since no price, trial or self-serve sign-up is published, and no general API rate limit was found in the reviewed documentation.
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.
Before you call either
Collibra
- Ask a Collibra administrator to register an OAuth application. Integration applications use client credentials, and MCP clients need a user application with a redirect URI
- Reuse each access token for its 5 minutes. The token endpoint answers 429 once a client drains its pool of 100 tokens, refilled at 30 a minute
- Page large reads with
cursor=andsortField=ID. Cursor and offset parameters cannot be combined, and Search APIlimitplusoffsetcannot exceed 10,000 - Keep Import API files to 10,000 assets or fewer and run at most 8 imports at once. Retry a job that fails on a concurrency error
- Expect
discover_data_assetsanddiscover_business_glossaryto consume Collibra Units and to need thedgc.ai-copilotpermission. Usesearch_asset_keywordfor free keyword search
Gemini Enterprise
- Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs
discoveryengine.assistants.assist - Send
X-Goog-User-Projectwith your project ID when calling with Application Default Credentials - Pass the
sessionname from the final stream message on the next call to keep context. Leaving it empty starts a new session - Read
connectorAuthErrorsin 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
Questions
Which is better for AI agents, Collibra or Gemini Enterprise?
Gemini Enterprise scores 68.1 (B) on agent readiness against Collibra's 64.6 (B), and leads in 4 of 7 scored categories. Collibra leads on schema & documentation and agent ergonomics.
Do Collibra and Gemini Enterprise need an API key?
Collibra takes an API key or an OAuth sign-in. Gemini Enterprise uses an OAuth sign-in.
Can an agent call Collibra and Gemini Enterprise without installing anything?
Collibra runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for Gemini Enterprise.
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- Collibra vs Overclock
- Dust vs Gemini Enterprise
- Gemini Enterprise vs Glean
- Gemini Enterprise vs Guru
- Gemini Enterprise vs Onyx
- Gemini Enterprise vs Overclock
- Gemini Enterprise vs Secoda
- Alation vs Collibra
- Atlan vs Collibra
- Collibra vs DataHub
- Collibra vs Marmot
- Collibra vs OpenMetadata
- Collibra vs Secoda
Machine-readable
- This page as Markdown
/compare/collibra-vs-gemini-enterprise.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/collibra.json·/api/v1/tools/gemini-enterprise.json - From a terminal
anchor compare collibra gemini-enterprise(the CLI) - Over MCP
compare_tools {"a": "collibra", "b": "gemini-enterprise"}at/mcp, no key