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

Gemini Enterprise B

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

CategoryWeight this runCollibraGemini EnterpriseEdge
Reliability16%206685Gemini Enterprise +19
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28378Collibra +5
Agent ergonomics13%16.27548Collibra +27
Security & auth14%17.56887Gemini Enterprise +19
Payments & pricing10%12.5010Gemini Enterprise +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87680Gemini Enterprise +4
Transparency & trust7%8.88282even
Negative events≤1500
TotalB 64.6/100B 68.1/100

Facts side by side

FactCollibraGemini Enterprise
KindHTTP APIHTTP API
VendorCollibraGoogle
Hosted endpointno (local only)no (local only)
TransportsHTTP, Streamable HTTP, stdioHTTP
AuthOAuth or keyOAuth
PricingPaidPaid
x402nono
LicenceProprietary 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 AgreementProprietary service under the Google Cloud terms. The client libraries are Apache-2.0
Tools exposed30none
Read-only variant documentednono
llms.txtyesno
Last release2026-10-042026-10-08
Terms last updatedcouldn't be read2026-09-02
Privacy policy last updatedcouldn't be read2026-09-28
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readnot found in the text
Terms restrict benchmarkingcouldn't be readnot found in the text
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readnot found in the text
Popularity37 stars139k 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

  1. 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
  2. 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
  3. Page large reads with cursor= and sortField=ID. Cursor and offset parameters cannot be combined, and Search API limit plus offset cannot exceed 10,000
  4. 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
  5. Expect discover_data_assets and discover_business_glossary to consume Collibra Units and to need the dgc.ai-copilot permission. Use search_asset_keyword for free keyword search

Gemini Enterprise

  1. Create a Gemini Enterprise app first. StreamAssist needs its APP_ID, and the caller needs discoveryengine.assistants.assist
  2. Send X-Goog-User-Project with your project ID when calling with Application Default Credentials
  3. Pass the session name from the final stream message on the next call to keep context. Leaving it empty starts a new session
  4. Read connectorAuthErrors in the response. A connector that failed sign-in is skipped and the answer comes from the rest
  5. 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.

Other comparisons with Collibra or Gemini Enterprise

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.