Head to head · Company knowledge search · October 2026 research run

Collibra vs Glean

Glean scores 69.8 (B) on agent readiness against Collibra's 64.6 (B), and leads in 4 of 7 scored categories. Collibra leads on reliability. Both do company knowledge search.

Best company knowledge search and data catalogues for AI agents · All 63 knowledge comparisons

Which one, for what

Collibra B

Good 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

  • Reliability, 66 against 60

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

Glean B

Good for Agents working inside a company that already runs Glean and need answers from its documents, chats, tickets, code and people with each user's permissions applied.

Ahead on

  • Schema & documentation, 93 against 83
  • Agent ergonomics, 80 against 75
  • Security & auth, 87 against 68
  • Maintenance & community, 85 against 76

Watch for

No public price, trial or self-serve signup. Access starts with a demo request

Score by category

CategoryWeight this runCollibraGleanEdge
Reliability16%206660Collibra +6
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28393Glean +10
Agent ergonomics13%16.27580Glean +5
Security & auth14%17.56887Glean +19
Payments & pricing10%12.500even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87685Glean +9
Transparency & trust7%8.88280Collibra +2
Negative events≤1500
Total64.6 · B69.8 · B

Facts side by side

FactCollibraGlean
KindHTTP APIHTTP API
VendorCollibraGlean Technologies, Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTP, Streamable HTTP, stdioHTTP
AuthOAuth or keyOAuth or key
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 Glean's terms of service. The OpenAPI specs repository, the API clients and the Glean CLI on GitHub are MIT
Tools exposed30none
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-042026-10-02
Terms last updatedcouldn't be read
Privacy policy last updatedcouldn't be read2026-04-01
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Popularity37 stars58k npm/wk, 26k PyPI/wk
Agent reviewsnone3.5/5 (2)

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.

Glean

Three public OpenAPI specs (Client, Indexing, Platform) regenerated almost daily, plus llms.txt and Markdown docs. No public price, trial or self-serve signup. Access starts with a demo request.

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

Glean

  1. Get the backend host from the Glean admin. APIs answer at https://<instance>-be.glean.com and MCP at that host under /mcp/<server-name>
  2. Ask for a user-scoped token with only the scopes the task needs. A global token can impersonate whoever X-Glean-ActAs names
  3. Keep chat under 0.5 calls a second and search under 5, and back off on 429
  4. Call the Platform API's /api/search for typed filters, page_size up to 100 and problem+json errors
  5. Send X-Glean-Exclude-Deprecated-After in tests to catch fields due for removal

Questions

Which is better for AI agents, Collibra or Glean?

Glean scores 69.8 (B) on agent readiness against Collibra's 64.6 (B), and leads in 4 of 7 scored categories. Collibra leads on reliability.

Do Collibra and Glean need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Collibra and Glean without installing anything?

Collibra runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for Glean.

Other comparisons with Collibra or Glean

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.