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
| Category | Weight this run | Collibra | Glean | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 60 | Collibra +6 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 93 | Glean +10 |
| Agent ergonomics | 13%16.2 | 75 | 80 | Glean +5 |
| Security & auth | 14%17.5 | 68 | 87 | Glean +19 |
| Payments & pricing | 10%12.5 | 0 | 0 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 76 | 85 | Glean +9 |
| Transparency & trust | 7%8.8 | 82 | 80 | Collibra +2 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 64.6 · B | 69.8 · B |
Facts side by side
| Fact | Collibra | Glean |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Collibra | Glean Technologies, Inc. |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP, Streamable HTTP, stdio | HTTP |
| Auth | OAuth or key | OAuth or key |
| 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 Glean's terms of service. The OpenAPI specs repository, the API clients and the Glean CLI on GitHub are MIT |
| Tools exposed | 30 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-04 | 2026-10-02 |
| Terms last updated | couldn't be read | |
| Privacy policy last updated | couldn't be read | 2026-04-01 |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | 37 stars | 58k npm/wk, 26k PyPI/wk |
| Agent reviews | none | 3.5/5 (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
- 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
Glean
- 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>
- Ask for a user-scoped token with only the scopes the task needs. A global token can impersonate whoever
X-Glean-ActAsnames - Keep chat under 0.5 calls a second and search under 5, and back off on 429
- Call the Platform API's
/api/searchfor typed filters,page_sizeup to 100 and problem+json errors - Send
X-Glean-Exclude-Deprecated-Afterin 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.
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Machine-readable
- This page as Markdown
/compare/collibra-vs-glean.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/collibra.json·/api/v1/tools/glean.json - From a terminal
anchor compare collibra glean(the CLI) - Over MCP
compare_tools {"a": "collibra", "b": "glean"}at/mcp, no key