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

Glean vs Guru

Glean has a score of 69.8 (B) against Guru's 45.3 (E). Both do company knowledge search. The largest gap is maintenance & community, 39 points.

Which one, for what

Pick Glean for

  • reliability (+12)
  • schema & documentation (+35)
  • agent ergonomics (+32)
  • security & auth (+35)
  • maintenance & community (+39)
  • transparency & trust (+19)

Pick Guru for

No category where it leads by five points or more.

Score by category

CategoryWeight this runGleanGuruEdge
Reliability16%206048Glean +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29358Glean +35
Agent ergonomics13%16.28048Glean +32
Security & auth14%17.58752Glean +35
Payments & pricing10%12.500even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88546Glean +39
Transparency & trust7%8.88061Glean +19
Negative events≤1500
Total69.8 · B45.3 · E

Facts side by side

FactGleanGuru
KindHTTP APIHTTP API
VendorGlean Technologies, Inc.Guru Technologies, Inc.
Hosted endpointno (local only)https://mcp.api.getguru.com/mcp
TransportsHTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingPaidPaid
x402nono
LicenceProprietary service under Glean's terms of service. The OpenAPI specs repository, the API clients and the Glean CLI on GitHub are MITProprietary hosted service under Guru's terms of service. The Python SDK (guruhq/guru-py-sdk) is MIT, and the MCP server's public repository holds only a README and server.json
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednoyes
llms.txtyesyes
MCP registrynot listedcom.getguru/mcp-server
Last release2026-10-02none
Popularity58k npm/wk, 26k PyPI/wknone
Agent reviews3.5/5 (2)2/5 (2)

Verdicts

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.

Guru

Hosted MCP server at https://mcp.api.getguru.com/mcp, registered as com.getguru/mcp-server in the official MCP registry. No public prices, plans or trial, and the pricing page sends everyone to sales.

Before you call either

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

Guru

  1. Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client
  2. Send Authorization: Bearer email:token to the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/
  3. Use a collection token for read-only work. User tokens write with the user's full rights
  4. Follow the Link header to page REST search results. Each page holds at most 50 cards
  5. Confirm with a person before archiving or moving cards. Guru documents no confirmation step

Other comparisons with Glean or Guru

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