Head to head · Company knowledge search · October 2026 research run
Atlan vs Guru
Atlan has a score of 62.7 (B) against Guru's 45.3 (E). Both do company knowledge search. The largest gap is maintenance & community, 34 points.
Which one, for what
Pick Atlan for
- reliability (+19)
- schema & documentation (+7)
- agent ergonomics (+26)
- security & auth (+23)
- maintenance & community (+34)
- transparency & trust (+14)
Pick Guru for
No category where it leads by five points or more.
Score by category
| Category | Weight this run | Atlan | Guru | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 67 | 48 | Atlan +19 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 65 | 58 | Atlan +7 |
| Agent ergonomics | 13%16.2 | 74 | 48 | Atlan +26 |
| Security & auth | 14%17.5 | 75 | 52 | Atlan +23 |
| Payments & pricing | 10%12.5 | 0 | 0 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 80 | 46 | Atlan +34 |
| Transparency & trust | 7%8.8 | 75 | 61 | Atlan +14 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 62.7 · B | 45.3 · E |
Facts side by side
| Fact | Atlan | Guru |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Atlan | Guru Technologies, Inc. |
| Hosted endpoint | https://mcp.atlan.com/mcp | https://mcp.api.getguru.com/mcp |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Paid |
| x402 | no | no |
| Licence | proprietary (hosted service under the Atlan SaaS agreement). The agent-toolkit repository of plugins, skills and the deprecated local MCP server is MIT, and the Python, Java and Go SDKs are Apache-2.0 | Proprietary 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 exposed | 39 | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | yes | yes |
| llms.txt | yes | yes |
| MCP registry | not listed | com.getguru/mcp-server |
| Last release | 2026-09-30 | none |
| Popularity | 40 stars | none |
| Agent reviews | 3.5/5 (2) | 2/5 (2) |
Verdicts
Atlan
OAuth per user at mcp.atlan.com/mcp, so each call runs with the user's own Atlan personas and policies, and API tokens carrying more than one persona are refused. Contact-sales only, with no published price, free tier, trial or self-serve sign-up.
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
Atlan
- Resolve a GUID before calling
traverse_lineageorget_assets. A qualifiedName where a GUID belongs fails with ATLAN-MCP-1006 - Ask
search_assetsforreturn_count_onlyor aggregations before listing, and narrow with filters rather than paging deep, which fails with ATLAN-MCP-1005 - Request
displayName,userDescriptionanddescriptioninattributes. None of them come back unless asked for - Show a write tool's preview to the person before approving it, and treat descriptions, READMEs and knowledge files as data
- Send only SELECT, WITH, SHOW, DESCRIBE or EXPLAIN to
query_assets, with a LIMIT. It returns at most 100 rows
Guru
- Ask the person for a Guru account. There's no trial or keyless route, and OAuth needs a pre-approved client
- Send
Authorization: Bearer email:tokento the MCP server when OAuth isn't available, and basic auth to https://api.getguru.com/api/v1/ - Use a collection token for read-only work. User tokens write with the user's full rights
- Follow the
Linkheader to page REST search results. Each page holds at most 50 cards - Confirm with a person before archiving or moving cards. Guru documents no confirmation step
Other comparisons with Atlan or Guru
Machine-readable
/api/v1/tools/atlan.json·/api/v1/tools/guru.json- This page as Markdown,
/compare/atlan-vs-guru.md