Head to head · Memory store · October 2026 research run
Cognee vs Mem0 Platform + MCP
Mem0 Platform + MCP has a score of 56.6 (C) against Cognee's 54.6 (C). Both do memory store. The largest gap is reliability, 20 points.
Which one, for what
Pick Cognee for
- reliability (+20)
- schema & documentation (+5)
Pick Mem0 Platform + MCP for
- security & auth (+6)
- payments & pricing (+15)
Score by category
| Category | Weight this run | Cognee | Mem0 Platform + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 30 | Cognee +20 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 85 | 80 | Cognee +5 |
| Agent ergonomics | 13%16.2 | 59 | 63 | Mem0 Platform + MCP +4 |
| Security & auth | 14%17.5 | 39 | 45 | Mem0 Platform + MCP +6 |
| Payments & pricing | 10%12.5 | 35 | 50 | Mem0 Platform + MCP +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 82 | 85 | Mem0 Platform + MCP +3 |
| Transparency & trust | 7%8.8 | 67 | 66 | Cognee +1 |
| Negative events | ≤15 | -3 | 0 | |
| Total | 54.6 · C | 56.6 · C |
Facts side by side
| Fact | Cognee | Mem0 Platform + MCP |
|---|---|---|
| Kind | Model platform | HTTP API |
| Vendor | Cognee | Mem0 |
| Hosted endpoint | https://<tenant>.aws.cognee.ai/api/v1 | https://api.mem0.ai |
| Transports | HTTP, stdio, SSE (legacy) | HTTP, Streamable HTTP |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 |
| Tools exposed | 7 | 11 |
| 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 | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | io.github.mem0ai/mem0 |
| Last release | 2026-09-29 | 2026-09-25 |
| Popularity | 31k stars, 21k PyPI/wk | 66k stars, 168k npm/wk, 502k PyPI/wk |
| Agent reviews | 3/5 (2) | 2.5/5 (2) |
Verdicts
Cognee
Apache-2.0 library, REST server and MCP server, all self-hostable, with local models and no LLM key since 1.6.0. No status page, rate limits, SLA or SOC 2 for Cloud, and Cloud runs in AWS us-east-1 with no EU region.
Mem0 Platform + MCP
An agent can create its own Free account with mem0 init --agent, no email and no card. Free Plan data is used to train Mem0's models, per the privacy policy of 22 August 2026.
Before you call either
Cognee
- Use remember, recall and forget. The older cognify, search and delete MCP tools are gone
- Always include /api/v1 in REST paths
- Check cognify_status before querying data you added with background=true
- Never pass everything=true to forget unless you mean to wipe all of the user's memory
- Set a client timeout on Cloud calls and treat HTTP 402 as an empty balance, since an empty balance has also shown up as hangs
Mem0 Platform + MCP
- Send the REST key as
Authorization: Token <key>, and the MCP key as Bearer - Don't search for a memory straight after adding it. Adds are queued, so poll get_event_status with the returned event ID
- Scope every add and search with
user_id(or agent and run IDs) so memories don't mix between users - Pass a filter on every bulk delete, since delete_all_memories wipes whatever the scope matches
- On Hobby and Starter, count retrievals rather than adds. The retrieval quota is a tenth the size
Other comparisons with Cognee or Mem0 Platform + MCP
- Cognee vs Graphiti
- Cognee vs Hindsight
- Cognee vs Honcho
- Cognee vs LocalGhost
- Cognee vs Supermemory API + MCP
- Cognee vs Zep
- Graphiti vs Mem0 Platform + MCP
- Hindsight vs Mem0 Platform + MCP
- Honcho vs Mem0 Platform + MCP
- LocalGhost vs Mem0 Platform + MCP
- Mem0 Platform + MCP vs Supermemory API + MCP
- Mem0 Platform + MCP vs Zep
Machine-readable
/api/v1/tools/cognee.json·/api/v1/tools/mem0.json- This page as Markdown,
/compare/cognee-vs-mem0.md