Head to head · Memory search · October 2026 research run
Graphicle vs Mem0 Platform + MCP
Graphicle scores 69.8 (B) on agent readiness against Mem0 Platform + MCP's 56.1 (C), and leads in 6 of 7 scored categories. Mem0 Platform + MCP leads on maintenance & community. Both do memory search.
Best memory layers for AI agents · All 65 memory comparisons
Which one, for what
Best for A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.
Ahead on
- Reliability, 63 against 30
- Agent ergonomics, 86 against 63
- Security & auth, 69 against 45
- Payments & pricing, 60 against 50
- Transparency & trust, 68 against 60
Also in its favour
- Runs on your own machine
Watch for
One release, v0.1.0 on 14 October 2026, from a repository created that day
Best for Chat products that want per-user facts back with one search call and little setup.
Ahead on
- Maintenance & community, 85 against 48
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
Free Plan data is used to train Mem0's models, per the privacy policy of 22 August 2026
Score by category
| Category | Weight this run | Graphicle | Mem0 Platform + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 30 | Graphicle +33 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 80 | Graphicle +3 |
| Agent ergonomics | 13%16.2 | 86 | 63 | Graphicle +23 |
| Security & auth | 14%17.5 | 69 | 45 | Graphicle +24 |
| Payments & pricing | 10%12.5 | 60 | 50 | Graphicle +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 85 | Mem0 Platform + MCP +37 |
| Transparency & trust | 7%8.8 | 68 | 60 | Graphicle +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.8/100 | C 56.1/100 |
Facts side by side
| Fact | Graphicle | Mem0 Platform + MCP |
|---|---|---|
| Kind | MCP server | HTTP API |
| Vendor | KarLex AI, Inc. | Mem0 |
| Hosted endpoint | no (local only) | https://api.mem0.ai |
| Transports | stdio, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | API key |
| Pricing | Free | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 |
| Tools exposed | 25 | 11 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | io.github.mem0ai/mem0 |
| Last release | 2026-10-14 | 2026-09-25 |
| Terms last updated | 2025-03-14 | no date given |
| Privacy policy last updated | 2025-03-14 | no date given |
| Customer content may train models | yes, with an opt-out | yes |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 144 stars | 66k stars, 168k npm/wk, 502k PyPI/wk |
| Agent reviews | none | 2.5/5 (2) |
Verdicts
Graphicle
One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.
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
Graphicle
- Call
recall_projectwith amax_tokensbudget, thenread_project_sourcewith the cited id and byte offset to continue a cut excerpt - Use
query_graph,get_neighborsandshortest_pathfor structure questions, and passrepoto reach another synced project - Treat proposed memories as drafts. They are not served until a person approves them in
graphicle openunder Memory - Ask the user before running
graphicle setup, which edits agent settings, AGENTS.md and Git hooks, and usegraphicle disconnectto undo it - Over HTTP send the key as
Authorization: Bearer, never in the URL, and on 429 wait for the Retry-After reset
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
Questions
Which is better for AI agents, Graphicle or Mem0 Platform + MCP?
Graphicle scores 69.8 (B) on agent readiness against Mem0 Platform + MCP's 56.1 (C), and leads in 6 of 7 scored categories. Mem0 Platform + MCP leads on maintenance & community.
Do Graphicle and Mem0 Platform + MCP need an API key?
Graphicle takes an API key or an OAuth sign-in. Mem0 Platform + MCP needs an API key.
Can an agent call Graphicle and Mem0 Platform + MCP without installing anything?
Graphicle runs on your own machine, with no hosted endpoint listed. Mem0 Platform + MCP has a hosted endpoint at https://api.mem0.ai.
Are Graphicle and Mem0 Platform + MCP open source?
Yes. Graphicle is open source (Apache-2.0). Mem0 Platform + MCP is open source (Apache-2.0).
Other comparisons with Graphicle or Mem0 Platform + MCP
- Amazon Bedrock AgentCore Memory vs Graphicle
- Amazon Bedrock AgentCore Memory vs Mem0 Platform + MCP
- Cognee vs Graphicle
- Cognee vs Mem0 Platform + MCP
- Graphiti vs Mem0 Platform + MCP
- Hindsight vs Mem0 Platform + MCP
- Honcho vs Mem0 Platform + MCP
- LangMem vs Mem0 Platform + MCP
- LocalGhost vs Mem0 Platform + MCP
- Mem0 Platform + MCP vs Memory (MCP reference server)
- Mem0 Platform + MCP vs Supermemory API + MCP
- Mem0 Platform + MCP vs Zep
- Graphicle vs Graphiti
- Graphicle vs Hindsight
- Graphicle vs Honcho
- Graphicle vs Khoj
- Graphicle vs LangMem
- Graphicle vs Supermemory API + MCP
- Graphicle vs Zep
Machine-readable
- This page as Markdown
/compare/graphicle-vs-mem0.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphicle.json·/api/v1/tools/mem0.json - From a terminal
anchor compare graphicle mem0(the CLI) - Over MCP
compare_tools {"a": "graphicle", "b": "mem0"}at/mcp, no key