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

Graphicle B

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

Mem0 Platform + MCP C

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

CategoryWeight this runGraphicleMem0 Platform + MCPEdge
Reliability16%206330Graphicle +33
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28380Graphicle +3
Agent ergonomics13%16.28663Graphicle +23
Security & auth14%17.56945Graphicle +24
Payments & pricing10%12.56050Graphicle +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84885Mem0 Platform + MCP +37
Transparency & trust7%8.86860Graphicle +8
Negative events≤1500
TotalB 69.8/100C 56.1/100

Facts side by side

FactGraphicleMem0 Platform + MCP
KindMCP serverHTTP API
VendorKarLex AI, Inc.Mem0
Hosted endpointno (local only)https://api.mem0.ai
Transportsstdio, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyAPI key
PricingFreeFreemium
x402nono
LicenceApache-2.0Apache-2.0
Tools exposed2511
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.mem0ai/mem0
Last release2026-10-142026-09-25
Terms last updated2025-03-14no date given
Privacy policy last updated2025-03-14no date given
Customer content may train modelsyes, with an opt-outyes
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingyesyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesyes
Popularity144 stars66k stars, 168k npm/wk, 502k PyPI/wk
Agent reviewsnone2.5/5 (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

  1. Call recall_project with a max_tokens budget, then read_project_source with the cited id and byte offset to continue a cut excerpt
  2. Use query_graph, get_neighbors and shortest_path for structure questions, and pass repo to reach another synced project
  3. Treat proposed memories as drafts. They are not served until a person approves them in graphicle open under Memory
  4. Ask the user before running graphicle setup, which edits agent settings, AGENTS.md and Git hooks, and use graphicle disconnect to undo it
  5. Over HTTP send the key as Authorization: Bearer, never in the URL, and on 429 wait for the Retry-After reset

Mem0 Platform + MCP

  1. Send the REST key as Authorization: Token <key>, and the MCP key as Bearer
  2. Don't search for a memory straight after adding it. Adds are queued, so poll get_event_status with the returned event ID
  3. Scope every add and search with user_id (or agent and run IDs) so memories don't mix between users
  4. Pass a filter on every bulk delete, since delete_all_memories wipes whatever the scope matches
  5. 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

Machine-readable

For companies

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