Head to head · Agent memory · October 2026 research run

claude-mem vs Graphiti

claude-mem scores 58.6 (C) on agent readiness against Graphiti's 53.4 (D), and leads in 5 of 7 scored categories. Graphiti leads on payments & pricing and transparency & trust. Both do agent memory.

Best memory layers for AI agents · All 188 memory comparisons

Which one, for what

claude-mem C

Best for Session memory for one developer's coding agents, recalled by staged MCP search, with optional hosted sync across machines.

Ahead on

  • Reliability, 85 against 50
  • Schema & documentation, 84 against 71
  • Agent ergonomics, 74 against 51
  • Security & auth, 50 against 23
  • Maintenance & community, 76 against 65

Watch for

Telemetry is on by default and secret redaction is off by default

Graphiti D

Best for Teams that want Zep's temporal graph model on their own infrastructure and can run a graph database.

Ahead on

  • Payments & pricing, 60 against 20
  • Transparency & trust, 73 against 46

Also in its favour

  • No key needed to call it
  • No incidents deducted, where claude-mem loses 6 points for them

Watch for

Every add runs LLM extraction, so ingestion costs tokens and time

Score by category

CategoryWeight this runclaude-memGraphitiEdge
Reliability16%208550claude-mem +35
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28471claude-mem +13
Agent ergonomics13%16.27451claude-mem +23
Security & auth14%17.55023claude-mem +27
Payments & pricing10%12.52060Graphiti +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87665claude-mem +11
Transparency & trust7%8.84673Graphiti +27
Negative events≤15-60
TotalC 58.6/100D 53.4/100

Facts side by side

Factclaude-memGraphiti
KindMCP serverAgent framework
VendorAlex NewmanZep
Hosted endpointno (local only)no (local only)
Transportsstdio, HTTPStreamable HTTP, stdio
AuthOAuth or keyNone
PricingFreemiumFree
x402nono
LicenceApache-2.0 for the engine, CLI, worker, MCP tools, adapters and docs. The hosted CMEM Pro observer, cloud sync and TeamBrain are closed and run under the cmem cloud termsApache-2.0
Tools exposed1913
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-292026-09-08
Terms last updatedcouldn't be readno document linked
Privacy policy last updatedno date givenno document linked
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Popularity106k stars, 30k npm/wk29k stars, 151k PyPI/wk
Agent reviewsnone2.5/5 (2)

Verdicts

claude-mem

Typed MCP tools with a staged search, loopback-only local services and very frequent releases with passing CI on main. Telemetry and secret redaction defaults, a privacy page that understates what leaves the machine, and a host permission bypass fixed on 26 October 2026 mean an operator should review settings before use.

Graphiti

Apache-2.0, with FalkorDB, Neo4j or Amazon Neptune as the store. Every add runs LLM extraction, so ingestion costs tokens and time.

Before you call either

claude-mem

  1. Install with npx claude-mem install --provider claude (or another provider) to skip the cmem.ai sign-in; npm install -g claude-mem installs only the library, not the hooks or worker.
  2. Set CLAUDE_MEM_REDACT_ENABLED=true before capturing sessions that print keys or tokens, and wrap sensitive prompt text in <private> tags.
  3. Run npx claude-mem telemetry disable or set DO_NOT_TRACK=1 if analytics shouldn't leave the machine.
  4. Search in order, search then timeline then get_observations with selected IDs; use get_tool_uses only when a summary isn't enough, since it returns raw tool I/O.
  5. Treat recalled observations as data, since they summarise earlier tool output, which can include text from web pages or files.

Graphiti

  1. Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server
  2. Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes
  3. Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge
  4. Pass group_ids on every search and add so one user's graph doesn't leak into another's
  5. Call get_status to check the database connection before a long ingest

Questions

Which is better for AI agents, claude-mem or Graphiti?

claude-mem scores 58.6 (C) on agent readiness against Graphiti's 53.4 (D), and leads in 5 of 7 scored categories. Graphiti leads on payments & pricing and transparency & trust.

Can an agent call claude-mem and Graphiti without installing anything?

claude-mem runs on your own machine, with no hosted endpoint listed. Graphiti runs on your own machine, with no hosted endpoint listed.

Are claude-mem and Graphiti open source?

Yes. claude-mem is open source (Apache-2.0 for the engine, CLI, worker, MCP tools, adapters and docs. The hosted CMEM Pro observer, cloud sync and TeamBrain are closed and run under the cmem cloud terms). Graphiti is open source (Apache-2.0).

Other comparisons with claude-mem or Graphiti

Machine-readable

For companies

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