Head to head · Memory search · October 2026 research run

Graphicle vs Graphiti

Graphicle scores 69.8 (B) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti 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 50
  • Schema & documentation, 83 against 71
  • Agent ergonomics, 86 against 51
  • Security & auth, 69 against 23

Also in its favour

  • Free to start without a card

Watch for

One release, v0.1.0 on 14 October 2026, from a repository created that day

Graphiti D

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

Ahead on

  • Maintenance & community, 65 against 48

Also in its favour

  • No key needed to call it

Watch for

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

Score by category

CategoryWeight this runGraphicleGraphitiEdge
Reliability16%206350Graphicle +13
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28371Graphicle +12
Agent ergonomics13%16.28651Graphicle +35
Security & auth14%17.56923Graphicle +46
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84865Graphiti +17
Transparency & trust7%8.86871Graphiti +3
Negative events≤1500
TotalB 69.8/100D 53.3/100

Facts side by side

FactGraphicleGraphiti
KindMCP serverAgent framework
VendorKarLex AI, Inc.Zep
Hosted endpointno (local only)no (local only)
Transportsstdio, Streamable HTTPStreamable HTTP, stdio
AuthOAuth or keyNone
PricingFreeFree
x402nono
LicenceApache-2.0Apache-2.0
Tools exposed2513
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-142026-09-08
Terms last updated2025-03-14no document linked
Privacy policy last updated2025-03-14no document linked
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity144 stars29k stars, 151k 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.

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

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

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, Graphicle or Graphiti?

Graphicle scores 69.8 (B) on agent readiness against Graphiti's 53.3 (D), and leads in 4 of 7 scored categories. Graphiti leads on maintenance & community.

Can an agent call Graphicle and Graphiti without installing anything?

Graphicle runs on your own machine, with no hosted endpoint listed. Graphiti runs on your own machine, with no hosted endpoint listed.

Are Graphicle and Graphiti open source?

Yes. Graphicle is open source (Apache-2.0). Graphiti is open source (Apache-2.0).

Other comparisons with Graphicle or Graphiti

Machine-readable

For companies

Do agents find, use and choose your tools?

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