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
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
| Category | Weight this run | Graphicle | Graphiti | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 50 | Graphicle +13 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 71 | Graphicle +12 |
| Agent ergonomics | 13%16.2 | 86 | 51 | Graphicle +35 |
| Security & auth | 14%17.5 | 69 | 23 | Graphicle +46 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 65 | Graphiti +17 |
| Transparency & trust | 7%8.8 | 68 | 71 | Graphiti +3 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.8/100 | D 53.3/100 |
Facts side by side
| Fact | Graphicle | Graphiti |
|---|---|---|
| Kind | MCP server | Agent framework |
| Vendor | KarLex AI, Inc. | Zep |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | stdio, Streamable HTTP | Streamable HTTP, stdio |
| Auth | OAuth or key | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 |
| Tools exposed | 25 | 13 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-14 | 2026-09-08 |
| Terms last updated | 2025-03-14 | no document linked |
| Privacy policy last updated | 2025-03-14 | no document linked |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 144 stars | 29k stars, 151k 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.
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
- 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
Graphiti
- Set OPENAI_API_KEY (or another provider's key) and MODEL_NAME before starting the MCP server
- Use search_memory_facts for facts and search_nodes for entities instead of reading whole episodes
- Never call clear_graph to fix one fact. Use delete_episode or delete_entity_edge
- Pass group_ids on every search and add so one user's graph doesn't leak into another's
- 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
- Amazon Bedrock AgentCore Memory vs Graphicle
- Amazon Bedrock AgentCore Memory vs Graphiti
- Cognee vs Graphicle
- Cognee vs Graphiti
- Graphiti vs Hindsight
- Graphiti vs Honcho
- Graphiti vs LangMem
- Graphiti vs LocalGhost
- Graphiti vs Mem0 Platform + MCP
- Graphiti vs Memory (MCP reference server)
- Graphiti vs Supermemory API + MCP
- Graphiti vs Zep
- Graphicle vs Hindsight
- Graphicle vs Honcho
- Graphicle vs Khoj
- Graphicle vs LangMem
- Graphicle vs Mem0 Platform + MCP
- Graphicle vs Supermemory API + MCP
- Graphicle vs Zep
Machine-readable
- This page as Markdown
/compare/graphicle-vs-graphiti.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphicle.json·/api/v1/tools/graphiti.json - From a terminal
anchor compare graphicle graphiti(the CLI) - Over MCP
compare_tools {"a": "graphicle", "b": "graphiti"}at/mcp, no key