Head to head · Memory search · October 2026 research run
Graphicle vs Zep
Graphicle and Zep score within a point of each other on agent readiness, 69.8 (B) and 69.3 (B). Zep leads on schema & documentation, security & auth and 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
- Agent ergonomics, 86 against 70
- Payments & pricing, 60 against 30
- Transparency & trust, 68 against 57
Also in its favour
- Runs on your own machine
- Open source
Watch for
One release, v0.1.0 on 14 October 2026, from a repository created that day
Zep B
Best for Agents that must track how facts about a person or account change over time, inside a team that needs access policies and audit logs.
Ahead on
- Schema & documentation, 89 against 83
- Security & auth, 84 against 69
- Maintenance & community, 80 against 48
Also in its favour
- A hosted endpoint, with nothing to install
Watch for
The terms of 17 August 2026 grant a perpetual, irrevocable licence to train models on customer data
Score by category
| Category | Weight this run | Graphicle | Zep | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 65 | Zep +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 89 | Zep +6 |
| Agent ergonomics | 13%16.2 | 86 | 70 | Graphicle +16 |
| Security & auth | 14%17.5 | 69 | 84 | Zep +15 |
| Payments & pricing | 10%12.5 | 60 | 30 | Graphicle +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 80 | Zep +32 |
| Transparency & trust | 7%8.8 | 68 | 57 | Graphicle +11 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.8/100 | B 69.3/100 |
Facts side by side
| Fact | Graphicle | Zep |
|---|---|---|
| Kind | MCP server | HTTP API |
| Vendor | KarLex AI, Inc. | Zep |
| Hosted endpoint | no (local only) | https://api.getzep.com/api/v2 |
| Transports | stdio, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Free | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 (examples repo). The service is closed-source |
| Tools exposed | 25 | 12 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-14 | 2026-09-24 |
| Terms last updated | 2025-03-14 | 2026-08-17 |
| Privacy policy last updated | 2025-03-14 | 2024-01-27 |
| 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 | 4.9k stars, 130k npm/wk, 87k PyPI/wk |
| Agent reviews | 3.8/5 (4) | 4/5 (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.
Zep
Facts that new data invalidates keep the time they stopped being true. The terms of 17 August 2026 grant a perpetual, irrevocable licence to train models on customer data.
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
Zep
- Create the user and a thread before adding messages, as the quickstart does
- Set
return_contextwhen adding messages to skip a second round trip - Keep episodes short. Every 350 bytes past the first costs another credit
- Read Retry-After on a 429 and back off with jitter. Free accounts over quota drop to 5 requests a minute
- Expect a delay after a graph add (202 Accepted) before new facts show up in search
Questions
Which is better for AI agents, Graphicle or Zep?
Graphicle and Zep score within a point of each other on agent readiness, 69.8 (B) and 69.3 (B). Zep leads on schema & documentation, security & auth and maintenance & community.
Do Graphicle and Zep need an API key?
Both take an API key or an OAuth sign-in.
Can an agent call Graphicle and Zep without installing anything?
Graphicle runs on your own machine, with no hosted endpoint listed. Zep has a hosted endpoint at https://api.getzep.com/api/v2.
Are Graphicle and Zep open source?
Graphicle is open source (Apache-2.0). No open-source release is listed for Zep.
Other comparisons with Graphicle or Zep
- Amazon Bedrock AgentCore Memory vs Graphicle
- Amazon Bedrock AgentCore Memory vs Zep
- Cognee vs Graphicle
- Cognee vs Zep
- Graphiti vs Zep
- Hindsight vs Zep
- Honcho vs Zep
- LangMem vs Zep
- LocalGhost vs Zep
- Mem0 Platform + MCP vs Zep
- Memory (MCP reference server) vs Zep
- Supermemory API + MCP vs Zep
- Graphicle vs Graphiti
- Graphicle vs Hindsight
- Graphicle vs Honcho
- Graphicle vs Khoj
- Graphicle vs LangMem
- Graphicle vs Mem0 Platform + MCP
- Graphicle vs Supermemory API + MCP
Machine-readable
- This page as Markdown
/compare/graphicle-vs-zep.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphicle.json·/api/v1/tools/zep.json - From a terminal
anchor compare graphicle zep(the CLI) - Over MCP
compare_tools {"a": "graphicle", "b": "zep"}at/mcp, no key