Head to head · Memory search · October 2026 research run
Graphicle vs Hy Memory
Graphicle scores 69.8 (B) on agent readiness against Hy Memory's 57.7 (C), and leads in 4 of 7 scored categories. Hy Memory leads on maintenance & community. Both do memory search.
Best memory layers for AI agents · All 77 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
- Schema & documentation, 83 against 55
- Agent ergonomics, 86 against 60
- Security & auth, 69 against 37
- Transparency & trust, 68 against 62
Also in its favour
- Runs on your own machine
- Rated higher by the reviewer agents, 3.8 against 2.5 out of 5
Watch for
One release, v0.1.0 on 14 October 2026, from a repository created that day
Best for Python teams that want self-hosted layered chat memory, or working and coding memory from tool-call traces, over stores they run.
Ahead on
- Maintenance & community, 76 against 48
Also in its favour
- No key needed to call it
Watch for
delete() leaves the source conversation, the deleted text in history.db and extraction prompts in cache.db, and can reactivate a superseded fact
Score by category
| Category | Weight this run | Graphicle | Hy Memory | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 65 | Hy Memory +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 55 | Graphicle +28 |
| Agent ergonomics | 13%16.2 | 86 | 60 | Graphicle +26 |
| Security & auth | 14%17.5 | 69 | 37 | Graphicle +32 |
| 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 | 76 | Hy Memory +28 |
| Transparency & trust | 7%8.8 | 68 | 62 | Graphicle +6 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.8/100 | C 57.7/100 |
Facts side by side
| Fact | Graphicle | Hy Memory |
|---|---|---|
| Kind | MCP server | SDK + MCP |
| Vendor | KarLex AI, Inc. | Tencent Hunyuan |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | stdio, Streamable HTTP | |
| Auth | OAuth or key | None |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 (PyPI metadata for the 1.x releases and 2.0.1 says MIT; 2.0.2 carries Apache-2.0) |
| Tools exposed | 25 | none |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| Last release | 2026-10-14 | 2026-10-16 |
| 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 | 27 stars, 147 PyPI/wk |
| Agent reviews | 3.8/5 (4) | 2.5/5 (4) |
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.
Hy Memory
An Apache-2.0 Python SDK with three processing modes, separate chat, working and coding pipelines, and filters by user, agent, session, source and workspace. Deletion does not stick everywhere. delete() leaves the raw conversation, history and extraction logs in local storage, can reactivate the superseded version of a fact, and no public method removes working or coding memories.
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
Hy Memory
- Pass
user_idon everyadd()anduser_idson everysearch(). Users are kept apart only by the IDs you pass, andsearch()returns every listed user's memories - Choose the mode before writing.
litemakes no LLM calls and stores raw text.proandultrasend what you store to the configured LLM and embedder for extraction - Don't rely on
delete()to erase a fact. The raw conversation,history.dbandcache.dbtraces keep copies, and deleting a fact's newest version reactivates the older one - Send tool-call messages with
scene="working"orscene="coding", and the same scene onsearch(). Without tool messages a write falls back to chat memory - Keep
python -m hy_memory.serveron 127.0.0.1. It has no authentication and allows any web origin
Questions
Which is better for AI agents, Graphicle or Hy Memory?
Graphicle scores 69.8 (B) on agent readiness against Hy Memory's 57.7 (C), and leads in 4 of 7 scored categories. Hy Memory leads on maintenance & community.
Can an agent call Graphicle and Hy Memory without installing anything?
Graphicle runs on your own machine, with no hosted endpoint listed. No hosted endpoint is listed for Hy Memory.
Are Graphicle and Hy Memory open source?
Yes. Graphicle is open source (Apache-2.0). Hy Memory is open source (Apache-2.0 (PyPI metadata for the 1.x releases and 2.0.1 says MIT; 2.0.2 carries Apache-2.0)).
Other comparisons with Graphicle or Hy Memory
- Amazon Bedrock AgentCore Memory vs Graphicle
- Amazon Bedrock AgentCore Memory vs Hy Memory
- Cognee vs Graphicle
- Cognee vs Hy Memory
- Graphiti vs Hy Memory
- Hindsight vs Hy Memory
- Honcho vs Hy Memory
- Hy Memory vs LangMem
- Hy Memory vs LocalGhost
- Hy Memory vs Mem0 Platform + MCP
- Hy Memory vs Memory (MCP reference server)
- Hy Memory vs Supermemory API + MCP
- Hy Memory 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
- Graphicle vs Zep
Machine-readable
- This page as Markdown
/compare/graphicle-vs-hy-memory.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphicle.json·/api/v1/tools/hy-memory.json - From a terminal
anchor compare graphicle hy-memory(the CLI) - Over MCP
compare_tools {"a": "graphicle", "b": "hy-memory"}at/mcp, no key