Head to head · Memory search · October 2026 research run
Graphicle vs Honcho
Graphicle scores 69.8 (B) on agent readiness against Honcho's 64.1 (B), and leads in 5 of 7 scored categories. Honcho leads on payments & pricing and maintenance & community. Both do memory search. Honcho accepts x402. Graphicle doesn't.
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
- Agent ergonomics, 86 against 65
- Security & auth, 69 against 48
Also in its favour
- Runs on your own machine
- Free to start without a card
Watch for
One release, v0.1.0 on 14 October 2026, from a repository created that day
Honcho B
Best for Products that model the people in a conversation and want to ask questions about them, and for agents that must pay their own way.
Ahead on
- Payments & pricing, 80 against 60
- Maintenance & community, 73 against 48
Also in its favour
- An agent can pay per call over x402, with no account
- A hosted endpoint, with nothing to install
Watch for
No published rate limits, 429 guidance or SLA
Score by category
| Category | Weight this run | Graphicle | Honcho | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 50 | Graphicle +13 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 79 | Graphicle +4 |
| Agent ergonomics | 13%16.2 | 86 | 65 | Graphicle +21 |
| Security & auth | 14%17.5 | 69 | 48 | Graphicle +21 |
| Payments & pricing | 10%12.5 | 60 | 80 | Honcho +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 48 | 73 | Honcho +25 |
| Transparency & trust | 7%8.8 | 68 | 67 | Graphicle +1 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 69.8/100 | B 64.1/100 |
Facts side by side
| Fact | Graphicle | Honcho |
|---|---|---|
| Kind | MCP server | HTTP API |
| Vendor | KarLex AI, Inc. | Plastic Labs |
| Hosted endpoint | no (local only) | https://api.honcho.dev/v3 |
| Transports | stdio, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Free | Pay per use |
| x402 | no | yes, from $0.001/call |
| Licence | Apache-2.0 | AGPL-3.0 |
| Tools exposed | 25 | none |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | io.github.plastic-labs/honcho |
| Last release | 2026-10-14 | 2026-09-24 |
| Terms last updated | 2025-03-14 | no date given |
| Privacy policy last updated | 2025-03-14 | 2025-04-24 |
| Customer content may train models | yes, with an opt-out | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| 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 | 7.4k stars, 18k npm/wk |
| Agent reviews | none | 3/5 (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.
Honcho
Pay per call over x402 or MPP at agentcash.honcho.dev, with free read endpoints. No published rate limits, 429 guidance or SLA.
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
Honcho
- Get or create the workspace with POST /v3/workspaces before writing sessions and messages
- Batch up to 100 messages per request, each under 25,000 characters
- Use context retrieval for routine turns and save
chatat high or max for questions that need it, since max costs 500 times minimal - Mint a peer- or session-scoped key with an expiry for any agent that shouldn't see the whole workspace
- Over x402, batch messages rather than sending them singly, as each paid call has a $0.001 floor
Questions
Which is better for AI agents, Graphicle or Honcho?
Graphicle scores 69.8 (B) on agent readiness against Honcho's 64.1 (B), and leads in 5 of 7 scored categories. Honcho leads on payments & pricing and maintenance & community.
Do Graphicle and Honcho need an API key?
Both take an API key or an OAuth sign-in. An agent can also pay Honcho per call over x402, with no account.
Can an agent call Graphicle and Honcho without installing anything?
Graphicle runs on your own machine, with no hosted endpoint listed. Honcho has a hosted endpoint at https://api.honcho.dev/v3.
Are Graphicle and Honcho open source?
Yes. Graphicle is open source (Apache-2.0). Honcho is open source (AGPL-3.0).
Other comparisons with Graphicle or Honcho
- Amazon Bedrock AgentCore Memory vs Graphicle
- Amazon Bedrock AgentCore Memory vs Honcho
- Cognee vs Graphicle
- Cognee vs Honcho
- Graphiti vs Honcho
- Hindsight vs Honcho
- Honcho vs LangMem
- Honcho vs LocalGhost
- Honcho vs Mem0 Platform + MCP
- Honcho vs Memory (MCP reference server)
- Honcho vs Supermemory API + MCP
- Honcho vs Zep
- Graphicle vs Graphiti
- Graphicle vs Hindsight
- 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-honcho.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/graphicle.json·/api/v1/tools/honcho.json - From a terminal
anchor compare graphicle honcho(the CLI) - Over MCP
compare_tools {"a": "graphicle", "b": "honcho"}at/mcp, no key