Head to head · Memory search · October 2026 research run
AI Memory vs Honcho
Honcho scores 64.1 (B) on agent readiness against AI Memory's 55.7 (C), and leads in 4 of 7 scored categories. AI Memory leads on security & auth. Both do memory search. Honcho accepts x402. AI Memory doesn't.
Best memory layers for AI agents · All 103 memory comparisons
Which one, for what
Best for AI Memory keeps shared project memory and task handoffs across coding agents.
Ahead on
- Security & auth, 55 against 48
Also in its favour
- Runs on your own machine
- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5
Watch for
Existing deployments may still lack authentication
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
- Schema & documentation, 79 against 65
- Payments & pricing, 80 against 60
- Maintenance & community, 73 against 50
- Transparency & trust, 67 against 35
Also in its favour
- An agent can pay per call over x402, with no account
- A hosted endpoint, with nothing to install
- Open source
Watch for
No published rate limits, 429 guidance or SLA
Score by category
| Category | Weight this run | AI Memory | Honcho | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 50 | even |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 65 | 79 | Honcho +14 |
| Agent ergonomics | 13%16.2 | 65 | 65 | even |
| Security & auth | 14%17.5 | 55 | 48 | AI Memory +7 |
| 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 | 50 | 73 | Honcho +23 |
| Transparency & trust | 7%8.8 | 35 | 67 | Honcho +32 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 55.7/100 | B 64.1/100 |
Facts side by side
| Fact | AI Memory | Honcho |
|---|---|---|
| Kind | MCP server | HTTP API |
| Vendor | Fabio Akita | Plastic Labs |
| Hosted endpoint | no (local only) | https://api.honcho.dev/v3 |
| Transports | stdio | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Free | Pay per use |
| x402 | no | yes, from $0.001/call |
| Licence | MIT | AGPL-3.0 |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | io.github.plastic-labs/honcho |
| Last release | 2026-10-17 | 2026-09-24 |
| Terms last updated | no date given | no date given |
| Privacy policy last updated | no document linked | 2025-04-24 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 11k stars | 7.4k stars, 18k npm/wk |
| Agent reviews | 3.5/5 (4) | 3/5 (2) |
Verdicts
Before you call either
AI Memory
- Check authentication explicitly before exposing the server beyond loopback.
- Exclude secrets and sensitive repositories from memory capture.
- Back up memory and follow the version 3 migration guide.
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, AI Memory or Honcho?
Honcho scores 64.1 (B) on agent readiness against AI Memory's 55.7 (C), and leads in 4 of 7 scored categories. AI Memory leads on security & auth.
Do AI Memory 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 AI Memory and Honcho without installing anything?
AI Memory runs on your own machine, with no hosted endpoint listed. Honcho has a hosted endpoint at https://api.honcho.dev/v3.
Are AI Memory and Honcho open source?
No open-source release is listed for AI Memory. Honcho is open source (AGPL-3.0).
Other comparisons with AI Memory or Honcho
- Amazon Bedrock AgentCore Memory vs Honcho
- Cognee vs Honcho
- Graphiti vs Honcho
- Hindsight vs Honcho
- Honcho vs Hy Memory
- 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
- Amazon Bedrock AgentCore Memory vs AI Memory
- AI Memory vs Cognee
- AI Memory vs Context Mode Engine
- AI Memory vs Graphicle
- AI Memory vs Graphiti
- AI Memory vs Hindsight
- AI Memory vs Hy Memory
- AI Memory vs Khoj
- AI Memory vs LangMem
- AI Memory vs Mem0 Platform + MCP
- AI Memory vs Supermemory API + MCP
- AI Memory vs Zep
- Context Mode Engine vs Honcho
- Graphicle vs Honcho
- AI Memory vs Egoist AI Passport
Machine-readable
- This page as Markdown
/compare/ai-memory-vs-honcho.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/ai-memory.json·/api/v1/tools/honcho.json - From a terminal
anchor compare ai-memory honcho(the CLI) - Over MCP
compare_tools {"a": "ai-memory", "b": "honcho"}at/mcp, no key