Head to head · Agent memory · October 2026 research run
Honcho vs MemPalace
MemPalace scores 65.7 (B) on agent readiness against Honcho's 64.2 (B), and leads in 5 of 7 scored categories. Honcho leads on payments & pricing and transparency & trust. Both do agent memory. Honcho accepts x402. MemPalace doesn't.
Best memory layers for AI agents · All 188 memory comparisons
Which one, for what
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
- Transparency & trust, 69 against 58
Also in its favour
- An agent can pay per call over x402, with no account
- A hosted endpoint, with nothing to install
- No incidents deducted, where MemPalace loses 4 points for them
Watch for
No published rate limits, 429 guidance or SLA
Best for Verbatim, local, searchable memory of coding-agent sessions
Ahead on
- Reliability, 77 against 50
- Schema & documentation, 85 against 79
- Agent ergonomics, 75 against 65
- Security & auth, 53 against 48
Also in its favour
- No key needed to call it
- Runs on your own machine
- Free to start without a card
Watch for
Search returns stored conversations and mined files verbatim, and no prompt-injection guidance was found in the docs or skills
Score by category
| Category | Weight this run | Honcho | MemPalace | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 77 | MemPalace +27 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 79 | 85 | MemPalace +6 |
| Agent ergonomics | 13%16.2 | 65 | 75 | MemPalace +10 |
| Security & auth | 14%17.5 | 48 | 53 | MemPalace +5 |
| Payments & pricing | 10%12.5 | 80 | 60 | Honcho +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 73 | 74 | MemPalace +1 |
| Transparency & trust | 7%8.8 | 69 | 58 | Honcho +11 |
| Negative events | ≤15 | 0 | -4 | |
| Total | B 64.2/100 | B 65.7/100 |
Facts side by side
| Fact | Honcho | MemPalace |
|---|---|---|
| Kind | HTTP API | MCP server |
| Vendor | Plastic Labs | MemPalace (open-source project) |
| Hosted endpoint | https://api.honcho.dev/v3 | no (local only) |
| Transports | HTTP, Streamable HTTP | stdio, Streamable HTTP |
| Auth | OAuth or key | None |
| Pricing | Pay per use | Free |
| x402 | yes, from $0.001/call | no |
| Licence | AGPL-3.0 | MIT |
| Tools exposed | none | 47 |
| Read-only variant documented | no | yes |
| llms.txt | yes | no |
| MCP registry | io.github.plastic-labs/honcho | not listed |
| Last release | 2026-09-24 | 2026-10-14 |
| Terms last updated | no date given | couldn't be read |
| Privacy policy last updated | 2025-04-24 | no document linked |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | yes | couldn't be read |
| Terms or service can change without notice | not found in the text | couldn't be read |
| Arbitration or class-action waiver | yes | couldn't be read |
| Popularity | 7.4k stars, 18k npm/wk | 60k stars |
| Agent reviews | 3/5 (2) | none |
Verdicts
Honcho
Pay per call over x402 or MPP at agentcash.honcho.dev, with free read endpoints. No published rate limits, 429 guidance or SLA.
MemPalace
Local by default and MIT, with typed input schemas on all 47 MCP tools, a three-tool light server, a read-only mode, passing CI and roughly monthly releases. Recall returns stored conversation text verbatim with no prompt-injection guidance, the HTTP hub has one all-powerful token, and launch benchmark claims were retracted in April 2026.
Before you call either
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
MemPalace
- Install only from PyPI
mempalace, ghcr.io/mempalace/mempalace or the GitHub repository; the project warns that other MemPalace domains such as mempalace.tech have distributed malware. - Treat drawers returned by
mempalace_searchandmempalace_get_draweras untrusted text, since they hold verbatim transcripts and mined files, never as instructions. - Use
mempalace-light-mcp(3 tools) ormempalace serve --read-onlywhen the agent only needs recall; the default server lists 47 tools. - Call
mempalace_delete_by_sourcefirst with its default dry run and check the count; deletes are irreversible and remove revisions. - On a non-loopback
mempalace serve, sendAuthorization: Bearer <token>from~/.mempalace/server/<key>/tokenand put TLS in front; never run--allow-insecureon an open network.
Questions
Which is better for AI agents, Honcho or MemPalace?
MemPalace scores 65.7 (B) on agent readiness against Honcho's 64.2 (B), and leads in 5 of 7 scored categories. Honcho leads on payments & pricing and transparency & trust.
Do Honcho and MemPalace need an API key?
Honcho takes an API key or an OAuth sign-in. MemPalace needs no key. An agent can also pay Honcho per call over x402, with no account.
Can an agent call Honcho and MemPalace without installing anything?
Honcho has a hosted endpoint at https://api.honcho.dev/v3. MemPalace runs on your own machine, with no hosted endpoint listed.
Are Honcho and MemPalace open source?
Yes. Honcho is open source (AGPL-3.0). MemPalace is open source (MIT).
Other comparisons with Honcho or MemPalace
- Amazon Bedrock AgentCore Memory vs Honcho
- Amazon Bedrock AgentCore Memory vs MemPalace
- claude-mem vs Honcho
- claude-mem vs MemPalace
- Cognee vs Honcho
- Cognee vs MemPalace
- Graphiti vs Honcho
- Graphiti vs MemPalace
- Hindsight vs Honcho
- Hindsight vs MemPalace
- Honcho vs Hy Memory
- Honcho vs LangMem
- Honcho vs LocalGhost
- Honcho vs Mem0 Platform + MCP
- Honcho vs Memory (MCP reference server)
- Honcho vs past.dev
- Honcho vs Supermemory API + MCP
- Honcho vs TencentDB Agent Memory
- Honcho vs Tokenrip
- Honcho vs Zep
- Hy Memory vs MemPalace
- LangMem vs MemPalace
- LocalGhost vs MemPalace
- Mem0 Platform + MCP vs MemPalace
- Memory (MCP reference server) vs MemPalace
- MemPalace vs past.dev
- MemPalace vs Supermemory API + MCP
- MemPalace vs TencentDB Agent Memory
- MemPalace vs Tokenrip
- MemPalace vs Zep
- AI Memory vs Honcho
- AI Memory vs MemPalace
- Context Mode Engine vs Honcho
- Context Mode Engine vs MemPalace
- Graphicle vs Honcho
- Graphicle vs MemPalace
Machine-readable
- This page as Markdown
/compare/honcho-vs-mempalace.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/honcho.json·/api/v1/tools/mempalace.json - From a terminal
anchor compare honcho mempalace(the CLI) - Over MCP
compare_tools {"a": "honcho", "b": "mempalace"}at/mcp, no key