io.github.slashml-ai/ml-memory
SlashML (/ml) Persistent Agent Memory & Code Localization
Is the SlashML (/ml) Persistent Agent Memory & Code Localization MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-09.
Persistent conversational memory, behavioral code search, and bug localization for AI agents.
alive probed 2026-11-14 · unchanged since 2026-11-09
- Run it
- npx -y @slashml/mcp@1.0.11 (stdio, probed in a container with the network off)
- Host
- npmjs.com
- Reports itself as
- ml-memory 1.0.11
- Capabilities
- tools
- Instructions
- none
- Of a 1M window
- 0.1 % of a 1M context window
- Count
- 1.1k tokens in Claude Opus 5.5, exact, measured 2026-11-09. With the Claude Code prefix mcp__…__ on each tool name: 1.2k. The o200k_base estimate is 604. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/slashml-ai/ml-memory
- Website
- https://slashml.ai
- Registry
- active, updated 2026-11-08 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.90×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| index_repository | 261 | 137 | 23 % |
| add_memory | 211 | 111 | 18 % |
| search_code_by_behavior | 146 | 77 | 13 % |
| find_bug_candidates | 127 | 67 | 11 % |
| dismiss_intervention | 126 | 66 | 11 % |
Compare this server with others.
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- Modisign io.github.slvDev/modisign · alive
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Servers that mention memory.
- AgentPlaybooks ai.agentplaybooks/agentplaybooks · needs auth
- Ambix ai.ambix/ambix · needs auth
- Atlaso Memory ai.atlaso/mcp · needs auth
- ai.butlerbrain/mcp · needs auth
- Contexel ai.contexel/contexel · needs auth
- Daystruct ai.daystruct.api/daystruct · alive
- DoneThat ai.donethat/donethat · needs auth
- ai.dataecho/mcp · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.