Recall — open-source MCP memory server for Cursor (and any MCP client)

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Hey all — sharing something I’ve been running locally for a few months and just open-sourced.

Recall is an MCP server that gives agents persistent, searchable memory across sessions. Drop it into Cursor’s MCP config and your agent stops forgetting yesterday’s context.

  • pip install ai-recallworks (or run via uvx)
  • Works over stdio (Cursor / Claude Desktop) or HTTP+SSE (remote agents)
  • Per-agent namespaces so multi-agent setups don’t cross-contaminate
  • Tiered memory: session / durable / reference / anti-pattern
  • Tools: remember, recall, recall_filtered, checkpoint, reflect, pulse, session_close, anti_pattern, reindex, forget, index_file, memory_stats
  • MIT licensed (separate commercial license available)

Site: https://www.recall.works
Repo: GitHub - RecallWorks/Recall: Open-source memory for AI agents. MCP-native. Self-hosted. One Docker image. · GitHub
PyPI: search “ai-recallworks”

Cursor config snippet:

{
  "mcpServers": {
    "recall": {
      "command": "uvx",
      "args": ["ai-recallworks", "stdio"]
    }
  }
}

Feedback / issues / PRs welcome.