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Penfield Memory

OfficialLive

by penfieldlabs Β· Dockerfile

Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.

Penfield MCP Server (io.github.penfieldlabs/penfield-mcp)

The Penfield MCP server provides persistent memory and knowledge graphs for AI agents. It supports hybrid search and context checkpoints so agent context and knowledge can carry across sessions. The server is compatible with Claude, Cursor, Windsurf, Gemini CLI, and any MCP-compatible tool.

πŸ› οΈ Key Features

  • Persistent memory for AI agents
  • Knowledge graphs that compound over time
  • Hybrid search
  • Context checkpoints
  • Integration with MCP-compatible tools

πŸš€ Use Cases

  • Storing decisions, preferences, and context across sessions
  • Building and growing knowledge graphs over time
  • Using the same agent context in Claude, Cursor, Windsurf, or Gemini CLI

⚑ Developer Benefits

  • MCP-compatible connector for Claude and other MCP tools
  • Context persistence to reduce repeated inputs
  • Works with external MCP clients and developer tooling

⚠️ Limitations

  • Documentation excerpt only covers setup/connectors; no further constraints are provided.

Topics

ai-memoryai-agentmcpmcp-serverpenfieldpersistent-memory