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Ahnlich MCP #373

Description

@osobotu

An MCP server that exposes Ahnlich as tools any MCP-compatible agent can discover and use (Claude Desktop, Cursor, VS Code Copilot, custom agents). Each tool maps to one Ahnlich operation. Agents compose these into workflows.

Potential Use cases:

  1. Agent working memory: agent stores intermediate findings during multi-step tasks, searches them later. No pre-built pipeline needed.
  2. Local file organization: agent reads a user's Downloads folder with its own filesystem access, stores descriptions in Ahnlich through the MCP server, then searches semantically ("find that ML paper I downloaded last month").
  3. Personal knowledge base: agent indexes notes and research as the user shares them. The store becomes searchable memory over time.

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