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Docmancer

Official

by docmancer · Python

Local-only MCP server for source-attributed Markdown memory and documentation retrieval.

dev.docmancer/docmancer — Local-only MCP server

This MCP server provides local-only access to source-attributed Markdown memory and documentation retrieval. It is described as an “AI coding environment” that can be restored on every machine, and it supports workflows related to context engineering and semantic search.

🛠️ Key Features

  • Local-only operation
  • Source-attributed Markdown memory
  • Documentation retrieval
  • Topics include MCP, semantic-search, and RAG

🚀 Use Cases

  • Retrieve documentation from stored Markdown memory
  • Build context for LLM-based tools using semantic search (RAG)
  • Agent memory and AI memory workflows in local-first setups

⚡ Developer Benefits

  • Works with MCP-based “context-engineering” pipelines
  • Supports developer tools focused on agent memory and semantic retrieval
  • Uses Python (Python 3.11+) per project metadata

⚠️ Limitations

  • Designed for local-only usage (not positioned for remote/shared deployment)

Topics

aiai-agentsclaude-codecodexdevtoolagent-memoryai-memoryclicontext-engineeringdeveloper-toolsllmlocal-firstmcpmemorypythonragsemantic-searchclaude-code-skillclaude-skills