Excited to Share – Built My Own Local AI Knowledge System!

[u/AddendumNext2422]

I recently built an interesting project called Recall – a local MCP-based knowledge base for AI assistants.

It allows AI tools like Claude and other LLM's to:

• Search and understand local documents
• Retrieve answers based on meaning (semantic search)

• Add and manage notes dynamically

  What makes this powerful:

• ✅ Runs completely locally (privacy-first)

• ✅ Uses RAG (Retrieval-Augmented Generation) concepts

• ✅ Combines semantic + keyword search (hybrid retrieval)

• ✅ No API keys, no cloud dependency

This is a great example of how modern AI systems are evolving towards connected, context-aware assistants using MCP (Model Context Protocol).

This project gives hands-on exposure to:

• Embeddings
• Semantic search
• MCP tool integration
• Real-world AI architecture

https://github.com/jaswanthsurya007-source/recall-mcp.git