Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLite, and any LLM. MCP server for coding agents and any MCP client.

Using MCP tool practices to empower an LLM to cross reference incident data of security alerts with known KEV/NVD data and escalate accordingly, removing noise and drawing attention to more valid concerns. Uses LangChain/LangGraph with FAISS vector indexing for local semantic queries.

Web MCP Server + RAG Pipeline with Cross-Encoder Reranker, FAISS, and Local LLM

ybrid planning decision agent using MCP tools, heuristics, and local FAISS/RAG indexing : Assig 9 (A9)

Local AI-powered medical assistant using RAG, FAISS, Ollama & MCP for document-grounded clinical Q&A.

A high-performance local RAG server built on Model Context Protocol (MCP), using FAISS and Sentence-Transformers for secure document analysis.

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLite, and any LLM. MCP server for Claude Desktop/Code/Cursor.

Built a local AI-powered IT support system using Ollama, FAISS-based RAG, and MCP with A2A orchestration to automate issue resolution and ticket-based email escalation in a modular, production-style architecture.