Vector Search

MCP server for setting up and managing Hephaestus Docker environment

Relevant-context retrieval for AI coding agents, over MCP and CLI

Semantic search MCP server for an Acumatica KB Obsidian vault (Smart Connections embeddings)

Web grounding for local & cloud LLMs: search, fetch, token-capped evidence packs, and research.

An MCP server that gives any LLM host grounded, cited retrieval over your own documents — hybrid BM25 + dense retrieval, cross-encoder reranking, and built-in eval.

MCP server for graph-based long-term memory (FalkorDB or ArcadeDB)

Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.

Graph RAG knowledge base for coding agents, backed by Neo4j and exposed over MCP

GPT RAG MCP (Model Context Protocol) library

Version-controlled golden datasets and RAG evaluation, no API key needed.

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

Shared, project-aware memory for Claude Code, Codex, and other agents with human review.

GitScribe: Web Scraping RAG MCP Server for Git-based Documentation

Long-term memory and context fitting for agents, with no LLM in the loop. Local SQLite.

MCP Server for WMilvus Vector Database Architecting & Code Generation

MCP server for SwarmV: persistent vector memory for AI agents, limited to what the user may access.

MCP server exposing a Socratic sidecar (kb_search, chapters, review) to any agent host

Single-file, self-hosted semantic memory MCP server for AI coding agents

Client-neutral semantic code indexing and search MCP: standalone indexes plus read-only Roo Code compatibility.

Semantic search over every Magic: The Gathering card, as an MCP server for deck-building agents