RAG & Vector Search MCP Servers

A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI…

Memory, reflection and safety for AI agents. Hosted or local, no vector database.

Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI…

Public read-only MCP server for the Epicure ingredient-embedding model

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a…

MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and…

Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offline RAG, Sigma/YARA.

This is a MCP server I built to interact with my hybrid graph rag db.

Lightweight local RAG MCP server. 40x token reduction.

Local-first RAG MCP server: hybrid search over a folder of your own documents

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

A MCP server that is a locally running knowledge base with a hybrid vector and graph RAG engine using LightRAG

Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.

a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for…

Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React,…

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

MCP Server with RouterOS docs + commands + products + changelogs, using SQLite-as-RAG, sourced from MikroTik

MCP server with RAG knowledge base for OCPP 1.6, OCPP 2.0.1, and EV charging standards

Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.

Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search…

Calibre library automation via FastMCP — metadata, shelves, RAG, ai workflows. Plus webapp and tauri rust winapp

Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content…

A self-contained MCP server in docker that combines the Crawl4AI, SearXNG, and Supabase to provide AI agents and coding assistants with…

Rimworld Coding RAG MCP server

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube…

Codebase understanding for AI coding agents — symbol graph, blast radius, semantic search.

MCP-native code retrieval for AI agents — 84-88% fewer read tokens, BM25F + semantic search, AST chunks, session dedup

An RAG for code development, implemented as MCP server with cocoindex

PDF RAG server for cursor.

Local MCP server for COMSOL modeling workflows, validation, and RAG-assisted multiphysics automation.

Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.

An MCP server for rag-anything (A multi-modal RAG system)

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and…

Agent-readable second brain using PostgreSQL + pgvector for semantic search and memory storage.

🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development…

mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large…

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

MCP Server for suggestion of Design Patterns - Provides semantic search and recommendations for software design patterns

Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant…

Agent Library personal knowledge base with a search and retrieval system MCP Server and CLI. Preconfigured local models and support for…

A Rust-based Model Context Protocol (MCP) server that provides AI assistants with powerful RAG (Retrieval-Augmented Generation)…

An enhanced MCP (Model Context Protocol) server for intelligent memory and task management, designed for AI assistants and development…

mcp server for rust code semantic hybrid search bm25 + embeddings with tree-sitter, gpu accelerated indexing and merkle tree updates

Production-grade vector memory MCP server for Claude Code. Semantic search, per-project isolation, rules enforcement, team sharing via git.

Official Consensus MCP server. Semantic search over 400M+ research papers, including all of PubMed, for Claude, ChatGPT, Cursor and any…

MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.

Local semantic code index and MCP server for Claude Code, Codex, and opencode. Includes semantic search, reuse checks, impact analysis,…

RAG MCP for your [Agentset](https://agentset.ai/) data.

The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector…

Access Vectara's RAG-as-a-service platform.

Lexical + structural code search MCP server for Claude Code, Cursor, Windsurf and any MCP client. Gives AI assistants 28 precise search…

Sync public web sources into cited context packs for AI agents, RAG, and MCP clients.

Self-hosted web search for AI agents — zero API keys, embedding rerank, multi engine parallel search

Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents.

Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

RAG Search over your content powered by [Inkeep](https://inkeep.com)