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MCP servers tagged embeddings
151 live MCP servers tagged "embeddings", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with embeddings.
Langchain4j
LangChain4j is an open-source Java library that simplifies the integration of LLMs into Java applications through a unified API, providing access to popular LLMs and vector databa…
Agentset
The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more.
Grepai
Semantic Search & Call Graphs for AI Agents (100% Local)
Vectorcode
A code repository indexing tool to supercharge your LLM experience.
varun29ankuS/shodh-memory
Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.
Semtools
Semantic search and document parsing tools for the command line
Multimodal Agents Course
An MCP Multimodal AI Agent with eyes and ears!
Persistent AI Memory
A persistent local memory for AI, LLMs, or Copilot in VS Code.
Exograph
Build production-ready backends in minutes
Ols4
The EMBL-EBI Ontology Lookup Service (OLS)
Marm Systems
Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and…
Heuristic MCP
Enhanced MCP server for semantic code search with call-graph proximity, recency ranking, and find-similar-code. Built for AI coding assistants.
Memory Libsql
🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship mana…
Mie
Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, Ch…
Nautobot MCP
Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.
srclight/srclight
Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerat…
Megamemory
Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.
Coco Search
Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion.…
Cognio
Persistent semantic memory server for MCP - Give your AI long-term memory that survives across conversations. Lightweight Python server with SQLite storage and semantic search.
TiDB
TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents - https://pingcap.github.io/ai/
Context Harness
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.
Subcog
Persistent memory system for AI coding assistants. Captures decisions, learnings, and context from coding sessions. Features hybrid search (semantic + BM25), MCP server integratio…
Workspace Qdrant MCP
Project-scoped Qdrant MCP server for workspace collections with scratchbook functionality. Python port of claude-qdrant-mcp with FastEmbed and project-aware collection management.
Openmemory
Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.
Txtai
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
Mnemotree
Memory module for LLMs and Agents with MCP
Mybrain
Personal knowledge base with semantic search for Claude — local PostgreSQL + pgvector, MCP server for Claude Code CLI and Claude Desktop. Inspired by Nate B Jones's Open Brain gui…
Claude Context Local
🔒 Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% loc…
Qdrant MCP Pi5
Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP, no cloud, ~3s per query
Coderag
MCP server for CodeRAG - Model Context Protocol integration for RAG
gogabrielordonez/mcp-ragchat
MCP server that adds RAG-powered AI chat to any website. One command from Claude Code. Local vector store, multi-provider LLM (OpenAI/Anthropic/Gemini). Zero cloud dependency.
Markdown Fastrag MCP
Fast markdown RAG with multi-provider embeddings (Vertex AI, Gemini, OpenAI, Voyage), incremental indexing with mtime/size fast-path, stale vector pruning, Milvus vector store.
Obsidian RAG MCP
Semantic search for Obsidian vaults via MCP – gives Claude Code (and other AI agents) natural-language retrieval over your notes.
LLM Apps Java Spring AI
Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot.
Semble
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
Intellectual Dna
Personal knowledge system: MCP brain server, LanceDB vectors, 70+ pipelines for querying AI conversation history
Code Firewall MCP
A structural similarity-based code security filter for MCP (Model Context Protocol). Blocks dangerous code patterns before they reach execution tools by comparing code structure a…
Bookstack MCP
MCP server for BookStack — 56 tools covering the full API + semantic vector search. Rust/tokio/axum, dual transport (SSE + Streamable HTTP), OAuth 2.1, pluggable DB (SQLite/Postgr…
Restai
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage and tuning. Built-in image gene…
Yantrikdb Server
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTT…
Agentkeeper
Crash-resistant cognitive continuity for AI agents — checkpoint/restore, cross-model state reconstruction, semantic recall, and compression. Your agent survives crashes, restarts,…
Iai Personal Memory Engine
The best-benchmarked open-source memory system for AI coding assistants
ZotSeek
AI semantic search for Zotero, with a built-in MCP server for AI agents (Claude Code, Codex). Find papers by meaning. 100% local and private.
Graphmind
Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools.
Redevops Rag
Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.
Marm Memory
Self-hosted, local-first MCP memory server for AI agents. Fast recall at 10k memories, hybrid semantic + exact-syntax search (RAG), code & concept knowledge graphs (158 languages)…
PharosRAG
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
Uteke
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.
Opencode Personal Knowledge
🧠 Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.
Vector Memory
A zero-configuration RAG memory server for MCP clients