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MCP servers tagged embedding
42 live MCP servers tagged "embedding", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with embedding.
Ultrarag
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
Telegram Search
🔍 导出并模糊搜索 Telegram 聊天记录 | Export and fuzzy search your Telegram chat history
devflowinc/trieve
All-in-one platform for search, recommendations, RAG, and analytics offered via API
Solon AI
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java26. It can also be embedded in SpringBoot, jFina…
Nosia
Self-hosted AI RAG + MCP Platform
Ai4j
Java 8+ agentic SDK: unified LLM access (OpenAI/Anthropic/DashScope/Doubao/DeepSeek...),unified AI service(image/video/audio...), Tool Calling, MCP, RAG, SKILLS,Agent Runtime, A2A…
code-context
Model Context Protocol integration for Code Context
Embedding Atlas
Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.
imprvhub/mcp-browser-agent
A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. This agent enables Claude to interact with web content, ma…
Context Lens
Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude De…
Redis Vl Python
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
Codeseek
Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as nativ…
Engram Memory
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Atmem
Local-first, auditable memory for AI agents, with governed retrieval, delegated context delivery, and verifiable execution evidence. Works with OpenClaw, MCP, Pydantic AI, and Lan…
Starepo
Search your GitHub stars with semantic search
Synaptic Memory
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
Fnord
Fnord is an AI code archaeologist.
Engram Memory Community
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Memtomem
Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.
H Codex
A semantic code search tool for intelligent, cross-repo context retrieval.
Videre
Multimedia file management tool
Knowledge Base System Oss
本地优先的 AI 知识库 · 人与 AI Agent 双端共用 · RAG + MCP · 一键 dmg 装机
Knowshelf
Personal Markdown Book Knowledge Base MCP Service. 个人 Markdown 书籍知识库 MCP 服务。
Semlith
A fast local vector store for AI agents — index files once, keep it current as you save, and answer questions across all of it in milliseconds without leaving the machine.
CEmbedding
Local-first embedding server (ONNX on-device or API) — the reference /embed server for CPersona. MIT.
Law Company Agent
️AI-powered Chinese Company Law expert —GraphRAG + 6-Agent collaboration ▎ system with RRF fusion, knowledge graph reasoning & streaming SSE | 基于 ▎ GraphRAG 的新《公司法》AI 助手
RAG Knowledge Base Platform
Structure‑aware RAG platform with semantic search and citations.
LLM Kernel
Rust foundation library for AI-native apps — 16-provider catalog, async LLM client, MCP server, knowledge graph, local ONNX embedding (44 models), and safety utilities
Rag Ferrite
Personal RAG engine — simple, fast, Rust. One binary (15 MB), one DB, native collections. MCP-native.
Gemini Embedding 2 MCP Server
🚀 A powerful Model Context Protocol (MCP) server powered by Gemini Embedding 2. Transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agent…
Claude Worker Proxy
Convert Gemini and OpenAI APIs into Claude-like format and serve them via Cloudflare Workers. 🚀 Zero-config, streaming ready, tool calls, and one-click deployment.
Codebase Qa
Ask questions about any GitHub repo in natural language. Local embedding + ChromaDB + LLM with cited code paths (Anthropic + OpenAI-compatible)
Turbovec MCP Tiar
Turbovec MCP Server: A local Retrieval-Augmented Generation (RAG) tool that allows AI to seamlessly read, chunk, remember, and semantically search through large project codebases.
Stratafs
A semantic filesystem that transforms passive file storage into an intelligent, searchable knowledge base.
Findyourcode
search a codebase by what the code does, not the words in it. tree-sitter chunking, hybrid vector + bm25 retrieval, one sqlite file, offline.
Spring AI Integration
A curated collection of Spring Boot projects demonstrating AI and LLM integrations, including examples of AI-powered applications, multi-provider LLM setups, and best practices fo…
Chunktuner
Benchmark chunking strategies for your RAG corpus. Get a recommended config. CLI, Python library, and MCP server.
Grooveseek
MCP server for semantic hybrid search (sqlite-vec + FTS5 with optional cross-encoder reranking) over a Markdown / plain-text knowledge base
Bl1nk MCP Server
Modular, audit-ready memory system combining knowledge graph, semantic embedding, auto tagging, and root identity - built for agentic workflows.
Memory Library
MCP Server to store your context like your personal journal.
Multimodal Embedding MCP Server
Build a Local Multi-Modal AI Agent Memory Server Using Gemini Embeddings 2026
Zmem
Local-first, agent-oriented memory substrate for engineering decisions and evolving project context