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MCP servers tagged chromadb
226 live MCP servers tagged "chromadb", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with chromadb.
Claude Vps Setup Prompt
Harden a Hetzner Ubuntu 24.04 VPS with Claude Code: SSH, UFW, fail2ban, updates, and optional Tailscale setup
AnticLaw
LawMemory. Local-first knowledge base for LLM conversations. Folder = project, file = chat. Import from Claude & ChatGPT, search across everything, connect to Claude Code via MCP.…
Biomedical Rag Research Assistant
Biomedical RAG assistant for PubMed documents featuring hybrid ChromaDB and BM25 retrieval, MiniLM embeddings, RRF, grounded citations, guardrails, MCP tools, FastAPI, Streamlit,…
Obsidian Chromadb Self Evolving Kb
面向 Markdown 知识库的自进化 RAG 检索引擎：BGE 向量 + BM25 + RRF 融合检索，两阶段 Rerank，反馈驱动 BGE 微调闭环（离线闸门保障安全上线）。开箱自证检索质量，支持 Obsidian 同步与 FastAPI/MCP 服务。
FLUX Agentic Finance System
AI-powered finance platform: a FastAPI + XGBoost prediction agent with purged walk-forward CV and conformal uncertainty bands, behind a full digital-wallet frontend.
Efsa Additives Rag
Asistente RAG (LangGraph + ChromaDB + MCP) sobre reevaluaciones de aditivos alimentarios de la EFSA
Memorius
Memorius is a self-contained, agent-agnostic memory system that gives LLMs and AI agents persistent, searchable memory with a hierarchical knowledge organization. Drop-in with mul…
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
Personal Memory
基于MCP协议的个人AI记忆服务，为各种AI客户端提供长期记忆能力
Mempalace Extended
Extension of the original MemPalace with document ingestion, image assets, MCP tooling, and folder watch.
Mcp.chroma
a mcp server for interacting with ChromaDB
RAG
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
Opencode Memory
Distributed local-first hybrid-RAG memory layer and Harness bootstrapper for opencode agents, with dynamic pre-injection and styled console TUI.
AI Memory Vault
Persistent memory layer for AI coding agents — SQLite + FTS, ChromaDB semantic search, and optional DynamoDB team sync. Query-first, so agents check accumulated knowledge before t…
Agent
Local-first Cognitive Execution Platform for Multi-LLM Orchestration, Autonomous Workflows, Persistent Memory & Offline Learning
Notion Knowledge Assistant MCP
MCP server that turns your Notion workspace into an AI-searchable knowledge base semantic RAG, citations, and a chat UI. Works with Claude Desktop/Code or any MCP client.
RECALL
Persistent memory engine for AI coding agents — preserve project context, retrieve relevant knowledge, and maintain consistency across sessions using MCP.
Fastapi Text2sql
FastAPI REST API and MCP server that turns natural-language questions about movies and TV into SQL on MariaDB, with any LLM provider.
Engram
Local-first AI memory system. Organizes every conversation, decision, and debug session into a searchable memory château. MCP-ready. No cloud. No API key. 170 tokens on cold start.
Toolkit
Model Context Protocol server exposing a RAG knowledge base as MCP tools + resources + prompts — stdio and HTTP/SSE transports with bearer auth
Agent Skills MCP
mcp server serving coding agent skills with helper tools
Agent Nexus
A lightweight, containerized multi-agent platform featuring an intelligent Router Agent, pre-built & dynamic sub-agents, FastMCP tool integrations, ONNX-powered vector RAG, and Po…
Chroma MCP Custom
This is an enhanced fork of the original chroma-core/chroma-mcp project, featuring FastMCP architecture, streamable HTTP transport, and additional enhancements for production use.
SammelsuriumMCP
This is a simple server application built using FastMCP, designed to handle various tools for retrieving information such as weather forecasts, web searches, Wikipedia queries, an…
A Mem MCP Server
A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Storage: ChromaDB + NetworkX DiGraph with explicit typed edges | Based on Zettelkasten
Clinic Bot
AI-powered medical clinic chatbot using Model Context Protocol (MCP) with Google Gemini AI. Features appointment management, clinic information retrieval via ChromaDB vector searc…
Unified Search MCP
MCP server for unified semantic search across research artifacts — papers, experiments, hypotheses, notes. Built on FastMCP + ChromaDB + SQLite FTS5.
Chronicle Beta
Open-source RAG system that turns your ChatGPT export into a searchable knowledge base with Claude MCP integration.
Junto Memory
Persistent shared memory and coordination MCP server for multi-agent AI workflows. The memory component of the Junto system. MongoDB + ChromaDB. Production-tested with 6+ agents o…
Adviser CLI Tool
A terminal-native, zero-infrastructure local RAG pipeline and developer intelligence hub powered by OpenAI Codex, ChromaDB, and Groq/Gemini.
AI Assistant Eduflow
Production-ready multi-agent AI assistant with RAG, MCP server, and CRM integration. Reference implementation. Telegram/MAX Messenger, Bitrix24, ChromaDB, OpenAI/YandexGPT. 170 te…
Build Agentic AI And Gen AI Agents With MCP
Model Context Protocol (MCP) Bootcamp offers a deep dive into MCP architecture and its role in the Agentic AI ecosystem. Learn to build real-world, production-ready AI workflows u…
VecRecall
VecRecall 是一个改进版的 AI 长期记忆系统。它基于对原版 MemPalace 的深度分析重新构建，核心设计理念是将“信息检索”与“信息组织”彻底解耦。 通过纯向量检索路径和独立的 SQLite UI 层，VecRecall 在保持灵活组织的同时，将召回率（R@5）从原版的 84% 提升至 96.6%+，为 AI Agent 提供更精准、更高效…
Multimodal Search MCP Architecture
Low-Latency Multimodal Search Web App with MCP Architecture 🔌🛠️🧠 #StrandsAgentSDK #FasterWhisper #Multilingual #MultimodalSearch #ChromaDB # DockerCompose
PineMCP
PineScript v6 MCP Server - 6 tools for docs lookup, code validation, and code generation. 1751 entries, 100% local.
Fleet Mem
Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination
TokenKeeper
Local RAG memory for Claude Code -- reduce prompt tokens by ~80% with hybrid semantic + keyword search
Engram Mem
Persistent memory for AI agents. Dual-memory system (episodic vector + semantic graph) with CLI, HTTP, MCP & WebSocket interfaces.
Bdh Graph Harness
Graph-based retrieval for Obsidian vaults with Hebbian synaptic plasticity
ChromaDB Manager
UI App for ChromaDB to build local RAG pipelines. Built for macOS, native Swift. Gives you full control over embedding for RAG.
Reddit Kb MCP Server
MCP server that turns your Reddit content into a searchable knowledge base.
Tiro
The open-source reading OS that keeps everything you read as markdown files on your machine — with a frontier-model research assistant, your own replayable agents, and encrypted b…
Pollux
Six-agent system for customer support, employee Q&A, and ops workflows — same LangGraph agents runnable under two interchangeable transports: Anthropic MCP and Google A2A. Live de…
Arxiver
Personal arXiv research assistant: semantic search, ML-based recommendations, LLM summaries, and an MCP server so Claude (or any agent) can query your reading history. FastAPI + C…
Zenn Hackathon Search
Zenn AI Agent Hackathon（第1〜3回）作品の検索システム。MCP Server + Agentic RAG Chat Web UI
Research Server On EC2
A Model Context Protocol (MCP) server that provides intelligent research data management using vector embeddings and semantic search. This server enables you to save, organize, an…
Chatbot AMDIE
Chatbot sécurisé pour interroger des documents internes de l'AMDIE
Rag Chroma Streamlit
A production-ready Retrieval-Augmented Generation (RAG) application built with Streamlit, LangChain, and ChromaDB. Features Model Context Protocol (MCP) integration for seamless t…
Ragdoll
Retrieval-Augmented Generation Driven by Offline Local LLMs
Axis Knowledge Rag
軸メタデータ × ベクトル検索 × BM25 の 3-way hybrid RAG OSS。日本語ナレッジ特化、MCP server 対応、LangChain 不使用の自前実装。