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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.

226
live servers
36
avg trust
168
most stars
101

Local MCP RAG

The MCP tool can then be used inside VS Code / MCP-enabled clients to search local internal documentation using natural language. Uses persistent embedding using minilm-l6-v2, sup…

34
102

Anamne

Brain-inspired local-first memory layer for Claude, Cursor, and any MCP-compatible AI tool. Three memory layers (episodic / scratchpad / working), ACT-R activation decay, 21 MCP t…

34
103

Vibecode Project

VibeCode creates cryptographically verified Digital Twin snapshots—immutable PDFs that serialize entire codebases with full restoration. Powered by large-context LLMs, it combines…

34
104

Codebase Qa

Ask questions about any GitHub repo in natural language. Local embedding + ChromaDB + LLM with cited code paths (Anthropic + OpenAI-compatible)

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105

Langent MCP One Click Kit

내 문서(PDF·TXT·MD 등)를 AI가 읽고 검색하게 만들고 3D 지식 성운으로 시각화하는 Windows 원클릭 키트. MCP로 Claude·Cursor 등 AI 도구에 연결. 한/영 왕초보 가이드 포함.

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106

Pmem Project Memory Tool For Claude Code

Local-first RAG memory for Claude Code. Semantic search over your project's docs, decisions, and history. No external APIs. Setup in 2 minutes.

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107

Claude Code Stack Zh

专为中文团队打造的 Claude Code / Cursor 增强工具栈 (MCP) | 团队记忆 + 代码上下文 + 中文规范

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108

TalkDB

MCP-native autonomous data analyst. Natural language → validated SQL, with multi-turn conversation, statistical insight agent, proactive watchdog, dual-path verification, and a co…

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109

Agentos MCP

Persistent Cognitive Layer for AI Agents — MCP Server with memory, goals, reflection, and autonomous daemon

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110

Topaz Network Assistant

MCP-сервер для сетевых коммутаторов: RAG по документации и 19 инструментов диагностики и генерации конфигураций

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111

Shopify Support Agent

AI customer support agent for a Shopify store. LangGraph state machine, self-built MCP server over the Admin GraphQL API, RAG with citations, layered guardrails, and an eval harne…

34
112

Commerceos AI

Agentic AI Capstone: An Autonomous multi-agent e-commerce platform powered by LangGraph orchestration, CrewAI fraud analysis, and 5 specialist AI agents — Support (RAG), Invent…

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113

AI Concepts

A dual-language workspace of AI/LLM projects in TypeScript and Python — LangChain, LangGraph, RAG, vector stores, MCP, and more. Includes concept docs, agents, RAG pipelines, and…

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114

Resilio

AI cybersecurity advisor for SMBs - LangGraph ReAct agent with RAG over NIST CSF / SP 800-53 / CIS Controls v8, MCP HTTP server, Langfuse tracing, RAGAS eval.

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115

Agent IA

Agent IA conversationnel basé sur l'utilisation d'outils, piloté depuis une interface terminal.

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116

FlockParser

Distributed document RAG system with intelligent GPU/CPU orchestration. Auto-discovers heterogeneous nodes, routes workloads adaptively, and achieves 60x+ speedups through VRAM…

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117

Rabbitai

Open-source AI code reviewer that auto-reviews GitHub PRs LangGraph agents, knowledge graph blast-radius detection, mem0 persistent memory Zero cost, self-hostable.

34
118

Agentcrew Mcn

Your AI marketing team. Works 24/7. Never asks for a raise. AI MCN 自动推广工具 — 你的AI营销团队,24小时在线工作,不领工资。

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119

Searching Apple Notes

Search Apple Notes semantically with Claude Code. BGE-M3 embeddings, ChromaDB, fully local. Drop-in skill — no MCP setup, no API keys.

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120

Project Vectorizer

A CLI tool that vectorizes codebases, stores them in a database, tracks changes, and serves them via MCP (Model Context Protocol) for AI agents like Claude, Codex, and others.

34
121

Claude Skills For Computational Designers

Build Claude Code skills for computational design, parametric modeling, simulation, BIM scripting, and fabrication in AEC

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122

Claude Warmup

Shift Claude Code’s 5-hour window reset with a scheduled warmup message so you avoid dead time and keep working longer

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123

Clinical Doc Intelligence

AI-powered FDA drug label intelligence platform — production RAG with 5-stage retrieval, multi-agent orchestration, clinical guardrails, and 54 automated tests

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124

Kolaw

Korean law aggregator: legalize-kr (offline) + korean-law-mcp + lexguard-mcp unified behind one FastAPI

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125

Multi Agents Dnd Game

D&D AI game master built with Strands SDK — multi-agent orchestration using MCP, A2A protocol, and RAG-based rules lookup

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126

GIS

GIS — Autonomous GitHub Issue Solver. RAG-powered CLI agent + MCP server. pip install gis-cli

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127

Apartment Hunter

Rental apartment aggregator with MCP server, polygon search, and LLM scoring - built for Kazakhstan (krisha.kz)

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128

MetatraderMCP

MCP server for MetaTrader MQL4/MQL5 documentation (4853 entries). Provides AI assistants with complete MQL reference for Expert Advisor development.

34
129

RAG Based Movie Selector With Gilhari And ORMCP

A RAG-based movie recommendation engine using ChromaDB for semantic search and an ORMCP/Gilhari backend for structured data retrieval.

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130

FlockParser Legacy

Legacy version of FlockParser PDF processing system

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131

Project Aether

🧠 A decentralized, event-driven AI Lifeform for Discord — featuring MCP (Model Context Protocol), microservices architecture, vector memory, and autonomous server management.

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132

Docs To AI

A production-ready RAG that runs as an MCP server, which enables LLMs (like Claude or any other LLM that supports MCP) to query your documents using semantic search. Organizes doc…

34
133

Multi Agent System A2a MCP

A production-style multi-agent system that generates context-aware briefs. Built on MCP + A2A, with persistent memory (Chroma), dynamic tool routing, self-critique, distributed tr…

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134

AI Capstone Lab

Production-style multi-agent LLM system for autonomous inventory procurement — LangGraph + RAG + guardrails + human-in-the-loop + MCP

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135

Query Genie

🧞 Transform natural language into actionable insights with QueryGenie, a robust AI platform for intelligent database interaction and real-world deployment.

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136

Tech Radar Agent

Local AI-agent research copilot: hybrid retrieval (E5 + BM25 + RRF + cross-encoder), bounded ReAct agent with deterministic citation validation, FastAPI + React chat UI, and a rea…

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137

MtgRulesAgent

Local RAG MCP server answering Magic: The Gathering rules questions, grounded against the comprehensive rules doc

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138

My Finance MCP

Bare-bones Model Context Protocol server that stores personal finance transactions in ChromaDB and lets Claude run semantic queries against them.

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139

Thinklys

RAG-based learning platform with a TypeScript agentic layer: custom MCP server exposes user-scoped tools over uploaded documents; a Claude tool-use agent drives them, with prompt…

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140

CloudVoice Agent

MCP-based Voice-Ops Agent for Sustainable Cloud Infrastructure Operations.

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141

Irishpulse

Multi-agent EU AI Act compliance system for Irish SMEs. LangGraph orchestrator routes queries across 3 specialist agents (ReAct, RAG, Tree-of-Thought). ChromaDB + BM25 hybrid retr…

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142

Docmind MCP

Semantic document retrieval system, exposed via MCP, for AI agents like Claude

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143

Ponder

Agentic RAG that grades its own retrieval, rewrites weak queries, cites sources, and self-critiques its answer — with a live reasoning timeline. LangGraph + local BGE embeddings +…

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144

Multi Agent Strategy Evaluation

LangGraph-based multi-agent strategy generation, tool planning, RAG, trace observability, and evaluation.

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145

AgenticRAG Router

A production-style RAG pipeline where an LLM agent chooses its own retrieval strategy through MCP, benchmarked against static baselines on 1,000 real biomedical questions.

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146

Medallion Data Dictionary Rag System

RAG chatbot that auto-generates and searches a data dictionary over a Databricks medallion lakehouse, using Claude + Voyage AI + ChromaDB

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147

Support Ops Copilot

Multi-agent customer support ticket resolver built with LangGraph, FastAPI & ChromaDB. Grounds replies in a real knowledge base, verifies with an AI guardrail, and requires human…

34
148

Personal RAG BOT

Personal RAG Bot built using LangChain Python Framework and Streamlit for UI

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149

Ticket Rag

Hybrid MCP + RAG system for querying and summarizing GitHub issues using local LLMs, vector search, and semantic routing via Ollama. Capability Highlight: Demonstrates hybrid AI…

34
150

Biosphere

The Biosphere was not built because we could. It was built because we had to.

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