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MCP servers tagged chromadb

188 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.

188
live servers
36
avg trust
168
most stars
1

Eshoplite

Azure-Samples

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.

★ 168updated 3 days agoMIT
79
2

Chromadb Remote MCP

meloncafe

Remote MCP server for ChromaDB

★ 12updated yesterdayMIT
67
3

Chroma

privetin

MCP server for Chroma

★ 41updated a year agoMIT
64
4

Knowledgemcp

maxzrff

Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).

★ 5updated 10 months agoMIT
62
5

Mnemotree

kurcontko

Memory module for LLMs and Agents with MCP

★ 5updated 7 months agoMIT
62
6

Code Firewall MCP

egoughnour

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…

updated 9 months agoMIT
56
7

Agent Brain

Local-first RAG memory for AI agents: hybrid + GraphRAG search, MCP server with OAuth 2.1, plugin for Claude Code / OpenCode / Codex.

★ 120
52
8

IvenKooLab/loci

IvenKooLab

mcp`.

★ 100updated 13 days ago
52
9

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…

★ 1
52
10

Roampal

Memory that learns what works.

52
11

GenAI AgenticAI From Zero To Production

Learn GenAI and Agentic AI from Zero to Production

52
12

Shokunin

職人 Shokunin 62 AI agent skills for OpenCode, Claude Code, Cursor, Windsurf. ChromaDB memory, MCP servers, declarative self-updates. Multi-model, open source, zero cost.

44
13

FinchBot

FinchBot is an AI Agent framework that empowers agents with true autonomy, built on LangChain v1.2 and LangGraph v1.0. With fully async architecture, agents gain the ability to se…

44
14

Multi Agent Orchestration

Theepankumargandhi

Production ready LangGraph multi-agent orchestration template with supervisor routing, FastAPI + Streamlit chat UI, MCP tool calling, local RAG + knowledge graph retrieval, Postgr…

★ 12
39
15

Kb Arena

xmpuspus

Benchmark 19 retrieval architectures (vector, contextual, QnA, knowledge graph, LightRAG, hybrid, RAPTOR, PageIndex, BM25, metadata-filtered, temporal, rerank, HyDE, multi-query,…

★ 12updated a month ago
39
16

Knowledge Rag

Local RAG System for Claude Code — Hybrid search + Cross-encoder Reranking + Markdown-aware Chunking + 12 MCP Tools. No external servers, pure ONNX in-process.

39
17

Claude Total Memory

Persistent memory MCP server for Claude Code & Codex CLI — self-improving agent with 4-tier search, 20 tools

39
18

Total Agent Memory

Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL ▎ visualization. LongMemEval R@5=97.45%. Self-hosted, O…

39
19

1c Templates MCP

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

39
20

Orionbelt Analytics

Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-S…

39
21

Zerikai Memory

A standalone local-only Python MCP server that gives any IDE persistent, workspace-isolated memory. works with any IDE supporting MCP servers

39
22

RAG McpKnowledge

基于RAG和Qwen AI的MCP协议知识库系统,为开发者提供精准的AI驱动问答与文档检索功能。通过集成官方MCP文档与向量搜索技术,打造用户友好的学习MCP协议界面。

39
23

Rag Server MCP

⚠️ DEPRECATED - Use https://github.com/SylphxAI/coderag instead

39
24

Signal

A portfolio reimagined as a multi-service agentic platform.

★ 2
37
25

Docs To MCP Server

MCP server that exposes documentation search tools for AI assistants

37
26

ContextFS

Universal AI Memory Layer - Cross-client, cross-repo context management with RAG. Works with Claude Code, Claude Desktop, Gemini CLI, and any MCP client.

★ 5
35
27

Resonant Archive

Local-first semantic search for your ChatGPT, Claude, and AI conversation history. Python CLI + MCP server for Claude Desktop. Uses sentence-transformers + ChromaDB. No API keys,…

★ 9
34
28

Interviewpilot AI

oguzhandurmaz

AI-powered interview preparation platform built with LangGraph, RAG, FastAPI, and MCP. Simulates adaptive technical interviews, evaluates answers, and generates personalized study…

★ 5
34
29

LaptopAI Agent

sunilgentyala

Fully local, privacy-first autonomous AI agent for laptop management — LangGraph reasoning loop, Ollama local LLM, ChromaDB RAG, MCP server, SHA-256 chained audit log. Zero API ke…

★ 5updated 3 months ago
34
30

Rag With Chromadb

🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.

★ 3
34
31

Claude Continuity

Archived: Early MCP memory experiment for Claude Desktop (2026). Superseded by Mem0 and others.

★ 2
34
32

Gr0m Mem

MichaelAdamGroberman

Zero-install persistent memory brain for Claude Code and Claude Desktop. Stops re-asking and re-deriving across sessions. SQLite FTS5 default, ChromaDB + Ollama on the semantic br…

★ 2updated 6 months ago
34
33

MergeFlow AI

samee2612

Open-source AI agent that automates documentation, QA, ticket updates, and release workflows after every merged pull request.

★ 2
34
34

Agentic Finance System

nishanthsr7-eng

An AI finance assistant that forecasts crypto and stock moves with honest confidence ranges, lets an LLM fact-check every call against the news and tracks its own record in public…

★ 2updated 12 days ago
34
35

RepoMind

Multi-agent AI system that understands a Python codebase: RAG, a Neo4j knowledge graph, and AST static analysis, behind an MCP server/client and a human-approval gate for the one…

★ 1
34
36

Claude Vps Setup Prompt

religious-polygoniacomma936

Harden a Hetzner Ubuntu 24.04 VPS with Claude Code: SSH, UFW, fail2ban, updates, and optional Tailscale setup

★ 1
34
37

AnticLaw

Goga74

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.…

★ 1
34
38

Biomedical Rag Research Assistant

Electrolight123

Biomedical RAG assistant for PubMed documents featuring hybrid ChromaDB and BM25 retrieval, MiniLM embeddings, RRF, grounded citations, guardrails, MCP tools, FastAPI, Streamlit,…

★ 1
34
39

Obsidian Chromadb Self Evolving Kb

jialangli

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。

★ 1updated a month ago
34
40

FLUX Agentic Finance System

nishanthsr7-eng

AI-powered finance platform: a FastAPI + XGBoost prediction agent with purged walk-forward CV and conformal uncertainty bands, behind a full digital-wallet frontend.

★ 1updated 12 days ago
34
41

Efsa Additives Rag

mikel-ao

Asistente RAG (LangGraph + ChromaDB + MCP) sobre reevaluaciones de aditivos alimentarios de la EFSA

★ 1updated a month ago
34
42

Memorius

Dream-Pixels-Forge

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…

★ 1updated yesterday
34
43

Law Company Agent

zheng-92

️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

★ 1updated 4 months ago
34
44

Personal Memory

simbah7272

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

★ 1updated 3 days ago
34
45

Mempalace Extended

qudadd

Extension of the original MemPalace with document ingestion, image assets, MCP tooling, and folder watch.

★ 1updated 6 months ago
34
46

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.

34
47

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…

34
48

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

34
49

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…

34
50

Unified Search MCP

MCP server for unified semantic search across research artifacts — papers, experiments, hypotheses, notes. Built on FastMCP + ChromaDB + SQLite FTS5.

34
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