Data Science & ML MCP Servers

Data Exploration

Facilitates interactive data exploration by turning complex datasets into actionable insights.

Chroma

Provides a Model Context Protocol (MCP) server implementation with database capabilities powered by Chroma for LLM applications.

Claude Debugs

Enables any LLM to interactively debug code in any language through MCP and a VS Code Extension.

Vibe Check

Implements strategic pattern interrupts in AI workflows to prevent cascading errors and tunnel vision.

BioMCP

Facilitates biomedical research by providing an open-source toolkit for AI assistants and agents to search and retrieve data on clinical trials, PubMed articles, and genomic variants.

AgentChat

Facilitates interaction with AI agents, supporting both default and custom agent configurations for multi-turn conversations and task automation.

Create Python

Quickly scaffolds Python projects for Model Context Protocol (MCP) servers.

Redis

Enables AI agents to manage and search data within Redis using natural language.

dbt

Provides a Model Context Protocol (MCP) server for interacting with dbt projects.

Finance Data Server

Provides access to real-time financial news, stock data, and index data via the Tushare API for language models.

Pg-Mcp

Exposes PostgreSQL databases to AI agents via the Model Context Protocol, offering rich schema discovery and query capabilities.

Android

Establishes a lightweight bridge for AI agents to interact with and automate tasks on Android devices.

GhidrAssist

Enables AI assistants and automated analysis tools to interact with Ghidra's reverse engineering capabilities through a standardized API.

CoexistAI

Automates and simplifies diverse research workflows by integrating large language models with web search, social media, mapping, and code exploration.

Zotero

Integrates AI assistants with Zotero, enabling intelligent interaction with local reference libraries through the Model Context Protocol.

Postgres AI Agent

Enables AI assistants to safely query any PostgreSQL database using natural language, returning structured SQL results.

Concierge

Enables LLMs to interact with applications and navigate complex service hierarchies through a declarative Agentic AI framework.

AI Trader

Provides a comprehensive backtesting framework for algorithmic trading strategies, supporting multiple markets and featuring CLI tools and an integrated MCP server.

Security Hub

Integrate a comprehensive suite of offensive security tools into AI assistants like Claude for automated security assessments and analysis.

MeiGen Art

Empower AI assistants like Claude Code and OpenClaw with local GPU image generation, a vast prompt library, and multi-direction parallel output capabilities.