Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
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<strong>Agent-commerce infra for paid MCP tools and x402 AI/API products on Base.</strong>
Python code analysis for AI agents: complexity, dead code, clones, coupling, and a health score.
Web-scraping toolkit with 22 tools for structured web data as JSON for AI agents.
Playwright-style MCP to inspect, control, and debug PySide6 desktop GUIs.
Compiler-backed read-only Verilog and SystemVerilog project analysis.
A Model Context Protocol (MCP) implementation that plays sound effects for Cursor AI and other MCP-compatible environments. This Python
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
The Taiga MCP Bridge is a powerful integration layer that connects [Taiga](https://taiga.io/) project management platform with the Model Context
Marks the lines in your test suite that current pytest no longer runs — and the config keys it silen
A Model Context Protocol (MCP) server for debugging pytest failures using systematic debugging principles.
Pyth Hermes MCP — real-time price feeds and oracle data for DeFi agents.
Oracle for AI agents. One tool, one reading. 3 free, then $0.025 USDC via x402.
Every smart contract deserves intelligence, not just data. On-chain indicators via Chainlink.
A cookiecutter template for quickly bootstrapping a Python-based MCP server.
Security + bug + perf + refactor audit for Python. Returns 0-10 score + MD report.
A hosted service that proves AI-generated Python does what you asked. State the intent — assertions or doctest lines — and the code is run against it inside a container with no network and a…
Search Ellen G. White’s writings by keyword to surface relevant quotations. Retrieve exact passage…
Local, read-only MCP retrieval over official Python standard library docs.
Python egg-info key count, body discarded
Sandboxed Python execution for AI agents. PEP 723 inline deps, multi-version Python, zero pollution.
Python identifier charset, value discarded
A Model Context Server providing simple features to automate python script execution via LLMs.
A Model Context Protocol (MCP) server that provides Python code execution capabilities through a REST API interface.
Enables AI models to interact with Jira through a standardized Model Context Protocol (MCP).
This MCP (Model Context Protocol) server provides tools for extracting and analyzing Python code structures, focusing on import/export relationships between files. This is a lightweight…
The files-com-mcp Python package lets your AI application interact with Files.com. It is for local use only and supports STDIO only: your MCP client starts the package as a subprocess on the same…
Python MCP Sandbox is an interactive Python code execution tool that allows users and LLMs to safely execute Python code and install packages in
A Model Context Protocol (MCP) server for executing Python code and managing Python environments. This server allows Claude and other LLMs to run Python code, manage files, and work with Python…
Python Mcp Server Sample is an MCP server on MCP.so — view details, tools, and install instructions.
A template repository for creating Python applications using the Model Context Protocol (MCP) and the MCP Python SDK.
A template repository for creating VS Code Model Context Protocol (MCP) servers using Python. This template follows patterns and best practices established by production MCP servers.
<h1>Python Notebook MCP</h1> MCP server enabling AI assistants to interact with Jupyter notebooks through the Model Context Protocol.
Hosted Python sandbox for package runtime verification: pip install and usable-import evidence.
A Python code execution server based on the FastMCP framework, designed specifically for data science and machine learning workflows.
A MCP server that enables LLMs to run python code safely in isolated Docker containers.
This project implements an MCP (Model Context Protocol) server that provides cryptocurrency price information. The server is built using Python and
An SSH MCP server built in Python on top of FastMCP. The goal: give an LLM real SSH access to many hosts while keeping fine-grained control over what
Python string escape count, input discarded
Python unicode-escape count, input discarded
An MCP server that provides [describe what your server does]
支持查询主流agent框架技术文档的MCP server(支持stdio和sse两种传输协议), 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai
Real-time and historical price feeds for 500+ crypto, equities, FX, and commodities assets.
This repository contains a Model Context Protocol (MCP) Python server that enables Claude to interact with Unreal Engine 5 through natural language. By leveraging the Remote Control API, this integration allows you to…
Read, search and write your encrypted Pyunto diary from Claude. Decrypts only on your own machine.
This repository contains a PyVista-based MCP (Model Context Protocol) server. It demonstrates the integration of PyVista for 3D visualization with
MCP server for Pyxel, a retro game engine for Python
Python wrapper for the Zotero API
MCP Server for Project Zomboid mod development
Prepaid inference for agents over hosted MCP. Chat, image, and video.
Quantum-inspired keyring for AI coding agents with superposition, entanglement, and tunneling.
Model Context Protocol server for sociological research into QAnon
Add to your Claude Desktop configuration file:
Q402 - gasless payments, yield, escrow, bridge & NAV triggers on 12 EVM chains. Sandbox-default.
QA-MCP: Test Standardization & Orchestration Server - MCP server for test case generation, quality control, and Xray integration
Translation QA: automated checks, AI evaluation, linguistic review, and visual in-context testing.
Deterministic pre-execution safety certification for autonomous AI agents.
Keyless local MCP server for QA: standards retrieval, effort estimation, doc review, test analysis.
Gestion locative française : biens, locataires, baux, quittances, comptabilité. OAuth 2.1.
LinkedIn outreach from your agent: find prospects, add leads, run campaigns, read results.
An MCP (Model Context Protocol) server that provides access to a dataset of Q-Anon posts for anthropological/sociological research. This server allows AI assistants like Claude to search, filter, and analyze the Q-Anon…