pydantic/pydantic-ai/mcp-run-python

🚀 The fast, Pythonic way to build MCP servers and clients.

Open source MCP Servers for AWS

AI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化

The Daisys mcp server

The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

Open, audit-grade agentic data quality framework with portable industry packs

AgentGraph: Trust and identity layer for the agent internet

aparajithn/agent-utils-mcp — indexed from awesome-mcp-servers-punkpeye

The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, no

Crypto market signals, technical indicators, and sentiment analysis for AI agents.

Read-only MCP server for official Python docs: local index, no API keys, exact symbol lookup, version-aware retrieval.

CLI & MCP server for Tuning Engines — fine-tune LLMs on code repositories

MCP Server for Chronulus AI Forecasting and Prediction Agents

Action Control for autonomous agents. Check posture. Gate risky actions. Prove execution. Fits your existing agent stack.

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

A Model Context Protocol server for calculating.

MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard

OpenTTT MCP Server — Proof-of-Time temporal attestation for AI agents

Advanced cognitive reasoning MCP server — DAG thought graph, 10 strategies, metacognition, self-critique, knowledge integration, and pruning

Structured English contracts for AI coding agents — proposed by the agent, approved by you, saved on disk, read by every future session.

AI Distiller is ultra‑fast, open‑source tool for intelligently extracting only the essential public APIs, types, and structure from large codebases. Compresses 90–98% of code into

Data Analysis With Vibes

🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implement

MCP server for AI agent cost intelligence — 23 tools to track spend, optimize models, manage budgets, detect waste, and prove ROI

Connect any Open Data to any LLM with Model Context Protocol.

📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and charact

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

MCPR enables AI agents to participate in interactive R sessions for professional analysis workflows.

The Logfire MCP Server is here! :tada:

🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.

Roslyn-powered MCP server for AI-driven C# semantic analysis, refactoring, and code generation

MCP server for build123d to improve AI cognition when creating 3D CAD models

Official Python MCP server for local interactions with the QuantConnect API

SWI-Prolog as a logic calculator for LLMs — MCP server and Python library

A simple MCP server that exposes datetime information to agentic systems and chat REPLs

MCP tool for improving model coding quality by mandatory self-audition

Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.

Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.

Python SDK for agents.systemr.ai. 55 MCP tools, 25 brokers. pip install systemr

Dual-protocol gateway: 62 MCP tools + A2A Protocol agent (82/82 TCK intentional) in a single governed runtime

A collection of AI agents

Financial Market Intelligence MCP Server — stock quotes, technical analysis, crypto data, and portfolio insights for AI agents

An MCP server implementation enabling LLMs to work with new APIs and frameworks

A Node.js–based Model Context Protocol server that spins up disposable Docker containers to execute arbitrary JavaScript.

MCP server that allows LLMs to connect to and execute code using Piston

📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.

Development environments for coding agents. Enable multiple agents to work safely and independently with your preferred stack.

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

A Model Context Protocol (MCP) for Jupyter Notebook

Python MCP Server for Kestra — you can use it as a tool in Kestra's AI Agents

Stdio MCP Server wrapping custom Python runtime (LocalPythonExecutor) from Hugging Faces' smolagents framework. The runtime combines the ease of setup (compared to docker, VM, clou

rkocosmergon/cosmergon-agent — indexed from awesome-mcp-servers-punkpeye

Shell and coding agent on mcp clients