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qualityPersistent memory and pattern learning for AI coding assistants via MCP.
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- -securityAlicense-qualityA zero-configuration tool that automatically converts FastAPI endpoints into Model Context Protocol (MCP) tools, enabling AI systems to interact with your API through natural language.Last updated -1MIT License
- MIT License
- PythonMIT License
- -securityAlicense-qualityA zero-configuration tool that automatically exposes FastAPI endpoints as Model Context Protocol (MCP) tools, allowing LLM systems like Claude to interact with your API without additional coding.Last updated -10,389MIT License
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- -securityAlicense-qualityA FastAPI library that provides Model Context Protocol tools for endpoint introspection and OpenAPI documentation, allowing AI agents to discover and understand API endpoints.Last updated -2MIT License
- -securityAlicense-qualityA minimal CRUD API for items that exposes FastAPI endpoints as MCP tools, enabling natural language interaction with a database through PydanticAI agents.Last updated -1MIT License
- -securityAlicense-qualityA Server-Sent Events implementation using FastAPI framework that integrates Model Context Protocol (MCP), allowing AI models to access external tools and data sources like weather information.Last updated -49MIT License
- AsecurityAlicenseAqualityEnables users to interact with GitHub's Projects v2 API through natural language for Agile project management, supporting repository details, issue tracking, and project board management operations.Last updated -30GPL 2.0
- -securityAlicense-qualityA high-performance Model Context Protocol (MCP) server designed for large language models, enabling real-time communication between AI models and applications with support for session management and intelligent tool registration.Last updated -2MIT License
- -securityFlicense-qualityAll In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...Last updated -87
- -securityFlicense-qualityA FastAPI server implementing the Model Context Protocol (MCP) for structured tool use, providing utility tools including random number generation, image generation via Azure OpenAI DALL-E, and AI podcast generation.Last updated -
- -securityAlicense-qualityA Python-based server allowing seamless integration with JIRA for managing and interacting with projects through custom APIs.Last updated -3Apache 2.0
- -securityAlicense-qualityA collection of Python-based Model Context Protocol servers that extend AI assistant capabilities with tools for calculations, AWS services (S3 and RDS), and PostgreSQL database operations.Last updated -MIT No Attribution
- -securityFlicense-qualityA Model Context Protocol (MCP) server that enables Large Language Models to interact with and query the classic Northwind database through a REST API.Last updated -
- -securityFlicense-qualityA demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.Last updated -
- -securityAlicense-qualityThis project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Zoho Projects (beta): https://www.cdata.com/download/download.aspx?sku=PZZK-V&type=betaLast updated -MIT License
- -securityFlicense-qualityA server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.Last updated -
MCP Run Pythonofficial
-securityAlicense-qualityEnables secure execution of Python code in a sandboxed WebAssembly environment using Pyodide and Deno. Automatically handles package management and captures complete execution results including stdout, stderr, and return values.Last updated -52MIT License- MIT License
- -securityAlicense-qualityA Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.Last updated -6MIT License
- -securityFlicense-qualityProvides an interactive Python REPL environment that maintains persistent session state, allowing users to execute Python code and access session history.Last updated -56
- AsecurityAlicenseAqualityA server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.Last updated -327MIT License
- -securityAlicense-qualityEnables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.Last updated -7Apache 2.0
- AsecurityFlicenseAqualityA Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.Last updated -968
- -securityFlicense-qualityA Python server that enables interaction with macOS native applications (Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps) through AppleScript, featuring asynchronous operations and type-safe interfaces.Last updated -13
- -securityFlicense-qualityA Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.Last updated -5
- AsecurityFlicenseAqualityA Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.Last updated -9
- -securityAlicense-qualityEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.Last updated -40Apache 2.0
- AsecurityAlicenseAqualityEnables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.Last updated -15496MIT License