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LLMs try to please, but as the context window gets larger and larger, errors start to happen. In particular, current models have a tendency to just git add -a the whole source tree, accidentally adding lots of random stuff to their commits.

Claude forgets everything. This fixes that.

An MCP (Model Context Protocol) server and CLI toolkit for comprehensive scientific literature retrieval and analysis using PMIDs, DOIs, PMCIDs, and keyword searches.

To run the notebook, kindly create your dotenv environment .env with:

Driver for 18-Bit, delta-sigma ADC MCP3426/MCP3427/MCP3428.

ConvexHono/Node.jsAPIMCP

This repository contains implementations of the Model Context Protocol (MCP), an open standard that connects AI systems with external tools and data sources.

Modern, secure VPS infrastructure with containerized services, automated deployment, and AI integration capabilities.

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MCP (Model Control Plane) server that integrates with ChatGPT through Railway deployment. The solution leverages WebContainers technology to provide a complete development environment within the browser, enabling complex coding tasks, repository interactions, and advanced tool usage directly from ChatGPT.

A Python-based server application for integrating MCP with WooCommerce.

mcp server for agents

A Python application that hosts AI assistants (OpenAI GPT or Claude) with Model Context Protocol (MCP) integration, allowing AI to use external tools and services. Now with library-like architecture for easy integration into other applications!

Still Under Development - This project is actively being developed. APIs may change and features are being added. Please use with caution in production environments.

A FastAPI-based CRUD server to manage tenants, tags, task mappings, and agent performance.

An MCP server that allows you to create, list, and manage Garmin Connect workouts using natural language descriptions through MCP-compatible clients.

Exploring different features of MCP servers and clients

Seamlessly integrate TestRail with any Model Context Protocol (MCP) orchestrator. This server exposes powerful tools that let you manage test cases, projects, suites, runs, and results all directly from your AI workflows or test automation pipelines.

MCP (Model Context Protocol) server implementation in Go - comprehensive everything server with tools, resources, and prompts.

ghidraMCP is an Model Context Protocol server for allowing LLMs to autonomously reverse engineer applications. It exposes numerous tools from core Ghidra functionality to MCP clients.

AI - AI""

This repository provides a complete example of integrating a FastAPI MCP (Model Context Protocol) service with OpenAI's function calling API.

Production-ready Model Context Protocol server for comprehensive security scanning with Snyk. Optimized for AI assistants with intelligent project analysis, automated vulnerability detection, and guided remediation workflows.

Model Context Protocol
SEC EDGAR Filing Markdown

MCP (Master Control Program) is a client application for the Hopper Security API that provides access to security-related information about your codebase. It serves as a bridge between your applications and Hopper Security's platform, exposing various security resources through a simple interface.

A container-first, self-hosted project template using Model Context Protocol (MCP) tools with zero-cost infrastructure.

Simple AI tool to connect Google Slides to AI (supporting MCP/A2A)

This repository contains a Python script that demonstrates Anthropic's Computer Use capabilities, modified to run on MacOS without requiring a Docker container. The script allows Claude 3.5 Sonnet to perform tasks on your Mac by simulating mouse and keyboard actions as well as running bash command.

A professional, production-ready email management system that unifies Gmail, Yahoo, and AOL accounts in a single dashboard with AI-powered email analysis through Claude Desktop integration.

A simplified Model Context Protocol (MCP) server for accessing Malaysia's Open Data APIs, designed specifically for easy deployment to Smithery.

A minimal read-only Model Context Protocol (MCP) server for Odoo ERP integration written in TypeScript. Enables AI assistants to safely query and explore Odoo data.

A Cocos Creator extension that implements a Model Context Protocol (MCP) server with Streamable HTTP transport. This extension exposes Cocos Creator's functionality through a standardized interface that can be used by AI assistants and other MCP clients.

MCP (Model Context Protocol) server for notion

This is a Locally running naive MCP Server built using Typescript-sdk from the official documentation.

A powerful Model Context Protocol (MCP) server that enables AI agents to interact seamlessly with the Binance cryptocurrency exchange. This server provides a comprehensive suite of trading tools, market data access, and account management capabilities through the standardized MCP interface.

A powerful Model Context Protocol (MCP) server and web application that enables AI assistants like Claude to interact with PDF documents using PyMuPDF. This project provides both:

MCP (Model Context Protocol) Streamable-HTTP GraphQL .

A tool to extract content and highlights from Apple Books for LLM analysis.

A production-grade local MCP (Model Context Protocol) server that automates the resolution of GitHub PR review comments by fetching comments via GitHub API and generating structured prompts for LLM-based code resolution.

This project implements an Agentic Retrieval-Augmented Generation (RAG) Chatbot capable of answering user queries based on uploaded documents of various formats.
The chatbot is designed with modular agents communicating through a Model Context Protocol (MCP), ensuring scalable and maintainable architecture.

Modern iOS automation server built with FastMCP 2.0 and clean architecture

MCP (Model Context Protocol) server for firecrawl

Model Context Protocol (MCP) AI