Development Tools

A debug tool for platform developers to verify that their MCP App hosts correctly implement protocol specifications like context injection and message sending. It provides a blind selection test to ensure seamless end-to-end communication between the UI, host, and model.

Unofficial Powershell MCP server

A lightweight MCP server that facilitates seamless conversation context transfers between different AI sessions or projects using memory-based storage and automatic server discovery.

An MCP server agent that enables analysis of YouTube videos by extracting transcripts, generating summaries, and creating chapter timestamps. It allows users to interact with video content through natural language to perform tasks such as writing social media posts.

An MCP server that analyzes your unique Twitter voice to generate, manage, and post AI-powered tweets and quote tweet drafts. It supports multiple AI providers and provides tools for draft management, voice profiling, and automated content creation from images.

A comprehensive TypeScript boilerplate for building Model Context Protocol servers, featuring type-safe tool validation, modular architecture, and project management utilities.

A productivity MCP server that aggregates developer activity and meetings from GitLab, GitHub, Google Calendar, and Outlook Calendar for unified tracking.

A multi-domain productivity tool that currently enables job search automation, application tracking, and pipeline analysis for Career management. Future phases plan to add health tracking, workout management, and family expense monitoring capabilities.

An interface for the Nipoppy neuroimaging framework that enables AI agents to list files and manage clinical datasets. It facilitates interaction with neuroimaging data organized according to the Brain Imaging Data Structure (BIDS) standard.

A Model Context Protocol server for the Hetzner Cloud API that enables natural language management of cloud infrastructure. Users can list, create, and modify servers, networks, volumes, and load balancers through MCP-compatible clients.

Enables the analysis of GitHub Pull Requests to extract metadata, commits, and code changes for structured AI insights. It also supports the optional creation of Notion pages to store and organize the resulting analysis.

Enables Claude to delegate coding tasks to local Ollama models, reducing API token usage by up to 98.75% while leveraging local compute resources. Supports code generation, review, refactoring, and file analysis with Claude providing oversight and quality assurance.

Enables AI agents to perform secure Salesforce Lead management operations including CRUD actions, status updates, and idempotent syncing. It features TRD-compliant audit logging and OAuth 2.0 authentication to ensure reliable CRM interactions.

A Model Context Protocol server that provides a variety of jokes and humorous content to AI-powered agents. It allows Microsoft Copilot Studio users to integrate joke-telling capabilities into their agents while maintaining enterprise security and governance controls.

Turns any shell command into an MCP server by defining command-line tools in simple YAML files. Enables AI agents to execute system commands, security scanners, DevOps tools, and CLI utilities directly from chat interfaces.

Provides access to real-time OPET fuel station prices across Turkish provinces, allowing users to query prices by region and track update timestamps.

Provides a Model Context Protocol interface for the Dolibarr ERP/CRM, enabling AI agents to manage customers, products, invoices, and orders. It features specialized search tools and server-side filtering to efficiently interact with Dolibarr's REST API while minimizing token usage.

Enables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.

Validated quant research. Test trading ideas with real data and statistical guardrails.

A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.

MCP server that provides google Gmail capabilities

A specialized MCP server for detecting and verifying C2PA Content Credentials and TrustMark watermarks in images and videos to confirm content authenticity and AI generation info.

Enables AI models to interact programmatically with Dokploy servers to manage projects, applications, and deployment services. It provides 67 specialized tools for direct Dokploy API operations through the Model Context Protocol.

A powerful data analysis and visualization MCP server that integrates VisiData functionality with specialized tools for statistical plotting, format conversion, and HR-focused skills analysis.

A comprehensive MCP server that bridges the yfinance library to provide real-time stock prices, financial statements, and market analysis tools. It enables AI models to perform detailed financial research and data retrieval from Yahoo Finance.

A Node.js-based MCP server that integrates with the US National Weather Service API to provide real-time weather alerts and location-specific forecasts.

MCP server for retrieving YouTube video transcripts for Claude Code and other MCP-enabled AI tools

A manufacturing intelligence server that provides detailed analysis of production capabilities, equipment, factory distribution, and supplier assessments for Chinese enterprises.

A robust task management MCP server that enables AI assistants to create, track, and search tasks while generating automated standup reports and project plans.