Development Tools

An MCP server that enables querying logs and metrics from Graylog, Prometheus, and InfluxDB 2.x. It provides tools for executing Lucene log searches, PromQL queries, and Flux queries directly within MCP-compatible clients.

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 fast CLI tool to sync AI agent configurations and MCP servers across Claude, Copilot, Cursor, and more using symbolic links.

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.

MCP server for browser automation - the only solution supporting multiple AI agents (Claude, Cursor, VS Code) simultaneously controlling your Chrome browser

A comprehensive MCP server providing programmatic access to the Douyin (TikTok China) ecosystem. It enables extensive data retrieval including user profiles, video details, search suggestions, hot trends, music charts, challenges, and comments across both web and app interfaces.

A containerized server that provides weather tools for AI assistants, allowing them to access US weather alerts and forecasts through the National Weather Service API.

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.

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.

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.

MCP (Model Context Protocol) Server. Integrates with the National Weather Service API to provide current weather data and alerts for US locations without requiring authentication.

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.

Enables secure local filesystem operations and interactive terminal sessions for AI assistants. Provides 12 tools for file management, directory operations, code searching, and running interactive REPLs with security protections.

MCP server that provides google Gmail capabilities

A comprehensive MCP server providing real-time London transport data, including tube line statuses, detailed disruption reports, and multi-modal journey planning via the TfL Unified API.

Enables AI assistants to interact with the SciX (formerly NASA ADS) API to search scientific literature, export citations, and analyze bibliometric data. It supports advanced tools for managing libraries, resolving astronomical object names, and exploring citation networks.

Physical Layer Linter — validates RF link budgets, Shannon capacity, and noise floors.

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

MCP for ROS 2 monitoring, debugging, and managing nodes, topics, services, and TF2 frames.

Enables LLMs to control cloud browsers for web automation, data extraction, screenshots, and form interactions using Browserbase and Stagehand with support for multiple AI models and parallel browser sessions.

A specialized recruitment assistant MCP server providing digitally-signed access to candidate CV data through comprehensive tools for technical skills assessment, experience calculation, and job matching.

A comprehensive utility server providing text analysis, file management, cryptographic hashing, and time-related functions to enhance LLM capabilities.

A hierarchical XML-based narrative planning server that enables AI-guided fiction writing from book-level planning down to atomic paragraphs. It provides a structured format and tools for step-by-step story expansion while maintaining human guidance.

A specialized MCP server for accessing Tokyo's Wet Bulb Globe Temperature (WBGT) data, offering real-time measurements and forecasts from multiple observation points provided by Japan's Ministry of the Environment.