Development Tools

Provides secure, sandboxed file system access for AI assistants to read, write, and manage project files with controlled command execution capabilities, all confined to a designated workspace directory.

A modular Model Context Protocol server implementation using Express.js that provides example mathematical and echo tools with HTTP streaming support and easy extensibility for adding custom tools.

Enables Python code execution in a sandboxed environment with virtual file system management and pip package installation capabilities.

Provides read-only access to Google Sheets data through OAuth 2.0 authentication, enabling users to retrieve spreadsheet metadata, list tabs, and read cell data using natural language queries.

Provides basic mathematical operations (addition, subtraction, multiplication, division) through a calculate tool. Supports both stdio and HTTP/SSE transport modes.

Provides access to live SpaceX data including latest launches, upcoming launches, and company information through the SpaceX API.

An MCP server that enables AI to interact with the private 'my-design' React component library and design tokens for UI generation and technical support. It provides tools for component searching, API documentation retrieval, and migration guidance based on specific internal design specifications.

Provides tools for common file processing operations including reading files, listing directories, searching across files, getting file info, and counting lines with built-in security features like path traversal protection.

Enables LLMs to search and read files in local and GitHub repositories, analyze pull request diffs, and grep code content with built-in security protections.

A Railway MCP server that allows AI agents to manage projects, services, deployments, and environment variables directly through the Railway API.

Provides web content extraction, search capabilities (web, arXiv, SSRN, images), semantic deduplication, and reranking through Jina AI's Reader, Embeddings, and Reranker APIs.

Provides a suite of tools like agent orchestration and token optimization for Claude

A simple Model Context Protocol (MCP) server that provides date and time functionality in any timezone, along with user profiles and personalized greeting resources.

An MCP server that streams the latest OKX exchange announcements directly to AI agents.

A template project for building Model Context Protocol servers with FastMCP framework, Docker support, and example CRUD API implementation to help developers quickly bootstrap their own MCP servers.

Persistent memory for AI coding assistants. Works across Cursor, Claude, Windsurf, VS Code and any MCP client. Remember decisions, search semantically, analyze code dependencies — 60+ tools. Your AI's permanent brain.

Connects AI assistants to Exa AI's search capabilities, including specialized code search across GitHub repos, documentation, and Stack Overflow, plus web search, company research, and deep research tools for comprehensive information retrieval.

An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.

A demonstration Model Context Protocol server that provides a configurable 'Hello World' tool with multi-language support and input validation. It supports both local stdio and remote HTTP deployment via Docker, facilitating testing and integration with platforms like Cursor and Manus.

Enables retrieval and analysis of graph data from the Pythagraph RED API. Provides formatted tables, statistics, node/edge distributions, and comprehensive summaries for graph visualization and insights.

Provides weather information and alerts from the National Weather Service, including active weather alerts for US states and location-based forecasts using latitude/longitude coordinates.

A simple TypeScript MCP server that provides two tools: one for greeting users with a customizable name and another for adding two numbers together.

A hybrid search MCP that enables users to find coding chunks like RAG without indexing their codebase, without any vector database. World's first context attention MCP. It gives results in below 5 seconds in a repository as big as VS Code.

Provides secure, read-only access to Gmail for Claude CLI with label-based filtering for enhanced privacy and control. It enables users to search, list, and summarize email content while ensuring no modification or deletion of messages is possible.

Provides real-time control of Unity Editor through natural language commands. Enables AI-powered workflows for object manipulation, scene management, automated testing, and asset operations with 30+ available tools.

A GitHub integration tool that enables MCP clients to manage pull requests through tools for creating, updating, and listing PRs with automated descriptions. It also includes a webhook server for real-time PR updates and a customizable CLI with distinct personality modes.

Provides AI assistants with structured access to an organization's engineering standards, practices, and processes through searchable knowledge base with CRUD operations and multi-dimensional organization.

Enables checking for broken links on web pages and entire websites through natural language commands. Provides detailed reports including HTTP status codes and supports options like excluding external links and respecting robots.txt.

Connects Teable no-code databases to LLMs, enabling AI agents to query records, explore schema structures, retrieve data history, and interact with spaces, bases, tables, and views using natural language.

Enables LLMs to search for food products and retrieve detailed nutritional information from the Open Food Facts database using product names or barcodes.