Development Tools

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 proof-of-concept demonstrating interactive UI capabilities for MCP servers through a task management example. Shows how MCP servers can deliver HTML/CSS/JS interfaces that render inside AI chat clients with bidirectional communication.

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.

Enables generation of Satori syntax templates for creating engaging 140-character X (Twitter) posts. Supports five different structure types including basic forms, contrarian takes, news-based content, shocking news, and step-by-step guides.

A sample Model Context Protocol (MCP) server implementation providing local time retrieval and basic mathematical calculation tools along with sample note resources.

A specialized GitHub MCP server for developer performance analysis, enabling agents to track PR contributions, review impact, and comprehensive activity metrics across repositories.

A specialized MCP server for managing MindMup mind maps stored on Google Drive, allowing users to search, retrieve, and parse complex visual data structures through natural language interfaces.

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.

Enables interaction with SAP Business One API through Azure Container Apps with VNet connectivity. Provides secure access to SAP data and operations through natural language interface.

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.

A robust template for building Model Context Protocol servers with automatic discovery and registration of tools, prompts, and resources through a structured directory layout.

A specialized MCP server for monitoring and managing Alpha ESS solar inverter and battery systems, offering real-time power data, energy statistics, and remote configuration of charge/discharge schedules via the Open API.

A robust TypeScript boilerplate for building Model Context Protocol (MCP) servers, featuring pre-implemented examples of calculator tools, weather integration, and resource management.

A Python starter template for building MCP servers with client connection management and Jupyter notebook integration. Provides a structured foundation for adding custom tools, prompts, and workflows to create AI-powered applications.

A comprehensive startup consulting MCP server that provides commercial area analysis, competitor research, and policy funding recommendations using real-time Korean public data and Kakao Map APIs.

A Cloudflare Workers-based MCP server that allows AI assistants to perform web automation using Playwright, including navigation, element interaction, and visual capture.

A Docker-based MCP server providing comprehensive tools for managing Google Docs and Google Drive, featuring high-performance bulk operations and native markdown import/export.

Provides comprehensive codebase analysis and semantic understanding through integrated knowledge graphs, enabling AI assistants to understand project structure, patterns, dependencies, and context through multiple analysis tools and format generators.

Analyzes Godot game projects to enforce ECS architecture patterns, automatically detecting when scene scripts contain game logic that should be in the ECS layer and validating separation between presentation and logic code.

A minimal MCP server implementation demonstrating basic tool integration with example functions like greetings, version info, and system information. Supports both HTTP and stdio transports for connecting AI clients.

Provides AI assistants with real-time web search, intelligent data extraction from web pages, website mapping, and web crawling capabilities through Tavily's API. Enables comprehensive web research and content analysis through natural language interactions.

A workflow enforcement server that implements a structured Research → Plan → Implement (RPI) cycle for complex coding tasks with gated phase transitions and automatic context compaction.

A Model Context Protocol server that uses Instaloader to download Instagram posts, videos, stories, highlights, and profile pictures with optional metadata extraction.

A comprehensive MCP server for dynamically generating and validating software development diagrams—including architecture, sequence, and database ER diagrams—using Mermaid syntax.

Enables AI assistants to perform real-time web searches, company research, content crawling, LinkedIn searches, and deep research using the Exa AI Search API. Provides comprehensive web information retrieval capabilities in a safe and controlled manner.

Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.

Converts entire codebases into a single, AI-optimized Markdown document featuring directory trees and syntax highlighting. It provides AI assistants with full project context for code reviews, documentation, and refactoring within the MCP ecosystem.

A comprehensive Jira Cloud integration for AI assistants, enabling end-to-end management of projects, issues, sprints, and worklogs with built-in safety features like dry-runs and destructive action confirmations.

A personalized CSS tutor that tracks a user's known concepts and fetches the latest web development news via Perplexity to guide them through new features.

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.