Development Tools

A starter kit for building Model Context Protocol servers that enables AI tools to access external data and functionalities like checking holidays, disk space, timezones, RSS feeds, code diffs, and web performance metrics.

test

An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to access Pokémon data through the PokéAPI, enabling agents to retrieve information about Pokémon species, abilities, moves, and more via natural language.

Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.

Provides Retrieval-Augmented Generation capabilities by parsing documents (PDF, Markdown) and storing them in ChromaDB for semantic search and context retrieval.

A simple Model Context Protocol server that evaluates mathematical expressions like 'sqrt(25) + 2**3' sent by MCP clients, with secure evaluation that only allows math functions/constants.

An MCP server that delivers jokes on request, allowing Microsoft Copilot Studio and GitHub Copilot to serve different categories of jokes including Chuck Norris and Dad jokes through natural language queries.

A server that provides enterprise data services including company information, profiles, business details, shareholders, investments, branches, and key personnel through keyword search and specific queries.

A universal AI server that provides image and video processing tools (background removal, upscaling, vectorization, etc.) for any MCP-compatible client with simple setup.

A set of tools allowing AI assistants to interact directly with GitHub, enabling automation of tasks like fetching user profiles, creating repositories, and managing pull requests.

mcp-serverTest

An MCP server for Microsoft's Cognitive Services Custom Vision Training API that enables AI agents to create, train, and manage custom image classification and object detection models through natural language interactions.

Provides programmatic access to ingest and query Windows event logs (especially Sysmon logs), enabling security monitoring, incident response, and log analysis automation.

A comprehensive MCP server that exposes Frida's dynamic instrumentation toolkit to AI agents for process management, script injection, and memory operations. It provides over 50 tools to interact with local and mobile devices, enabling advanced capabilities like function hooking and memory analysis.

Exposes Google Jules AI capabilities for automated coding tasks, including session management, code reviews, and unified diff handling. It enables users to create sessions, approve plans, and synchronize AI-generated code changes with GitHub repositories.

Provides tools for interacting with SQL Server databases, enabling users to retrieve paginated table data, inspect schemas, and count records. It features enforced pagination and secure configuration options to manage database operations efficiently through natural language.

Provides comprehensive information about Colombia including departments, regions, cities, tourist attractions, and general country data through the API Colombia service. Enables users to query Colombian geographical and administrative information through natural language.

An MCP server for interacting with SQL Server databases that enables schema inspection, record counting, and paginated data retrieval. It provides tools to explore table structures and fetch specific records while enforcing safety limits on data volume.

A specialized MCP server for searching and analyzing classical Japanese literature via the Genji API, featuring advanced normalization for historical text variations.

A management utility that orchestrates memory contexts for Claude clients by dynamically switching between different memory paths for the mcp-knowledge-graph server.

MCP (Model Context Protocol) Server. Integrates with weather data APIs to provide real-time conditions and forecasts for location-based decision making, travel planning, and outdoor activity scheduling.

MCP (Model Context Protocol) Server. Provides AI systems with searchable Rust documentation, code patterns, and error solutions through a TypeScript server that fetches and indexes content from docs.rs, GitHub repositories, and community resources.

A Model Context Protocol server for Ayd that enables service monitoring, status checks, and log retrieval to improve operational visibility and incident response.

Provides system monitoring and management capabilities for Claude CLI, allowing users to view system information, track resource usage, and manage processes through natural language commands.

A TypeScript-based integration that bridges Langchain with the Model Context Protocol, enabling LLMs to interact with and execute external tools via an SSE-based interface.

A secure Model Context Protocol server designed for executing system commands with an emphasis on safety through whitelisting, mandatory user confirmation, and audit logging.

A Model Context Protocol server that integrates with Google's Perspective API to provide automated text toxicity analysis and content moderation scores.

A Puppeteer-based browser automation server that enables LLMs to navigate websites, interact with elements, execute JavaScript, and capture screenshots.

A dictionary and thesaurus server that provides English word definitions, synonyms, and example usage using the Free Dictionary API.

MCP (Model Context Protocol) Server. Provides a conversational interface to the NIH's research database, enabling users to search for funded projects and publications with detailed results formatted in markdown.