Development Tools

A simple demonstration MCP server that provides a sum_numbers tool for calculating the sum of a list of integers, built using the FastMCP framework.

A REST API built with FastAPI that exposes endpoints via Model Context Protocol (MCP), allowing clients to interact with CRUD operations through MCP interfaces.

A utility MCP server built with the FastMCP framework that provides basic mathematical operations and greeting generation capabilities.

MCP (Model Context Protocol) Server. Integrates with New Relic monitoring platform through GraphQL and REST APIs to provide access to logs, metrics, alerts, dashboards, and application data for DevOps teams and site reliability engineers performing incident investigation and automated troubleshooting workflows.

Enables AI agents to interact with terminal-based TUI applications by capturing visual terminal output as PNG screenshots and simulating keyboard input through a virtual X11 display.

MCP (Model Context Protocol) Server. Provides AI-powered yacht and boat marketplace intelligence by integrating with the Yachtsy Agent API

Kagami is a specialized Playwright-based MCP server built for the Claude Code Web environment, enabling browser automation via a secure JWT authentication proxy and Firefox.

Provides AI assistants with live access to a Gerbil Scheme environment to evaluate expressions, look up module exports, and check syntax. It enables real-time interaction with the gxi runtime for macro expansion and symbol searching.

Provides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.

MCP (Model Context Protocol) Server. Integrates with Espresso testing framework to enable automated Android application testing through test execution, result analysis, and mobile UI interaction capabilities.

A read-only Model Context Protocol server for MySQL that allows AI models to safely inspect schemas and execute queries for data exploration and analysis.

A Python-based MCP server that integrates Perplexity AI into development environments, featuring persistent SQLite-backed chat history and specialized tools for technical queries.

A gateway that transforms Deco site loaders into dynamic MCP tools, allowing AI models to discover and invoke website capabilities through extracted schemas.

Transforms compressed log files into a structured SQLite database, enabling complex SQL queries across logs, stack traces, and parsing errors via the MCP SQLite server.

MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.

A comprehensive MCP server providing programmatic access to Google NotebookLM, allowing users to manage notebooks, perform deep research, query sources with AI, and generate multimedia content like podcasts and slide decks.

Enables managing UniFi networks through natural language, allowing users to monitor clients, check network health, and perform device actions like blocking or restarting access points. It securely connects UniFi Controllers to MCP clients with features like Google OAuth authentication.

An MCP server that provides structured access to Hacker News data including top, best, and new stories, as well as detailed story and user information via the Firebase API.

A Jira integration for the Model Context Protocol that allows users to retrieve issue descriptions and custom field data. It operates via an SSE service to connect Jira workspace content with language models.

A tool that integrates GitHub's REST API with the Model Context Protocol to fetch user profiles and repository information.

A robust NestJS-based MCP server providing comprehensive MongoDB CRUD and aggregation operations for AI assistants with support for both STDIO and HTTP transports.

MCP (Model Context Protocol) Server. Provides real-time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic purposes.

A specialized MCP server for ArchiMate 3.2 enterprise architecture, enabling AI to create, validate, and visualize complex multi-layer diagrams using Mermaid and XML export.

Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.

A comprehensive Model Context Protocol server for SQLite databases, providing deep schema introspection, granular permission controls, and advanced data management tools for AI models.

Provides unified access to multiple cloud object storage services (Huawei OBS, Alibaba OSS, AWS S3, MinIO) enabling AI assistants to list, search, retrieve, and manage unstructured data across different storage providers.

A Model Context Protocol server providing comprehensive access to the World Health Organization's Global Health Observatory data, allowing users to query health indicators, country statistics, and time-series trends via OData.

A robust MCP server that integrates Eolink OpenAPI into development environments, allowing users to discover, explore, and test APIs directly within their IDE.

An MCP server that provides seamless integration with the Kaggle API. Interact with Kaggle competitions, datasets, kernels, and models through MCP-compatible clients like Claude Desktop.

A specialized Python debugging server that streamlines the pytest workflow by extracting failure locations, providing surrounding code context, and offering optional LLM-powered fix suggestions.