Development Tools

A specialized MCP server providing access to oceanographic and environmental data from over 63 global ERDDAP servers, enabling AI assistants to search, retrieve metadata, and download scientific datasets via natural language.

An MCP server for Google Scholar written in TypeScript with Streamable HTTP transport, along with a `client` implementations that integrates with the server and interacts with `gemini-2.5-flash`.

MCP (Model Context Protocol) Server. Executes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple programming languages.

A Google Maps Platform MCP server that grounds Gemini AI responses with real-world spatial data, including places, routing, elevation, and 3D map visualization.

A Model Context Protocol server for interacting with Red Hat Lightspeed services, enabling LLMs to manage RHEL vulnerabilities, configuration issues, and image builds.

A robust MCP server for managing Xcode .xcstrings files, offering full CRUD operations for translations, support for plural/device variations, and an optional web-based editor for iOS/macOS localization workflows.

A comprehensive MCP server providing deep integration with Microsoft's AutoGen framework for sophisticated multi-agent conversations and hierarchical workflows.

A professional MCP server for serial port communication, enabling AI assistants to interact with hardware devices like STM32, Arduino, and ESP32. It supports port discovery, connection management, and bidirectional data transfer across Windows, Linux, and macOS.

MCP (Model Context Protocol) Server. Integrates with Babashka to enable dynamic Clojure code execution and interaction for scripting, data processing, and system automation tasks.

A persistent memory solution for LLMs that uses a knowledge graph to store and retrieve entities, relationships, and observations across sessions, with support for SQLite and PostgreSQL.

A comprehensive MCP server for Red Hat's Jira instance, enabling AI assistants to manage issues, sprints, boards, and project administration via 30 specialized Jira tools.

A specialized MCP server for macOS that provides fuzzy search and browsing capabilities for Apple Messages (iMessage/SMS) with contact resolution and conversation threading.

A FastMCP server that integrates with the Replicate API to provide resource-based image generation, model discovery, and progress tracking for AI model inference.

A behavioral validation layer for AI coding assistants that enforces quality gates across research, planning, code changes, and testing using LLM-based evaluations.

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

An experimental, 100% AI-generated, high-performance code intelligence server providing AI assistants with a graph-based understanding of codebases.

A unified academic research interface that searches and retrieves papers from ArXiv, OpenAlex, and the Open Science Framework, with the ability to convert full-text PDFs to markdown.

An AI-powered MCP server providing comprehensive access to Salesforce B2C Commerce Cloud (SFCC) documentation, live log analysis, and development best practices.

CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Just write TypeScript functions to make Cursor MCP tools.

A secure shell command execution server for MCP that enables AI applications to perform system operations, file management, and process monitoring across multiple shell environments.

An MCP server providing image processing and cloud storage capabilities, allowing AI assistants to resize, optimize, and upload images to AWS S3, Cloudflare R2, or Google Cloud Storage.

Secure MCP server for libSQL databases with comprehensive tools, connection pooling, and transaction support. Built with TypeScript for Claude Desktop, Claude Code, Cursor, and other MCP clients.

A decentralized tool discovery and management ecosystem for the Model Context Protocol, featuring a registry for sharing, installing, and orchestrating AI agent tools.

MCP (Model Context Protocol) Server. Automates XSS vulnerability testing by injecting payloads through Playwright browser automation and HTTP request analysis to detect JavaScript execution, monitor console logs, and analyze security headers for comprehensive web application security assessment.

MCP (Model Context Protocol) Server. Integrates with Binance cryptocurrency exchange to provide real-time market data including prices, order books, and historical information without requiring API keys

A tool-management MCP client that implements three-layer progressive disclosure to optimize token usage by lazy-loading tool definitions and server metadata.

Persistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests.

A comprehensive MCP server for remote control of Commodore 64 Ultimate hardware, allowing AI agents to run programs, manipulate memory, manage disk images, and configure device settings via the Ultimate REST API.

A comprehensive MCP server for interacting with the Bitcoin SV (BSV) blockchain, providing tools for wallet management, ordinals (NFTs), tokens, social protocols, and blockchain data exploration.

MCP (Model Context Protocol) Server. Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of complex kubectl commands.