AI & ML

A collaboration bridge for AI agent sessions that allows multiple agents like Claude Code, Codex, and Gemini to communicate, peer-review, and solve complex tasks together via a centralized MCP server.

A remote MCP server for ChromaDB that enables semantic search and vector database operations across multiple devices through a streamable HTTP transport layer.

An MCP server that enables temporary email management including domain discovery, email creation, message retrieval, and webhook configuration using the ChatTempMail API.

Enables access to public government datasets from Socrata-powered portals for searching, querying via SoQL, and analyzing information like budgets and public statistics.

A high-performance code exploration toolkit optimized for Java, providing structural parsing, batch processing, and annotation-aware context for AI agents.

AI-powered predictive maintenance and fault diagnosis. Features vibration analysis, bearing diagnostics, ISO 20816-3. compliance, and ML anomaly detection for industrial machinery.

A sophisticated prompt engineering server that uses adaptive questioning and multi-provider LLM support to iteratively refine and optimize user prompts.

A comprehensive MCP server providing intelligent semantic search and recommendations for 642 design patterns across diverse domains including GoF, Microservices, React, and Blockchain.

A specialized MCP server that provides comprehensive documentation, API references, and code examples for the Vue Grid Layout library to assist AI-driven development.

MCP (Model Context Protocol) Server. Integrates with Apple's native productivity apps (Notes, Reminders, Calendar) on macOS to create, search, and manage personal information while maintaining conversational context through a persistent memory system that tracks activities and relationship continuity.

Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots

MCP server for Coroot observability platform - integrate monitoring, troubleshooting, and configuration tools with AI agents

A TestRail MCP server that enables AI tools to interact with projects, test cases, runs, and results within the TestRail test management platform.

A minimal, zero-dependency terminal MCP (Model Context Protocol) client built for coding agents like OpenAI Codex.

A specialized MCP server that connects Bear Notes to AI assistants using semantic vector search and RAG for local, privacy-focused knowledge retrieval.

Lovely Docs provides a curated database of up-to-date documentation in condensed and fulltext formats, optimized for AI coding tools. It can be used via a CLI to add docs locally to a project folder or through its dedicated MCP server.

A specialized MCP server providing browser automation via Camoufox, a Firefox fork designed for privacy and anti-detection. It allows AI assistants to browse the web anonymously, spoof fingerprints, and capture screenshots while bypassing bot detection.

A development server monitor that provides real-time error tracking and categorization through SSE notifications, correlating code changes with specific build or runtime errors.

A Model Context Protocol server that integrates with the HireBase Job API to enable job searching with extensive filtering and retrieval of detailed job information.

A Model Context Protocol server that allows AI agents to play a notification sound via a tool when a task is completed.

🚀 Discover and explore a curated list of MCP servers, tools, and resources for AI assistants, enhancing your development and productivity.

Bridges AI assistants with native macOS apps and automation, enabling local control over Calendar, Mail, Messages, and system UI functions via MCP.

https://mcpmock.ai/ docs and samples.

MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Modbus devices and industrial equipment into a single AI-orchestrable API. Features real-time monitoring, alarms, time-series storage and actuator control.

🔒 Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% local.

A visual DevOps hub for npm scripts, Git, workflows, and deploy — controllable by AI via MCP.

AI SDK for building AI-powered applications in Go

📥 MCP Download Tool - AI-powered file download manager | 基于 MCP 的智能下载管理工具

Automatically share development progress to Slack through AI. MCP-powered task reporting with privacy-first design.

Meet WebHive, the AI-powered browser that takes care of tasks for you. No more endless clicks, tell it what you need, and it gets it done.