AI & ML

A unified search tool that provides AI assistants with comprehensive access to Apple's Human Interface Guidelines and technical API documentation across all Apple platforms.

A specialized documentation retrieval server for Claude that provides fuzzy search, metadata support, and high-performance caching for local markdown files across multiple project sources.

An AI-powered internationalization (i18n) and localization (l10n) server that automates string extraction and translation tasks, supporting context-aware adaptations for documentation and codebases.

A specialized MCP server for generating high-resolution matplotlib visualizations including relationship graphs, 3D plots, and statistical charts with automatic saving and interactive display capabilities.

A collaborative text generation server that uses a tree-based approach to explore and refine model outputs through short, high-quality continuations. It allows users to branch, prune, and navigate multiple generation paths to avoid long-form drift in base models.

A RESTful JSON API providing 42 production-ready AI agent definitions for DeFi, crypto portfolio management, and Web3 workflows with support for 18 languages.

A comprehensive MCP server for ABP.IO applications that provides over 48 tools for managing modules, entities, users, and multi-tenancy while supporting automated UI generation for Angular, Blazor, and MVC.

Provides AI assistants with web search capabilities using Perplexity's Sonar models, returning both content and source citations.

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

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.

Comprehensive MCP server integration for Sauce Labs, enabling AI assistants to manage test jobs, monitor builds, and discover real or virtual devices through natural language.

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

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

MCP (Model Context Protocol) Server. Bridges with Detect It Easy (DIE) executable analysis tool to provide file analysis, metadata extraction, and threat detection capabilities for security researchers and malware analysts.

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

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

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.

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.

⚡ Cut LLM inference costs 80% with Programmatic Tool Calling. Instead of N tool call round-trips, generate JavaScript to orchestrate tools in Vercel Sandbox. Supports Anthropic, OpenAI, 100+ models via AI Gateway. Novel MCP Bridge for external service integration.

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 for accessing the CanLII API, allowing AI assistants to search, retrieve, and analyze Canadian court decisions, legislation, and legal citations.

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.

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 enables searching and retrieving structured page content from BookStack knowledge bases with automatic HTML-to-text conversion.

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

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

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

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