AI & ML

A pure prompt-provider MCP server that assists Claude in managing project context, task parsing, and code reviews through structured instructions without direct file access.

A transparent proxy that intercepts high-risk tool calls and requires OTP-based human approval before they can be executed. It acts as a configurable circuit breaker between AI agents and target MCP servers to prevent unauthorized or dangerous actions.

An MCP server that provides sentiment analysis capabilities by integrating with the Api Ninjas Sentiment API to score text blocks.

Enables AI assistants to safely query MySQL databases with read-only access by default, supporting table listing, structure inspection, and SQL queries with optional write operation control.

A multi-model AI gateway that allows users to query GPT-4, Claude, Gemini, and Grok simultaneously to receive diverse technical perspectives and peer reviews.

Enables interaction with Calendly to manage event types, scheduled events, and invitees. It provides tools for checking user availability and canceling appointments directly through the Calendly API.

Check service status and outage information from Downdetector for real-time monitoring of service availability across various platforms and regions.

Enables LLMs to retrieve Tokyo Stock Exchange stock information and execute SQL queries on Databricks SQL warehouses, deployed as a Databricks App.

A tool that allows deployment of a Model Context Protocol server on Cloudflare Workers without authentication requirements, enabling users to create and use custom AI tools via the Cloudflare AI Playground or Claude Desktop.

Provides secure access to containerized build environments for software projects, enabling AI assistants to execute builds, run tests, manage git operations, and inspect build artifacts without requiring local installation of dependencies.

A specialized MCP server for APM Terminal operations that provides deep integration with MySQL databases to analyze vessel tracking, crane performance, and container terminal productivity metrics through natural language.

An MCP server that wraps the TeamDynamix (TDX) REST API, enabling AI-assisted IT service management through natural language. It exposes 41 tools for managing tickets, assets, CMDB, knowledge base articles, and other core TDX domains.

Connects to OriginalVoices to conduct audience research by asking questions to AI twins that represent specific demographics and interest groups.

Enables interaction with Canvas LMS courses and assignments directly from your LLM, allowing you to retrieve, search, and summarize course information, check due dates, and access assignment details without leaving your AI assistant.

Enables code review through Cursor CLI integration with GPT-5. Provides a cursor.review tool that executes code reviews and returns structured JSON results with automatic audit logging.

Enables AI agents to search, monitor, and analyze Reddit's communities and discussions through authenticated API access with intelligent caching and rate limiting.

A specialized MCP server that enables AI models to perform extended, sequential Chain of Thought reasoning for complex problem-solving tasks.

Unofficial MCP server for UniProt, providing access to protein sequence data, functional annotations, taxonomic information, and cross-references for proteomics and bioinformatics research.

A comprehensive Linux system management MCP server that enables LLMs to monitor system metrics, control processes, manage Docker containers, and even perform self-editing of its own workspace and environment.

Mirdan is an AI code quality orchestrator that enhances developer prompts with quality requirements, codebase context, and architectural patterns while orchestrating tools for context gathering.

A tool focused on creating word clouds from documents, supporting intelligent text extraction from PDF, Word, TXT, and Markdown files with customizable styles and cleaning capabilities.

A minimal MCP server for AI-driven canvas manipulation and visualization using tldraw. It enables AI clients to programmatically create, update, and manage shapes, flowcharts, and frames on a live interactive canvas.

A comprehensive MCP server for interacting with Freepik's API, enabling AI image generation via Seedream 4.0, natural language image editing, and extensive search and download capabilities for stock assets.

Enables AI assistants to publish posts to Medium with support for drafts, tags, canonical URLs, and follower notifications. Supports various publishing statuses and SEO optimization features.

A CLI management tool that allows users to install, run, and orchestrate MCP servers locally using Docker or Podman containers directly from GitHub repositories.

A specialized MCP server that integrates the RooCode Memory Bank pattern with Sequential Thinking to provide persistent project context and structured reasoning.

Provides programmatic access to the Directmedia Publishing 'Digitale Bibliothek' collection, a 1990s German electronic book library containing 101 volumes of classic literature and philosophy with text extraction, search, and navigation capabilities.

A lightweight MCP server providing real-time weather, stock market data, and Google search capabilities via STDIO transport. It integrates with OpenWeatherMap, Stooq, and Google Custom Search APIs to provide structured data to AI agents.

An AI-native specification framework that enables deep requirements analysis and structured project planning through intelligent Q\&A workflows. The MCP server provides tools for project initialization, requirement analysis, and the generation of living documentation like development plans and architecture specs.

Provides tools to manage, initialize, and synchronize standardized agent configurations and specialized workflows across various projects. It enables AI agents to access global rules and role-specific guidelines for development, design, and planning via the Model Context Protocol.