AI & ML

A Claude Desktop Extension that provides seamless access to Google Sheets data through the Model Context Protocol, allowing Claude to efficiently navigate and analyze spreadsheets using a two-tool approach for handling large datasets.

Enables AI agents to seamlessly interact with Google Sheets through secure OAuth 2.0 authentication. Supports reading, searching, updating spreadsheet data, and managing sheets with smart text replacement and batch operations.

Enables users to generate AI-powered music videos by analyzing visual content to compose matching soundtracks using Google's Lyria model. The server automatically merges audio and media into playable video artifacts that can be rendered inline within MCP-compatible chatbots.

Enables AI agents to request user decisions and send notifications via Discord when human intervention is required during autonomous tasks. It supports blocking questions with custom options, progress reporting, and persistent state for seamless remote task management.

Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

Translate design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI

Provides AI assistants with comprehensive access to n8n node documentation, properties, and workflow templates. It enables models to search, understand, and manage n8n automation workflows through structured access to over 1,000 node types.

A comprehensive MCP server providing 143 tools to fully automate Appwrite backend operations, including database management, user authentication, file storage, serverless functions, and messaging.

International tax research — 213 jurisdictions, 500K+ legal documents.

A Model Context Protocol server that enables LLMs and AI assistants to create, manage, and interact with isolated cloud-based Python environments with GPU support on Modal.com.

A robust RAG server using ChromaDB and LangChain to ingest, index, and retrieve data from diverse document formats like PDF, Word, Excel, and URLs using OpenAI or Ollama embeddings.

Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools. Provides access to chat completions, model listings, and embeddings generation from local or remote OpenAI-style endpoints.

Allows Claude and other MCP clients to access real-time and historical stock market data from Alpha Vantage API, including intraday and daily stock data with customizable intervals.

A specialized MCP server for sports analytics and Daily Fantasy Sports (DFS), providing explainable AI projections, lineup optimization, and real-time betting odds aggregation.

Enables interaction with Metasploit Framework for authorized security testing, including exploit searches, payload management, network scanning with nmap, and database operations for penetration testing workflows.

This read-only MCP Server allows you to connect to Quickbase data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

An MCP server that bridges AI assistants with data warehouses through Cube.js to enable governed, natural language semantic analytics queries. It provides tools for metadata discovery and secure query execution while enforcing governance policies like PII blocking and access limits.

A collection of MCP servers for Kali Linux that empower AI Agents in reverse engineering and security testing, providing network analysis, target sniffing, traffic analysis, binary understanding, and automation capabilities.

An MCP server that enables AI models to read, search, and send emails via IMAP and SMTP protocols. It supports various providers like Gmail and Outlook, allowing for tasks such as retrieving unread messages, searching by sender, and managing mailbox folders.

An MCP server that connects Claude to Trello, enabling comprehensive management of boards, lists, and cards through natural language conversation. It supports a wide range of actions including searching cards, adding comments, managing checklists, and tracking board activity.

An MCP server for deep research that extracts clean text from web pages using hybrid extraction strategies and compiles findings into structured markdown reports. It provides tools for single and batch URL content extraction with optional Playwright support for JavaScript-heavy sites.

Continuous learning MCP server for Claude Code — observe patterns, reflect on them, evolve your workflow

MCP server aggregating developer infrastructure deals, free tiers, and startup programs

MCP server for discovering Claude Code skills, plugins, and MCP servers from multiple sources

A bridge for AI assistants to execute AWS CLI commands securely using Docker, supporting Unix-style pipelines and comprehensive cloud management prompt templates.

A high-performance FastAPI backend for train ticket queries in China, supporting real-time ticket availability, station information, transfers, and train schedules through the Model Context Protocol for AI assistants and automation.

Boring-Gemini is an autonomous AI agent loop and MCP server designed for natural language-driven coding, featuring a universal router, hybrid RAG for code search, and built-in security shadow mode.

Enables AI assistants to query and manage local PostgreSQL databases through SQL execution and schema exploration tools. It supports both read-only queries and write operations including table creation and data modification via natural language.

MCP server that gives AI coding agents visual diff capabilities for UI work