AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Gemini 2.0 Flash
MCP (Model Context Protocol) Server. Enables direct access to Google's Gemini 2.0 Flash model from Claude Desktop through a bidirectional communication channel that maintains conversation context for natural interactions.
Image Generation (Cloudflare)
MCP (Model Context Protocol) Server. Integrates with Cloudflare's AI image generation capabilities, leveraging Workers for serverless deployment to enable on-demand image creation for content generation and visual design tasks.
Agile Planner MCP Server
Automatically generates structured agile backlogs with epics, features, and user stories from natural language descriptions, creating AI-optimized markdown files and directory structures.
mcp-3d-style-cartoon-gen-server
A versatile MCP server that combines Google Gemini-powered 3D cartoon image generation with a comprehensive suite of secure file system management tools.
HealthNote (NIP-101h)
MCP (Model Context Protocol) Server. Integrates with Nostr decentralized protocol to enable discovery, preparation, and publishing of standardized health and fitness data events while maintaining user privacy and control over sensitive information.
HexDocs
MCP (Model Context Protocol) Server. Enables AI systems to search and retrieve Elixir documentation from HexDocs across multiple packages with formatted results including titles, references, types, and content.
mcp-character-tools
A specialized MCP server that provides character-level 'vision' for LLMs, enabling accurate letter counting, frequency analysis, and text manipulation to overcome tokenization limitations.
mcp-klever-vm
MCP server for Klever blockchain smart contract development.
Perplexity
MCP (Model Context Protocol) Server. Integrates Perplexity's question-answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools.
Sidemail
Integrates Sidemail.io features into MCP clients, allowing agents to manage sending domains, contacts, Messenger drafts, and send transactional emails.
gmail-mcp-server
A robust Model Context Protocol server for Gmail integration with intelligent authentication and comprehensive email operations
ACMS
A Model Context Protocol server providing programmatic access to Apple's container CLI on macOS, enabling automated container management via 50+ operations.
Claude Code Notification Hooks
Automatically enhances Claude Code with desktop notifications and contextual system sounds across macOS, Windows, and Linux. It intelligently maps operation events like successes, errors, and progress to native system alerts.
Git Conflict Manager
An MCP server designed to streamline Git merge conflict resolution through structured interaction and a built-in visual WebUI. It enables AI agents and developers to detect, read, and resolve conflicts with syntax highlighting and editor integration.
GitLab Kanban
MCP (Model Context Protocol) Server. Integrates with GitLab's API to enable Kanban-style project management and issue tracking for streamlined software development workflows.
Window Layout
MCP (Model Context Protocol) Server. Enables AI to arrange and organize windows on Windows operating systems through natural language commands for efficient desktop workspace management
GitLab Review
MCP (Model Context Protocol) Server. Integrates with GitLab's API to automate code review processes, enabling retrieval of merge request details and posting of discussion comments.
Meson Cross-Chain Transfer
MCP (Model Context Protocol) Server. Enables secure cross-chain cryptocurrency transfers between Ethereum, Arbitrum, Avalanche, and other blockchains using the Meson Protocol, with local private key processing for enhanced security.
Dgraph
MCP (Model Context Protocol) Server. Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context switching.
MCP Fixer
A diagnostic and repair tool for Model Context Protocol (MCP) servers that automatically detects, diagnoses, and fixes configuration issues, JSON syntax errors, and dependency problems in Claude Desktop.
stacksagent-mcp
An AI-powered development skill for building Stacks blockchain applications, offering extensive knowledge on Clarity smart contracts, DeFi integration, and Stacks.js.
CryptoWeather
A specialized MCP server that integrates with CryptoWeather AI to provide real-time Bitcoin price prediction signals, trading recommendations, and performance metrics directly within Claude.
OpenAlex MCP Server
A comprehensive interface to the OpenAlex API, providing tools to search and retrieve metadata from over 240 million scholarly works, authors, and research institutions.
mcp-local-analyst
A private, local AI Data Analyst that converts natural language into SQL queries using Ollama and SQLite. It provides a Dockerized environment including a Streamlit UI for secure, offline data interaction.
AnythingLLM MCP Server
A comprehensive MCP server providing full API access to AnythingLLM, enabling natural language control over workspaces, document management, AI agents, and system administration.
YouTube Translate
MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.
medical-billing-mcp
Open-source MCP server providing medical billing knowledge (ICD-10, CPT, denial codes) for AI assistants
Minecraft Bot Control
A sophisticated Minecraft bot controller that enables AI agents to interact with the game world using 30+ verified skills including mining, crafting, combat, and advanced structural building.
mcp-farmer
A CLI tool for scaffolding, testing, and auditing MCP servers. It helps developers generate tool code from API specs, probe tool quality with AI-generated inputs, and vet third-party servers for reliability.
Toolhouse
This MCP server acts as a bridge to the Toolhouse platform, allowing AI models to access sets of tools managed through Toolhouse bundles.