AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Kayzen Analytics
MCP (Model Context Protocol) Server. Integrates with Kayzen Analytics API to access and analyze marketing campaign data, providing tools for report listing, data fetching with date filtering, and performance optimization insights.
SearXNG
MCP (Model Context Protocol) Server. Integrates with SearXNG instances to provide unified search capabilities across multiple engines for tasks like information gathering and fact-checking.
Gravatar MCP Server
The official Gravatar MCP server provides access to user profiles, avatar images, and AI-inferred interests via email or profile identifiers.
Dust MCP Server
A robust MCP server designed to interface with the Dust platform, providing tools for assistant management, data source exploration, and complex agent-led conversations.
Peacock for VS Code
MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.
Perplexity AI Search
MCP (Model Context Protocol) Server. Integrates with Perplexity AI's search capabilities to enable AI-powered web search queries using TypeScript and the OpenAI SDK.
Coding Feature Discussion
MCP (Model Context Protocol) Server. Integrates AI-powered lead developer interface with project context to guide teams through feature discussions, architectural decisions, and best practices.
MemDocs
A git-native memory management system that provides AI assistants with persistent, project-specific context by generating and serving machine-readable documentation stored locally in the repository.
Gemini Daily MCP Server (Compressed)
A token-optimized MCP server that provides access to the Google Gemini CLI with a compressed schema strategy, reducing overhead by over 40% while maintaining full AI coding assistance and session management features.
Codex MCP Server
A specialized MCP server for the OpenAI Codex CLI that manages multi-turn coding sessions with advanced reasoning effort controls and native context resume support. It enables Claude to perform deep code analysis, generation, and refactoring through the Codex ecosystem.
Fal Recraft V3 MCP Server
A Model Context Protocol server for the fal-ai/recraft/v3 model, enabling high-quality image generation with advanced style controls and local file management.
MCP Discord Agent Communication
A specialized MCP server that enables AI agents to send notifications or request human input through Discord, facilitating remote monitoring and interaction during long-running tasks.
Tableau MCP Server
A comprehensive MCP server connecting Claude to Tableau for visual data analysis, CSV extraction, and deep site administration including permission auditing and user management.
Prompt Learning MCP Server
A stateful prompt optimization server that improves prompts over time using research-backed techniques like APE and OPRO combined with vector-based retrieval of historical performance data.
Browser Automation
A browser automation MCP server that enables LLMs to interact directly with an active browser session to extract markdown content, search history, and inject custom styles.
AionMCP
A dynamic tool generator for MCP that automatically imports and converts OpenAPI, GraphQL, and AsyncAPI specifications into executable agent tools with self-learning capabilities.
Waifu Queue
MCP (Model Context Protocol) Server. Implements a conversational 'waifu' character server using Redis queue system for efficient handling of concurrent text generation requests with FastMCP and distilgpt2.
Artificial Virtual Assistant (AVA)
An MCP server that integrates with the Gmail API to provide an Artificial Virtual Assistant (AVA) capable of automating email management and personal tasks via secure Google OAuth.
ExpenseLM
A specialized MCP server that integrates ExpenseLM's GenAI-powered expense management, enabling AI agents to access expense records, extraction capabilities, and financial insights.
FiftyOne
The FiftyOne MCP server enables AI assistants to control computer vision datasets, execute 80+ operators, and manage plugins through a unified Model Context Protocol interface.
Computer Vision Tools
MCP (Model Context Protocol) Server. Provides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with MinIO integration for image storage and retrieval.
File System
MCP (Model Context Protocol) Server. Provides secure file system operations including reading, writing, copying, moving, and deleting files plus directory management and advanced search capabilities with regex pattern matching and content searching across files.
Outlook MCP Server
A comprehensive MCP server providing full Microsoft Outlook integration for managing emails, contacts, calendars, and mail folders via the Microsoft Graph API.
Movies Search Tool
A movie and TV resource search engine that aggregates data from multiple sources and includes a built-in validator to check video link playability.
Claude Code AI Collaboration MCP Server
A robust MCP server designed to orchestrate multi-provider AI collaboration using models from DeepSeek, OpenAI, Anthropic, and O3. It enables parallel execution, consensus building, and iterative refinement to enhance content quality and provide side-by-side comparison capabilities.
Hyperledger Fabric Agent Suite
A modular toolkit and MCP server for managing Hyperledger Fabric test networks, enabling automated setup, channel management, and chaincode lifecycle operations via an LLM.
AQICN Air Quality
MCP (Model Context Protocol) Server. Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally.
Agentic Multi-AI Toolkit
A pure agentic MCP server that centralizes specialized agents for OpenAI, local Ollama models, and file system operations into a unified tool registry.
RGB Lightning Node
An MCP server that integrates with RGB Lightning Node APIs to manage Bitcoin Layer 2 assets, Lightning Network operations, and on-chain transactions.
ENC Charts MCP Server
A specialized MCP server for accessing NOAA Electronic Navigational Charts (ENC), enabling AI models to parse S-57 format data, perform spatial queries, and extract maritime navigation features like lights, buoys, and depth soundings.