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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Wazuh-MCP-Server

100

A production-ready remote MCP server that integrates Wazuh SIEM with AI assistants for natural language threat detection, incident response, and vulnerability management. It provides comprehensive security monitoring through a suite of 29 specialized tools using the latest Streamable HTTP transport protocol.

29 tools

Portainer Container Management

100

A Portainer management server that enables AI assistants to manage Docker and Kubernetes environments, users, groups, and stacks through standardized MCP tools and API proxying.

32 tools

Claude Code Enhanced

100

An enhanced MCP server that enables AI to execute Claude Code CLI commands, manage file systems, and run Git operations with automatic permission bypassing and advanced task orchestration.

3 tools

sample-agentic-ai-demos

99

A collection of reference architectures and implementations for building Agentic AI systems using AWS services and the Model Context Protocol, featuring both SSE and stdio transport methods.

Taskade

99

A comprehensive MCP server that bridges Taskade's project management API with LLMs, featuring a specialized OpenAPI-to-MCP code generation toolkit for automated tool development.

Webcam/Screenshot Capture

99

A versatile MCP server that enables AI models to capture and analyze real-time webcam images and screenshots, providing visual context for multi-modal interactions.

2 tools

mcp-in-action

99

A specialized MCP server and educational resource providing practical implementation examples for AI Agent communication, tool calling, and resource discovery based on the Geek Time MCP curriculum.

turbular

99

A robust MCP server that bridges LLMs with multiple database types like PostgreSQL, MySQL, and BigQuery, offering schema normalization and SQL query execution.

4 tools

VirusTotal

98

A comprehensive MCP server that enables AI assistants to perform security analysis by querying the VirusTotal API for URL, file, IP, and domain threat intelligence, including deep relationship data.

8 tools

finance-trading-ai-agents-mcp

98

A specialized financial MCP server providing real-time market data, technical indicator analysis, and automated trading capabilities through a departmental architecture. It integrates traditional technical indicators, price action analysis, and news sentiment for AI-driven quantitative trading.

mcp-typescript-sdk

98

A TypeScript SDK for building MCP servers and clients over MQTT, enabling seamless cross-platform communication between AI agents and tools in both browser and Node.js environments.

3 tools

SEO Research MCP

98

A specialized MCP server that integrates Ahrefs SEO data into AI IDEs, enabling backlink analysis, keyword research, and traffic estimation directly within the coding environment.

4 tools

mcp-server

Needs Setup
98

The official Railway MCP server enables AI agents to manage cloud infrastructure, including project creation, service deployment, environment management, and log retrieval using the Railway CLI.

13 tools

mcp-server-atlassian-bitbucket

Needs Setup
98

A comprehensive MCP server that enables AI interactions with Bitbucket Cloud, providing full REST API access for managing repositories, pull requests, branches, and code using token-efficient output formats.

6 tools

IntelliConnect

97

IntelliConnect is a powerful AIoT platform core that integrates the Model Context Protocol (MCP) to provide advanced Agent capabilities, multi-protocol IoT management, and hardware support for devices like the xiaozhi-esp32.

MiniMax-MCP-JS

96

The official MiniMax MCP implementation providing high-performance AI capabilities for multimodal content creation including high-fidelity text-to-speech, image and video generation, music creation, and voice cloning.

8 tools

all-in-one-model-context-protocol

96

🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows

55 tools

Starknet Agent Kit

96

MCP (Model Context Protocol) Server. Toolkit for creating blockchain agents that interact with the Starknet network, enabling wallet management, DeFi operations, and smart contract interactions through modular plugins

MySQL SSE

96

A robust MySQL MCP server supporting real-time database operations via SSE, featuring granular security controls, SQL risk analysis, and database isolation levels.

mcp-local-rag

96

A local RAG-based web search server that enables LLMs to fetch real-time information without external APIs by using DuckDuckGo search and local embedding models.

1 tool

RednoteMCP

96

A browser-based MCP server using Playwright to automate Xiaohongshu (Little Red Book) interactions, including keyword searching, content retrieval, and intelligent comment generation.

4 tools

mcp

96

A documentation retrieval system for Claude Code providing real-time access to 85+ framework documentations with intelligent caching and multi-framework context enhancement.

11 tools

@just-every/mcp-screenshot-website-fast

Needs Setup
96

A high-performance web capture tool specifically optimized for AI vision workflows, featuring automatic image tiling and resolution limiting for Claude Vision API compatibility.

2 tools

CLEO MCP Server

Needs Setup
95

Task management protocol for solo developers and AI coding agents with 2-gateway CQRS pattern

Vega-Lite Data Visualization

95

An MCP server that enables LLMs to create data visualizations using Vega-Lite syntax by saving data tables and generating charts as text specifications or PNG images.

2 tools

api2mcp4j

95

A Spring Boot Starter that automatically transforms existing Spring MVC controllers and tools into MCP-compliant services with zero-to-minimal code changes.

academic-search-mcp-server

94

An academic research tool that enables Claude to search and retrieve metadata, abstracts, and full-text content from Semantic Scholar and Crossref APIs.

3 tools

Apple Health

94

A specialized MCP server that allows users to query and analyze Apple Health data exports using natural language, leveraging Elasticsearch, ClickHouse, or DuckDB for efficient indexing and search.

mcp

94

A Node.js MCP server that allows AI agents to design and manage Webflow sites using the official Webflow JavaScript SDK and Data API. It features a bridge app to sync the live Webflow canvas with AI clients like Cursor and Claude.

1 tool

Vibe-Coder-MCP

94

A comprehensive software development suite for AI assistants that provides deep research, automated project planning, codebase mapping, and an AI-native task management system using RDD methodology.

16 tools