AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
obsidian-mcp-bridge
Bridge Model Context Protocol (MCP) servers with Obsidian for AI-powered knowledge discovery and intelligent content synthesis.
MusicMCP.AI
A specialized MCP server for generating AI music, offering both prompt-based inspiration and detailed custom composition modes with automated polling for track completion.
droit-francais-mcp
A robust MCP server providing unified access to French legal data, including Légifrance for legislation and codes, and JudiLibre for judicial decisions and case law.
kubeview
KubeView is a read-only MCP server designed for safe, code-driven AI analysis and debugging of Kubernetes clusters, Helm releases, and Argo CD/Workflows.
Resend MCP Server
A robust MCP server for managing Resend email operations, allowing AI agents to handle bulk contact management, audience segmentation, and campaign broadcasting using human-friendly identifiers.
mmaudio-mcp
A Model Context Protocol server that integrates MMAudio technology to provide AI-powered text-to-audio and video-to-audio generation tools.
Containerized Strands Agents
An MCP server that manages isolated, persistent AI agents within Docker containers, featuring Git integration, AWS Bedrock support, and the ability to connect agents to external MCP servers.
reachy-mini-mcp
An MCP server for controlling Reachy Mini robots, enabling natural language interaction for motion control, head movement, real-time local text-to-speech, and camera capture.
Jina Web Search
A Jina AI-powered MCP server that enables AI models to perform semantic web searches and extract clean content from URLs for research and analysis.
obsidian-http-mcp
An HTTP-native MCP server for Obsidian that enables AI assistants like Claude Code to manage notes via the Local REST API, bypassing common stdio transport bugs.
TickTick
A comprehensive MCP server for TickTick that allows users to manage tasks and projects through natural language, featuring full CRUD operations, priority filtering, and status tracking.
alex-llm-attack-mcp-server
A specialized MCP server for accessing the MITRE ATT&CK knowledge base, allowing users to query adversarial tactics, techniques, mitigations, and detection methods.
MCP Jira Server
A robust MCP server designed for self-hosted Jira instances that uses Personal Access Token (PAT) authentication to perform comprehensive issue management, status transitions, and project oversight.
vim-mcp
Connects Claude Code and other MCP clients to Vim/Neovim instances, allowing AI to query editor state, execute complex commands, search help documents, and record macros.
airmang-hwpx-mcp
A robust MCP server for automating HWPX word processor documents without needing the desktop application, enabling full lifecycle management including creation, editing, text extraction, and table manipulation.
Axion (Google Earth Engine)
An enterprise-grade Google Earth Engine integration for Claude Desktop, providing high-level tools for satellite imagery processing, wildfire risk assessment, and agricultural monitoring.
Harbor MCP Server
A community-driven MCP server that allows AI models to manage Harbor container registries, enabling real-time interaction with projects, repositories, statistics, and system configurations.
Kubernetes Tools
A robust MCP server for monitoring and diagnosing Kubernetes clusters using strongly-typed read-only tools that mimic kubectl commands. It enables AI agents to check pod statuses, retrieve logs, and view cluster resources without destructive actions.
Wassenger WhatsApp MCP Server
A robust WhatsApp automation server that empowers AI assistants to send messages, manage groups, analyze chat patterns, and run bulk campaigns through the Wassenger API.
open-notebook
The Open Notebook MCP server provides a comprehensive interface for managing and searching digital notebooks. It enables AI assistants to handle notebooks, sources, and notes while facilitating advanced vector-based search and chat-driven interactions with the Open Notebook API.
VixMCP.Ai.Bridge
.NET bindings for VMware VIX API with Model Context Protocol server for AI-driven virtual machine automation
mcp-factcheck
A technical validation server that ensures code and documentation accurately follow the Model Context Protocol (MCP) specification using semantic search and AI.
DuckDuckGo Search
An MCP server that provides comprehensive web search capabilities using DuckDuckGo via SerpAPI, featuring region-specific results and safe search filtering.
Bug Bounty MCP Server
A comprehensive MCP server designed for automated bug bounty hunting and security reconnaissance, providing tools for subdomain discovery, vulnerability scanning, and traffic analysis. It includes automated scope validation and professional reporting for platforms like HackerOne and Bugcrowd.
VSCode MCP Python Server
A production-ready MCP server that enables AI agents to perform local file operations, code analysis, and VSCode integration with performance optimizations like LRU caching.
ml-mcp
A production-ready Knowledge Graph RAG system that converts natural language queries into Cypher for Neo4j retrieval, specifically focused on university-related information.
Browser Use
A FastMCP server that enables AI models to automate web browsing tasks like navigating sites, filling forms, and extracting data through natural language commands.
youtube-free-deep-research-cli
Production-ready Python 3.13+ CLI/API system with Adaptive RAG, multi-engine TTS, OpenRouter key rotation, FastAPI backend, and Next.js dashboard
Power BI MCP Server
A Power BI MCP server that enables AI assistants to manage workspaces, reports, and dashboards, execute DAX queries, and perform real-time data updates via push datasets.
MCPower Security Proxy
A semantic security proxy that intercepts and monitors MCP tool calls, agent prompts, and shell operations to prevent data leaks and enforce security policies.