AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
DotNet Types Explorer
A tool for AI coding agents to systematically explore .NET codebases through assembly reflection and NuGet package analysis, providing detailed metadata on namespaces, types, and members.
Zotero
MCP (Model Context Protocol) Server. Integrates with Zotero to enable searching papers, managing notes, and interacting with local libraries for enhanced research workflows and library management tasks.
bonnard-cli
Ultra-fast to deploy agentic-first mcp-ready semantic layer. Let your data be like water.
Taiga
MCP (Model Context Protocol) Server. Integrates with Taiga project management platform to enable direct control over projects, epics, user stories, tasks and issues without context switching
Database Connections
A robust TypeScript-based MCP server that provides a unified interface to interact with SQLite, PostgreSQL, SQL Server, and MongoDB databases using both standard I/O and SSE modes.
balldontlie-mcp
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB
Kubernetes Audit Logs
An MCP server that provides unified access to Kubernetes audit logs across Alibaba Cloud SLS, AWS CloudWatch, and Google Cloud Logging, enabling AI agents to investigate cluster activity and resource changes.
Web Research
Provides comprehensive web research capabilities by combining Google search results with Playwright-powered webpage content extraction and screenshot capture.
Gemini CLI Orchestrator
A metaprompting orchestrator that guides AI agents through structured, multi-step codebase analysis workflows optimized for Google's Gemini 1M+ token context window.
LinkedIn Data API
MCP (Model Context Protocol) Server. Integrates with LinkedIn Data API to fetch, analyze, and search posts by username, keywords, date ranges, and engagement metrics for social media analysis and content strategy development.
Music Analysis
A specialized MCP server that integrates librosa to provide audio analysis capabilities, including tempo detection, spectral features, and onset detection from local files, web links, or YouTube videos.
Memos
A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.
Bucket (Feature Flagging)
A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.
Google Workspace
MCP (Model Context Protocol) Server. Integrates Google Workspace APIs to enable tasks like sending emails, scheduling meetings, and managing documents in Gmail, Calendar, and Drive.
BreakoutRoom
A peer-to-peer communication server that allows agents to create and join virtual rooms to collaborate on goals using the Room protocol.
Morningstar
MCP Server to interact with Morningstar Research, Editorial and Datapoints
Contextual AI
This MCP server provides enterprise-grade RAG capabilities by integrating Contextual AI's platform for intelligent document retrieval, multi-agent routing, and citation-backed query processing.
MySQL Schema Explorer
MCP (Model Context Protocol) Server. Enables AI to explore and interact with MySQL database schemas for documentation, query building, and schema analysis without direct database access.
Bundler Gem Explorer
MCP (Model Context Protocol) Server. Provides detailed information about Ruby gem dependencies in a project's Gemfile, including versions, descriptions, installation paths, documentation locations, and source code files.
Gramps Web
A comprehensive MCP server that integrates with Gramps Web API to provide AI-powered genealogy research, including full CRUD operations on records and advanced tree analysis tools.
Yahoo Finance
MCP (Model Context Protocol) Server. Integrates with Yahoo Finance to provide real-time stock prices, company information, financial statements, and market news for investment research and financial analysis.
Code Embeddings
MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.
termlink
MCP server for shell and terminal operations
Magic-API
Magic-API MCP Server integrates with the Magic-API development environment to provide API lifecycle management, Magic-Script debugging with breakpoints, and comprehensive Java class introspection via MCP tools.
MCP (Model Context Protocol) Server. Pinterest image search and information retrieval
macOS Say
A macOS-specific MCP server that wraps the native 'say' command to provide advanced text-to-speech capabilities with support for voice modulation, custom rates, and background execution.
Offensive Security Toolkit
MCP (Model Context Protocol) Server. Provides cybersecurity professionals with penetration testing capabilities through specialized servers for payload generation, reconnaissance, shellcode building, and security monitoring.
Vercel API
MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.
axonflow
AxonFlow — Source-available AI control plane for production LLM systems
omni-lpr
A self-hostable Automatic License Plate Recognition (ALPR) server that exposes high-performance detection and OCR tools via REST and MCP interfaces, optimized for CPU and GPU acceleration.