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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

DotNet Types Explorer

20

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.

5 tools

Zotero

20

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

20

Ultra-fast to deploy agentic-first mcp-ready semantic layer. Let your data be like water.

Taiga

20

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

6 tools

Database Connections

20

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.

4 tools

balldontlie-mcp

19

An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB

4 tools

Kubernetes Audit Logs

19

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.

3 tools

Web Research

19

Provides comprehensive web research capabilities by combining Google search results with Playwright-powered webpage content extraction and screenshot capture.

3 tools

Gemini CLI Orchestrator

19

A metaprompting orchestrator that guides AI agents through structured, multi-step codebase analysis workflows optimized for Google's Gemini 1M+ token context window.

4 tools

LinkedIn Data API

19

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.

5 tools

Music Analysis

19

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

19

A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.

2 tools

Bucket (Feature Flagging)

19

A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.

Google Workspace

19

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.

16 tools

BreakoutRoom

19

A peer-to-peer communication server that allows agents to create and join virtual rooms to collaborate on goals using the Room protocol.

Morningstar

19

MCP Server to interact with Morningstar Research, Editorial and Datapoints

2 tools

Contextual AI

19

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.

1 tool

MySQL Schema Explorer

19

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.

2 tools

Bundler Gem Explorer

19

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.

2 tools

Gramps Web

19

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.

16 tools

Yahoo Finance

19

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

19

MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.

termlink

19

MCP server for shell and terminal operations

Magic-API

19

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.

59 tools

Pinterest

19

MCP (Model Context Protocol) Server. Pinterest image search and information retrieval

3 tools

macOS Say

19

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.

2 tools

Offensive Security Toolkit

19

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

19

MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.

27 tools

axonflow

19

AxonFlow — Source-available AI control plane for production LLM systems

omni-lpr

19

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.

5 tools