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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MySQL MCP Server (Optimized)

An optimized MySQL MCP server built on SOLID principles providing secure SQL query execution, schema inspection, and table analysis features with built-in safety validations.

2 tools

QuestDB MCP Server

Enables AI assistants to interact with QuestDB time-series databases through tools for querying data, inserting records using InfluxDB Line Protocol, and managing table schemas with automatic creation.

FM8 MCP Server

Enables AI assistants to control Native Instruments FM8 synthesizer parameters through MIDI CC messages, allowing natural language programming of FM synthesis sounds including operator routing, frequency ratios, and modulation matrix settings.

MCP Web Research Agent

Enables automated web research and intelligence gathering through recursive web crawling, multi-engine search integration, and persistent SQLite storage with support for keyword filtering and multiple export formats.

Facebook Ads MCP Server

A comprehensive MCP server enabling AI assistants to manage Facebook Ad accounts and retrieve detailed performance metrics like impressions, spend, and CTR via the Marketing API.

13 tools

Peggle AI MCP Server

A specialized MCP server that enables AI models to automate Peggle gameplay through screen capture and simulated mouse interactions.

2 tools

mcp-server-naver-search

Connects Claude and Cursor to Naver, Korea's leading search engine, to retrieve real-time Korean local information including shopping prices, community blog posts, and news.

MCP Bookmarks

A VSCode extension that provides MCP tools for AI assistants to programmatically create, manage, and annotate code bookmarks to document architecture, flows, and key components.

12 tools

Claude Viewer

A multi-user history viewer and analytics tool for Claude Desktop/Code that exposes conversation metadata, token usage, and transcripts through the Model Context Protocol.

5 tools

Prometheus MCP Server

An MCP server for querying AWS Managed Prometheus (AMP) using SigV4 authentication, enabling AI assistants to perform metrics discovery and PromQL queries within secure VPC environments.

5 tools

Sentry MCP Server

A multi-instance Sentry MCP server that enables querying issues, events, and traces across US, EU, and self-hosted instances through a unified interface.

11 tools

MCP Website Chatbot

A production-grade AI chatbot that provides real-time information retrieval and RAG for website content using MCP tools to ensure up-to-date responses.

1 tool

Jules MCP Server

Interact with Google's Jules AI coding assistant to manage GitHub repositories, execute coding tasks, and automate pull requests programmatically through MCP.

9 tools

PhoneLCDParts MCP Server

A web scraping server that retrieves product information (name, price, URL, image) from phonelcdparts.com for any search query.

Sage MCP

A specialized research server that provides full-text search and retrieval for academic papers, allowing LLMs to ground responses in peer-reviewed literature with topic and publication filtering.

7 tools

MCP Jibun Server

A Model Context Protocol server that enables AI agents to retrieve and read posts from Jibun and Ech0 social instances with support for pagination and source management.

2 tools

B2Bhint MCP Server

The B2Bhint MCP server provides tools to search for people and companies worldwide, offering access to detailed business intelligence including financial reports, contact information, and registration data.

5 tools

IVR Flow Linter

A deterministic IVR flow validator that analyzes JSON definitions for structural errors and best practices, featuring a Skybridge widget for interactive visualization in AI clients.

1 tool

AI Content Detector

A specialized MCP server that detects AI-generated text from models like ChatGPT, GPT-4, and Gemini via the BACH AI Content Detector API.

1 tool

MCP Anvil Tools

A specialized MCP server for Ethereum development and auditing that connects AI agents to Anvil for smart contract analysis, transaction simulation, and blockchain state manipulation.

11 tools

Filopastry

A comprehensive MCP server that enables AI agents to create and perform music through the Strudel.cc live coding environment, featuring professional pattern generation, real-time audio analysis, and AI-powered composition tools.

50 tools

MCP-123

A minimal Python package for easily setting up and running MCP servers and clients, allowing functions to be automatically exposed as tools that LLMs can use with just 2 lines of code.

MCP SOP Server

A specialized MCP server for RAG-based retrieval of Standard Operating Procedures (SOPs), featuring semantic search in Italian and English via ChromaDB and multilingual sentence transformers.

6 tools

Remote MCP Server (Authless)

A starter template for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a framework for developers to build and host custom tools accessible from Claude Desktop or Cloudflare AI Playground.

MCP Playwright Server

A comprehensive MCP server enabling AI agents to perform full browser automation using Playwright, featuring tools for navigation, interaction, web-first assertions, and accessibility audits.

47 tools

Knowledge MCP Server

Provides centralized knowledge management for projects, allowing users to store, search, and maintain project-specific knowledge that persists across sessions.

AI PC Assistant MCP Server

A production-ready MCP server that empowers AI assistants to manage local file systems, execute permitted shell commands, and interact with system tools like clipboards and application launchers.

20 tools

Brandomica

Check brand name availability across domains, social handles, trademarks, app stores, and more.

Remote MCP Server (Authless)

A starter template for deploying remote Model Context Protocol servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools that can be accessed by MCP clients like Claude Desktop.

CSG Portal MCP Server

Enables secure access to Columbus School for Girls Veracross portal features including directory searches, calendar events, and lunch volunteer scheduling via browser authentication.

6 tools