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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Ticketmaster MCP Server

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions.

1 tool

Brave Search MCP Server

Integrates Brave Search API to enable web, image, video, news, and local business searches with filtering options like result count and content freshness.

Graphiti MCP

Provides persistent memory and context continuity for AI agents using Zep's Graphiti and Neo4j graph database. Enables storing, retrieving, and linking memories to build a knowledge graph accessible across Cursor and Claude.

OrgX MCP - Agent Orchestration

Agent orchestration + org memory via MCP. Manage initiatives and decisions from any client.

Cloudflare Playwright MCP

A Cloudflare Workers-based MCP server that leverages Playwright to enable AI assistants to navigate websites, interact with UI elements, and capture screenshots via a browser.

4 tools

MicroCMS

MCP (Model Context Protocol) Server. Connects Claude to MicroCMS headless content management system, enabling direct content retrieval, creation, and management operations within conversations.

Gemini-MCP

USe input from Google's Gemini inside your AI assistant. Good for research, content marketing and fact checking.

GitHub

MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable natural language-driven repository management, issue tracking, and code exploration for streamlined development workflows.

4 tools

Standard Korean Dictionary

Search the dictionary using API

2 tools

Memory Storage

MCP (Model Context Protocol) Server. Provides persistent text memory storage with tagging capabilities for storing, retrieving, searching, and managing information across conversations using a local JSON file.

5 tools

Homelab MCP Server

Manage Docker infrastructure across multiple homelab hosts including Unraid, Proxmox, and bare metal servers. Enables container lifecycle management, log retrieval, resource monitoring, and Docker operations across your entire homelab from a single interface.

oura-ring-mcp

Connect your Oura Ring to Claude AI assistants. Health metrics with smart analysis tools.

ollama-apify-mcp

This MCP server bridges Apify workflows with locally-run Ollama language models, allowing for private and cost-effective AI-driven data processing and web scraping analysis.

browser-use

An MCP server that enables AI agents to control web browsers, performing tasks like navigation, content extraction, and form filling with built-in anti-bot protection.

SafetySearch

Real-time FDA food safety data: recalls, adverse events, analysis.

8 tools

Verity MCP Server

Provides AI agents access to Medicare coverage policies, prior authorization requirements, and medical code lookups (CPT, HCPCS, ICD-10, NDC) through the Verity healthcare API.

RelayPlane

Enables efficient AI workflow orchestration by chaining multi-step LLM operations while keeping intermediate results out of the context window, reducing token usage by 90%+ and supporting multiple AI providers.

Reed Jobs

Search and retrieve job listings from Reed.co.uk.

2 tools

Store Scraper MCP

A comprehensive MCP server for scraping and retrieving structured data from both the iOS App Store and Google Play Store. It provides tools for searching apps, fetching detailed metadata, reviews, rankings, privacy details, and developer portfolios across mobile platforms.

20 tools

cursor-pro-limits-mcp

A specialized MCP server for monitoring Cursor Pro subscription limits, tracking request usage across AI models like Sonnet 4.5, Gemini, and GPT-5 to prevent overages.

6 tools

Optimization MCP

A production-ready suite of nine specialized solvers for resource allocation, network flow, portfolio management, and scheduling with native Monte Carlo uncertainty integration.

9 tools

RCSB PDB

A specialized MCP server that bridges conversational AI with the RCSB Protein Data Bank, allowing models to query 3D protein structures, sequences, and experimental data via GraphQL.

Vulnerable Notes MCP Server

A deliberately insecure note management server used to demonstrate common MCP security vulnerabilities and test automated security scanning tools.

11 tools

TypeScript Definition Finder

MCP (Model Context Protocol) Server. Provides TypeScript symbol definition lookup by leveraging the TypeScript Language Service to locate original definitions of imported symbols, classes, interfaces, and functions with precise file locations and code snippets.

1 tool

google-campaign-manager-360-mcp-server-by-cdata

A read-only MCP server that enables LLMs to query live Google Campaign Manager 360 data using natural language by mapping it to a relational SQL interface via the CData JDBC driver.

6 tools

MCPDocumentChat-main

A Python-based MCP server for document Q&A that implements semantic search and GPT-4 answering to provide hallucination-free responses from PDF, TXT, and Markdown files.

3 tools

Metabase MCP Server

Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, manage dashboards and cards, execute SQL queries, and access analytics data through natural language.

Salt MCP

Enables AI agents to build React applications using JP Morgan Chase's Salt Design System by providing real-time access to component APIs, documentation, and accessibility guidelines. It supports tasks such as scaffolding new projects, building UI patterns, and converting Figma designs into Salt code via the Model Context Protocol.

PDMT

A high-performance deterministic templating library for MCP that generates validated, quality-enforced todo lists and structured content with 0.0 temperature for reproducible outputs.

Tavily MCP Server

A production-ready MCP server that provides AI-optimized web search capabilities and direct answers via the Tavily API, featuring granular control over search depth and domain filtering.

1 tool