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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Code Line Counter

1

A development tool that tracks and analyzes code volume for AI-generated snippets, providing detailed breakdowns of code, comments, and blank lines with persistent storage.

2 tools

Monarch Money MCP Server

1

A comprehensive MCP server that connects Claude Desktop to Monarch Money, allowing users to analyze spending, track budgets, and query financial transactions through natural language.

10 tools

Multi Agent Orchestrator MCP

1

An enterprise-grade orchestration server that coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to automate end-to-end software development workflows including planning, self-healing code, and cloud deployment.

12 tools

MCP Google Analytics 4 Server

1

A comprehensive MCP server for Google Analytics 4 that provides 54 tools for advanced reporting, configuration management, and compliance across the Analytics Data and Admin APIs.

@agentgram/mcp-server

1

Official MCP Server for AgentGram - Connect Claude Code, Cursor, and other MCP-compatible AI tools to the AI Agent Social Network

Shopify MCP Server

1

A comprehensive MCP server for Shopify management via GraphQL, enabling AI models to perform CRUD operations on products, collections, blogs, articles, and pages.

16 tools

slack-mcp

1

A comprehensive Slack integration for MCP that enables channel management, messaging, user directory lookups, and advanced features like search, reminders, and pinned messages.

28 tools

FOP Workflow

1

A specialized MCP server for JD.com's FOP platform that automates the transition from PRD analysis to code and flowchart generation.

9 tools

SSH Client

1

A comprehensive MCP server for remote server management, allowing AI assistants to execute shell commands via SSH and perform file operations through SFTP.

18 tools

Bedrock Server Manager MCP Server

1

A comprehensive MCP server that enables natural language management of Minecraft Bedrock Edition servers, handling lifecycle operations, player allowlists, backups, and world management through the Bedrock Server Manager API.

Uptime Agent MCP Server

1

A monitoring integration that allows AI assistants to manage Uptime Agent tracking, analyze downtime incidents, and configure new monitor endpoints through natural language.

9 tools

shortcut-mcp

1

A highly efficient MCP server for Shortcut project management designed for Cloudflare Workers, offering a single-tool architecture that reduces token usage by 96% compared to the official implementation.

1 tool

icf-mcp

1

A specialized MCP server for accessing the WHO International Classification of Functioning, Disability and Health (ICF). It enables LLMs to search, browse, and look up medical codes related to body functions, structures, activities, and environmental factors via the WHO API.

6 tools

Xcode Automation

1

A robust automation suite for Apple development offering over 115 tools for Xcode project management, build optimization, automated testing, and simulator control, enhanced by LangGraph agents for complex multi-step workflows.

44 tools

icd-mcp

1

An MCP server for retrieving WHO ICD-10 and ICD-11 diagnosis codes, providing search, lookup, and chapter analysis via the official WHO API.

1 tool

TrendRadar

1

TrendRadar aggregates trending topics from various Chinese social media platforms and provides an AI-powered conversational interface via MCP to analyze news patterns, track discussion trends, and generate insights.

17 tools

Open Brewery DB MCP Server

1

A Model Context Protocol server that provides comprehensive access to the Open Brewery DB API, enabling AI assistants to search, filter, and retrieve detailed data for over 40,000 breweries globally.

4 tools

GhidraMCP

1

A Ghidra extension that bridges the reverse engineering platform with AI assistants, enabling automated binary analysis, deconvolution, and security auditing through the Model Context Protocol.

13 tools

VerifiMind PEAS - RefleXion Trinity

1

A multi-agent validation framework that orchestrates specialized AI agents (X, Z, and CS) to ensure application development is innovative, ethically aligned, and secure.

4 tools

Spider Chat

1

A tool for Claude Desktop to interact with Spider Chat's nonlinear conversation platform, allowing users to search and retrieve flows, memories, and user facts.

Open-Meteo Weather

1

A weather data MCP server that provides location searching, current conditions, and both daily and hourly forecasts via the free Open-Meteo API without requiring an API key.

4 tools

Webpage Timestamps

1

An MCP server that extracts creation, modification, and publication timestamps from webpages using structured data, meta tags, and heuristic analysis.

2 tools

Bilibili MCP

1

Provides a standardized interface to search Bilibili video content, allowing LLMs to retrieve metadata like titles, authors, and view counts with pagination.

1 tool

Fulcra Context

1

A specialized MCP server that integrates with the Fulcra API to provide access to personal health metrics, workouts, sleep cycles, and location data via OAuth2 authentication.

JIRA

1

A production-ready MCP server that bridges JIRA's REST API with AI assistants, allowing for issue retrieval, JQL searching, and project management via natural language.

2 tools

Cognitive DAST Automation

1

A specialized MCP server that automates Dynamic Application Security Testing (DAST) by integrating OWASP ZAP scanning with Google Gemini AI for cognitive vulnerability analysis and risk scoring.

Skill Router

1

A lightweight MCP server that enables AI agents to dynamically fetch specialized markdown-based skills and instructions using semantic search powered by FunctionGemma.

1 tool

RSS-MCP

1

A professional RSS/Atom feed management system for MCP that combines persistent storage with AI-powered features like sentiment analysis, trend detection, and automated content translation.

26 tools

Artificial Virtual Assistant (AVA)

1

An MCP server that integrates with the Gmail API to provide an Artificial Virtual Assistant (AVA) capable of automating email management and personal tasks via secure Google OAuth.

Unpaywall

1

Integrates with Unpaywall's database to find open access academic papers, retrieve publication metadata, and extract full-text content from PDFs for research applications.

4 tools