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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

TeamCity

10

A comprehensive MCP server for JetBrains TeamCity that enables LLMs to trigger builds, search configurations, fetch logs, and manage CI/CD pipelines through structured tools and resources.

10 tools

rpg-encoder

Failed
10

Semantic code graph for AI-assisted code understanding via tree-sitter and MCP.

Minecraft RCON MCP Server

10

Connects AI agents to Minecraft servers via RCON to execute commands, monitor logs, and perform read-only SQLite database queries. It is specifically designed to facilitate AI-assisted plugin development, live debugging, and automated testing workflows.

Airflow MCP

10

An MCP server for Apache Airflow that enables interacting with orchestration platforms via natural language to query DAG statuses, troubleshoot failures, and trigger pipelines.

Browser Tools

10

A specialized MCP server that empowers AI coding agents with full browser context, enabling them to inspect network traffic, capture screenshots, search API documentation, and execute authenticated requests directly through a Chrome extension.

8 tools

1c-mcp

10

Curated list of MCP servers for 1C:Enterprise ecosystem | Каталог MCP-серверов для экосистемы 1С:Предприятие

Enhanced Grok Search MCP Server

10

A robust search server utilizing xAI's Grok API to provide web, news, and social media analysis with advanced features like comprehensive timeline generation and sentiment analysis.

5 tools

VS Code Diagnostics

10

An MCP server specialized for the Trae IDE that retrieves real-time workspace diagnostics (errors, warnings, and hints) via the Debug Adapter Protocol to assist AI agents in code debugging.

4 tools

google-researcher

Needs Setup
10

MCP server providing Google Search, web scraping, and multi-source research tools for AI assistants

camofox-mcp

10

Anti-detection browser automation MCP server. 18 tools wrapping CamoFox REST API with stealth fingerprinting that passes bot detection.

glm5-mcp

10

Reduce Claude Desktop consumption by 10x - Integrate Z.ai's GLM-5 (744B params) with Claude via MCP for intelligent task delegation

Google Cloud Logging MCP Server

10

Enables AI assistants to query, search, and analyze logs across Google Cloud Platform projects with advanced filtering capabilities.

3 tools

BSL Atlas

10

An MCP server for 1C:Enterprise that provides AI assistants with access to configuration data via vector search, structural indexing, and call graphs. It enables semantic code queries and rapid metadata object lookups without requiring the direct reading of raw files.

google-ai-mode-mcp

10

MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.

1 tool

ObsidianMCPServer

10

A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault

63 tools

hass-mcp-server

10

A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP

3 tools

Patent Big Data MCP Server

10

A comprehensive patent data service for searching enterprise information, detailed patent records, and generating statistical analytics such as application trends and legal status distributions.

3 tools

mcp-salesforce

10

🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.

11 tools

prometheus-protocol

10

The trust layer for the open agentic web—giving AI agents a passport, a bank account, and a trusted marketplace to securely interact with the world.

FFmpeg MCP

10

A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.

8 tools

skill-to-mcp

10

Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI

3 tools

MCP FreeScout

Needs Setup
10

A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.

8 tools

bigquery-mcp

10

A Google BigQuery MCP server that enables AI agents to perform schema exploration and execute SQL queries on BigQuery datasets using natural language.

3 tools

french-tax-mcp

10

MCP server for French tax calculations and information - enables AI assistants to provide accurate French tax guidance

2 tools

mcp-claude-hackernews

10

A specialized MCP server that integrates Hacker News functionality into Claude Desktop, allowing users to browse stories, view rankings, and read comments with optimized formatting.

5 tools

mcp-space

10

MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.

mcp-reporter

10

mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.

RAG-MCP

10

Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action

21 tools

@aashari/mcp-server-aws-sso

Needs Setup
10

A Node.js/TypeScript MCP server that connects AI assistants to AWS IAM Identity Center (SSO), enabling secure execution of AWS CLI commands and remote management of EC2 instances.

5 tools

sage-mcp

10

A universal development assistant that intelligently selects the best AI model across multiple providers to handle coding tasks like debugging, refactoring, and planning with built-in conversation continuity.

1 tool