AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
TeamCity
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.
rpg-encoder
Semantic code graph for AI-assisted code understanding via tree-sitter and MCP.
Minecraft RCON MCP Server
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
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
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.
1c-mcp
Curated list of MCP servers for 1C:Enterprise ecosystem | Каталог MCP-серверов для экосистемы 1С:Предприятие
Enhanced Grok Search MCP Server
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.
VS Code Diagnostics
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.
google-researcher
MCP server providing Google Search, web scraping, and multi-source research tools for AI assistants
camofox-mcp
Anti-detection browser automation MCP server. 18 tools wrapping CamoFox REST API with stealth fingerprinting that passes bot detection.
glm5-mcp
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
Enables AI assistants to query, search, and analyze logs across Google Cloud Platform projects with advanced filtering capabilities.
BSL Atlas
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
MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.
ObsidianMCPServer
A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault
hass-mcp-server
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
Patent Big Data MCP Server
A comprehensive patent data service for searching enterprise information, detailed patent records, and generating statistical analytics such as application trends and legal status distributions.
mcp-salesforce
🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.
prometheus-protocol
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
A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.
skill-to-mcp
Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI
MCP FreeScout
A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.
bigquery-mcp
A Google BigQuery MCP server that enables AI agents to perform schema exploration and execute SQL queries on BigQuery datasets using natural language.
french-tax-mcp
MCP server for French tax calculations and information - enables AI assistants to provide accurate French tax guidance
mcp-claude-hackernews
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.
mcp-space
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
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
Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action
@aashari/mcp-server-aws-sso
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.
sage-mcp
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.