AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
zulipchat-mcp
A robust Model Context Protocol server that enables AI agents to interact with Zulip Chat through a suite of 40+ tools covering messaging, stream management, search analytics, and automated workflows.
barnsworthburning-mcp
A Model Context Protocol (MCP) server for searching barnsworthburning.net.
xcode-mcp
MCP (Model Context Protocol) server for Xcode integration with AI assistants
ai-calendar-assistant
🗓️ AI Calendar Assistant powered by local LLM (Ollama) + Google Calendar API + MCP
mcp-deadmansnitch
MCP server for Dead Man's Snitch monitoring service - Monitor scheduled tasks and cron jobs through AI assistants
MCP Search Server
A comprehensive MCP server providing 27 modular tools for web search, academic research, Wikipedia interaction, and local file management without requiring API keys. It features unique tool discovery meta-tools and advanced analysis capabilities like Bayesian source credibility scoring.
Pref Editor (Android)
An MCP server that enables real-time management of Android SharedPreferences and DataStore preferences using natural language commands via ADB connectivity.
nerdearla-mcp
Mis demos en Nerdearla Spain 2025
claud-coin
A Solana-based incentivization protocol designed to reward AI developers for tool creation and knowledge sharing using the Model Context Protocol.
Refactoring MCP Server
A specialized MCP server exposing Martin Fowler's comprehensive refactoring catalog, allowing LLMs to analyze code smells and perform structural code transformations across multiple languages.
mcp
A powerful MCP server that enables AI agents to scrape any website, bypass anti-bot protections, and extract structured data or screenshots using the Scrapfly infrastructure.
pforge
A declarative framework for building MCP servers using YAML configuration, supporting Native Rust, CLI, HTTP, and Pipeline handler types.
py-mcp-qdrant-rag
- A Model Context Protocol server implementation that provides RAG capabilities through Qdrant vector database integration, enabling AI agents to perform semantic search and document retrieval with local or cloud-based embedding generation support across Mac, Linux, and Windows platforms.
GitHub
MCP (Model Context Protocol) Server. Enables AI interaction with GitHub repositories for managing issues, pull requests, code scanning alerts, and file contents through both read-only and read-write operations.
foaas-mcp
foaas-mcp brings the FOAAS (Fuck Off As A Service) API to AI clients, offering 23 tools designed to inject humor and direct feedback into developer workflows, bug reports, and code reviews.
Spryker Package Search
MCP (Model Context Protocol) Server. Enables search for Spryker packages and code across GitHub repositories, allowing developers to quickly locate packages by name/description or find specific code examples within the Spryker ecosystem.
DevBrain
DevBrain is an MCP server that provides access to a curated knowledge base of developer-focused technical newsletters, blog posts, and articles. It enables AI agents to search high-quality coding content and retrieve article summaries for technical research and implementation guidance.
GitLab
MCP (Model Context Protocol) Server. Integrates with GitLab repositories to enable searching, file management, issue creation, merge requests, forking, and branch creation through Node.js with robust Zod schema validation.
Google Tag Manager
A Google Tag Manager MCP server that allows Claude to manage containers, tags, triggers, and variables through OAuth-authenticated API workflows.
SerpApi MCP Server
A comprehensive MCP server suite that integrates SerpApi and YouTube to provide AI assistants with real-time access to Google Search, News, Scholar, Maps, Finance, and YouTube transcripts.
parseflow
A comprehensive document parsing MCP server that supports text extraction, semantic search, and OCR for PDF, Word, Excel, and PowerPoint files.
Kaggle
A Model Context Protocol server that integrates with the Kaggle API to provide competition data and data science workflow tools directly to Claude.
senior-consult-mcp
A specialized MCP server that allows AI agents to consult top-tier models like Claude, GPT, and DeepSeek for expert architectural advice, security-focused code reviews, and high-stakes technical decision-making.
Google-Workspace-MCP
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 📊 Google Drive, Sheets, Docs superpowers! Pre-built executables available for easy installation
postgresql-ssh-mcp
PostgreSQL MCP server with SSH tunneling for Claude Desktop and ChatGPT
Elasticsearch
A tool that enables Claude to query and analyze Elasticsearch logs using natural language, providing insights into errors, performance bottlenecks, and cluster health.
Bitcoin OP_RETURN
MCP (Model Context Protocol) Server. Integrates with Bitcoin's blockchain through Lightning Network payments, enabling permanent embedding of custom messages in OP_RETURN outputs and retrieval of previously stored blockchain data.
A read-only MCP server for Reddit that enables searching posts across specific subreddits or site-wide, retrieving detailed post metadata, and fetching subreddit information using official API credentials.
Amazon Connect
A comprehensive MCP server that enables AI assistants to manage Amazon Connect contact centers, including case management, real-time analytics, outbound campaigns, and AI features like Amazon Q.
project-managment-mcp-Server
A comprehensive MCP server for smart project management, enabling AI assistants to perform deep project analysis, calculate code metrics, automate documentation, and handle advanced Git operations and file system organization.