AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
OpenAPI Transformer
A versatile MCP server that dynamically transforms any OpenAPI specification into a collection of executable tools, providing ready-to-use access to REST APIs with built-in support for authentication and standard transports.
mcp-server-azure-devops
A comprehensive MCP server for Azure DevOps that enables AI assistants to manage projects, repositories, work items, and CI/CD pipelines through standardized tools and resource URIs.
claude-codex-settings
A comprehensive collection of Claude Code and OpenAI Codex workspace configurations, including custom plugins, agents, and integrated MCP servers for cloud services, databases, and development workflows.
gemini-flow
A comprehensive AI orchestration platform that integrates 8 Google AI services and 66 specialized agents using A2A and MCP protocols for autonomous development and enterprise-grade swarm intelligence.
Skillz
Skillz converts local Claude-style skills (SKILL.md and scripts) into callable tools and resources for any MCP client, supporting directory-based discovery and sandboxed execution.
abcoder
A structural code analysis framework that converts codebases into a Universal Abstract Syntax Tree (UniAST) to provide deep, local coding context for LLMs.
Deep Research MCP Server
Enables iterative deep research by integrating AI agents with search engines, web scraping, and large language models for efficient data gathering and comprehensive reporting.
VS Code
An MCP server implemented as a VS Code extension that exposes the editor's filesystem, symbol search, diagnostics, and terminal capabilities to AI agents.
ShipSwift
40+ production-ready SwiftUI recipes for building full-stack iOS apps via MCP.
WireMCP (Wireshark)
WireMCP integrates Wireshark's tshark utility with LLMs to provide real-time network traffic analysis, threat detection, and protocol statistics. It enables automated packet capture, PCAP file analysis, and credential extraction for security diagnostics and forensic investigation.
@mauricio.wolff/mcp-obsidian
A robust bridge for Obsidian vaults that provides safe read/write access, tag management, and advanced search capabilities while preserving frontmatter integrity.
skylos
High-precision Python SAST & Dead Code Remover. Finds unused functions, secrets, and security flaws with hybrid static analysis + local LLM agents. Privacy-first & low noise. MCP server for SAST too
gptr-mcp
A specialized MCP server that enables LLMs to perform autonomous, deep web research and generate comprehensive reports by validating multiple trusted sources.
mesh
A comprehensive control plane and gateway for the Model Context Protocol that unified multiple MCP servers into a single secure endpoint with observability and RBAC.
code-sandbox-mcp
An MCP server to create secure code sandbox environment for executing code within Docker containers.
mcp-server
The Mapbox MCP Server provides a comprehensive suite of location intelligence tools including geocoding, multi-modal routing, POI search, and isochrone generation for AI agents. It enables geospatial reasoning and visualization through both direct API integration and interactive MCP-UI components.
AkTools MCP Server
A comprehensive MCP server based on AkShare that provides real-time and historical data for stocks (A-shares, HK, US) and cryptocurrencies, including financial indicators, market sentiment, and news.
Investor Agent (Financial Analysis)
A robust financial analysis MCP server that provides real-time market movers, fundamental ticker data, options chains, and technical indicators alongside market sentiment metrics from CNN and Google Trends.
mcp-claude-code
A comprehensive MCP server that brings Claude Code's project-wide file manipulation, command execution, and agentic delegation capabilities to any MCP-compatible environment.
Depyler
Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.
ast-grep-mcp
An MCP server that provides structural code search capabilities using ast-grep, allowing AI assistants to search and analyze codebases via AST pattern matching.
Open Deep Research
An AI research assistant that performs iterative, deep-dive investigations by combining search engines, web scraping, and multi-model support to generate comprehensive markdown reports.
mcp-for-argocd
A Model Context Protocol server for Argo CD that enables AI assistants to manage applications, view resource trees, and monitor workload logs through natural language.
OpenNews MCP
A cryptocurrency news aggregation server providing AI-powered sentiment ratings, trading signals, and real-time market updates. It allows users to search news by coin, source, or engine type and filter results based on AI impact scores and bullish/bearish signals.
tradingview-mcp
A comprehensive Model Context Protocol server that integrates TradingView data to provide real-time market screening and technical analysis for cryptocurrencies and stocks. It features proprietary Bollinger Band rating systems and advanced candlestick pattern recognition across multiple exchanges.
eBook-mcp
A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces.
napi
A tool for software architecture analysis and modularization that helps audit codebases, generate system manifests, and extract functionality into microservices.
mcp-server-code-execution-mode
A breakthrough bridge that implements Anthropic's 'Code Execution' pattern, allowing agents to interact with hundreds of tools via a single Python sandbox to drastically reduce token context bloat.
QueryWeaver
QueryWeaver is a Text2SQL engine that uses graph-powered schema understanding to convert natural language into SQL queries and execute them against relational databases.
RUV Swarm
A distributed neural network swarm orchestration server that provides ephemeral, CPU-native intelligence and multi-agent coordination using Rust and WebAssembly.