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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,471 servers in this category

mcp-server-azure-devops

315

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.

37 tools

claude-codex-settings

315

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.

21 tools

gemini-flow

313

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.

9 tools

abcoder

310

A structural code analysis framework that converts codebases into a Universal Abstract Syntax Tree (UniAST) to provide deep, local coding context for LLMs.

5 tools

Skillz

310

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.

VS Code

309

An MCP server implemented as a VS Code extension that exposes the editor's filesystem, symbol search, diagnostics, and terminal capabilities to AI agents.

12 tools

@mauricio.wolff/mcp-obsidian

Failed
308

A robust bridge for Obsidian vaults that provides safe read/write access, tag management, and advanced search capabilities while preserving frontmatter integrity.

11 tools

WireMCP (Wireshark)

308

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.

7 tools

gptr-mcp

304

A specialized MCP server that enables LLMs to perform autonomous, deep web research and generate comprehensive reports by validating multiple trusted sources.

5 tools

mesh

303

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.

1 tool

code-sandbox-mcp

302

An MCP server to create secure code sandbox environment for executing code within Docker containers.

6 tools

mcp-server

Needs Setup
300

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.

9 tools

AkTools MCP Server

299

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.

18 tools

Investor Agent (Financial Analysis)

298

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.

13 tools

mcp-claude-code

296

A comprehensive MCP server that brings Claude Code's project-wide file manipulation, command execution, and agentic delegation capabilities to any MCP-compatible environment.

16 tools

mcp-for-argocd

295

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.

12 tools

ast-grep-mcp

295

An MCP server that provides structural code search capabilities using ast-grep, allowing AI assistants to search and analyze codebases via AST pattern matching.

4 tools

Open Deep Research

295

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.

1 tool

Depyler

295

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%.

3 tools

tradingview-mcp

293

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.

7 tools

QueryWeaver

292

QueryWeaver is a Text2SQL engine that uses graph-powered schema understanding to convert natural language into SQL queries and execute them against relational databases.

4 tools

mcp-server-code-execution-mode

292

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.

1 tool

eBook-mcp

292

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.

10 tools

napi

292

A tool for software architecture analysis and modularization that helps audit codebases, generate system manifests, and extract functionality into microservices.

4 tools

RUV Swarm

Failed
291

A distributed neural network swarm orchestration server that provides ephemeral, CPU-native intelligence and multi-agent coordination using Rust and WebAssembly.

maverick-mcp

291

A professional-grade financial analysis MCP server providing technical indicators, portfolio optimization, AI-powered research agents, and backtesting tools for individual investors.

30 tools

llm-context.py

288

Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.

DeepSeek MCP Server

288

A Model Context Protocol server that integrates DeepSeek's API, enabling powerful language models like R1 and V3 to be used with multi-turn conversation support and model fallback capabilities.

Web Research

288

An MCP server that enables AI agents to conduct real-time web research through Google search, page content extraction, and automated screenshots.

3 tools

claude-talk-to-figma-mcp

286

A robust MCP server that enables AI assistants to directly interact with Figma layers, styles, and components, supporting real-time design creation and document audits via a dedicated Figma plugin.

43 tools