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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Outlook Email

45

MCP (Model Context Protocol) Server. Enables direct access to Microsoft Outlook email functionality for reading, searching, composing, and managing emails without leaving the conversation context.

6 tools

ShadowGit

45

A specialized git interface for ShadowGit that allows AI assistants to analyze fine-grained commit history and manage development sessions through a structured commit workflow.

5 tools

sample-agentic-ai-web

45

This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amazon Nova models to create a web automation assistant with tool use, human-in-the-loop interaction, and vision capabilities.

7 tools

crypto-sentiment-mcp

45

An MCP server that delivers cryptocurrency sentiment analysis to AI agents.

5 tools

Chrome Browser Control

45

MCP (Model Context Protocol) Server. Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text input, and content extraction with automatic handling of dynamic content.

7 tools

Human MCP

45

MCP (Model Context Protocol) Server. Human-in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses while maintaining the illusion of automated interactions.

7 tools

mcp-typescribe

45

An MCP server that enables LLMs to explore and understand unfamiliar TypeScript APIs by querying TypeDoc-generated documentation for symbols, types, and hierarchies.

9 tools

mcp-lite-dev

45

A learning resource and development framework for building MCP (Model Context Protocol) servers, featuring tutorials on integration with services like OpenWeather and SiliconFlow.

mcpcat-python-sdk

45

A python SDK for MCPcat that provides analytics, user session tracking, and telemetry forwarding for MCP servers to platforms like Datadog, Sentry, and OpenTelemetry.

Trello

45

MCP (Model Context Protocol) Server. Integrates with Trello API to enable natural language management of boards, lists, and cards for streamlined project organization and task tracking without context switching.

Recraft AI

45

Integrates Recraft AI's powerful image generation API to enable creation, editing, and enhancement of raster and vector images directly within MCP clients.

9 tools

Axe Accessibility

45

A specialized MCP server for web accessibility testing that leverages axe-core and Puppeteer to audit URLs and HTML snippets for WCAG compliance. It provides detailed violation reports, color contrast analysis, and ARIA validation to help developers ensure their web content is accessible.

6 tools

Random Number

45

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

7 tools

Supabase

44

MCP (Model Context Protocol) Server. Integrates with Supabase to enable database operations, file storage, and user authentication for scalable, real-time applications.

13 tools

idea-reality-mcp

44

MCP server that reality-checks your AI project idea against GitHub, Hacker News, npm, PyPI & Product Hunt. Returns a 0-100 reality signal.

VideoDB

44

The VideoDB Agent Toolkit MCP server bridges VideoDB's robust video processing capabilities to LLMs, enabling advanced video indexing, search, and manipulation through a standardized protocol.

modular-mcp

44

A proxy MCP server that organizes multiple upstream tool collections into groups, loading detailed schemas on-demand to optimize LLM context usage.

2 tools

Spec Coding

44

A specialized MCP server that implements Spec-Driven Development by guiding AI workflows through a structured five-stage process from feature definition to task execution. It enforces the creation of standardized requirements, design specifications, and task lists to ensure disciplined and documented software engineering.

marinade-finance-mcp-server

44

A specialized MCP server for interacting with Marinade Finance on the Solana network, enabling users to query documentation, check protocol state, and perform liquid staking operations like staking, unstaking, and transferring mSOL.

6 tools

mcp-gitee

44

An MCP server that enables AI assistants to interact with the Gitee API, providing comprehensive management for repositories, issues, pull requests, and notifications.

27 tools

mcp-mail

44

📧 MCP Mail Tool - AI-powered email management tool | 基于 MCP 的智能邮件管理工具

Jimeng MCP Server

44

A TypeScript-based MCP server that integrates Jimeng AI for high-quality image and video generation, supporting advanced features like image mixing, reference frames, and multiple AI model selection.

2 tools

FlightRadar24

44

A specialized MCP server that integrates Flightradar24 data into Claude, enabling real-time flight tracking, airport status monitoring, and emergency flight detection.

tiger-slack

44

A specialized MCP server and ingest service that provides real-time access to Slack message history and conversational context using TimescaleDB.

Perigon.CLI

44

A development productivity tool for ASP.NET Core and EF Core that provides code generation, project management, and an MCP server to assist AI agents in building backend services.

Office

44

A Windows-based MCP server that allows AI to automate Microsoft Office and WPS applications via COM interfaces, featuring a powerful Python execution environment for direct document manipulation.

13 tools

Claude Project Coordinator

44

MCP (Model Context Protocol) Server. Provides Xcode and Swift project management with lifecycle tracking, task management, technology stack detection, analytics including activity heat maps and health scoring, plus security validation and Swift/SwiftUI knowledge base for iOS/macOS development workflows.

6 tools

Frida

44

A dynamic instrumentation MCP server that enables AI models to perform Android runtime analysis, process manipulation, and application hooking using Frida.

4 tools

xiaohongshu-mcp-python

44

A comprehensive AI-driven automation suite for Xiaohongshu (Little Red Book) that integrates content generation, image/video creation, and browser automation via the Model Context Protocol.

2 tools

ActionKit by Paragon

44

A versatile MCP server that integrates with Paragon's ActionKit to provide access to prebuilt tools for over 130 SaaS applications like Slack, Salesforce, and Google Calendar.