AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Outlook Email
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.
ShadowGit
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.
sample-agentic-ai-web
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.
crypto-sentiment-mcp
An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
Chrome Browser Control
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.
Human MCP
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.
mcp-typescribe
An MCP server that enables LLMs to explore and understand unfamiliar TypeScript APIs by querying TypeDoc-generated documentation for symbols, types, and hierarchies.
mcp-lite-dev
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
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
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
Integrates Recraft AI's powerful image generation API to enable creation, editing, and enhancement of raster and vector images directly within MCP clients.
Axe Accessibility
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.
Random Number
Provides LLMs with essential random generation abilities, built entirely on Python's standard library.
Supabase
MCP (Model Context Protocol) Server. Integrates with Supabase to enable database operations, file storage, and user authentication for scalable, real-time applications.
idea-reality-mcp
MCP server that reality-checks your AI project idea against GitHub, Hacker News, npm, PyPI & Product Hunt. Returns a 0-100 reality signal.
VideoDB
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
A proxy MCP server that organizes multiple upstream tool collections into groups, loading detailed schemas on-demand to optimize LLM context usage.
Spec Coding
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
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.
mcp-gitee
An MCP server that enables AI assistants to interact with the Gitee API, providing comprehensive management for repositories, issues, pull requests, and notifications.
mcp-mail
📧 MCP Mail Tool - AI-powered email management tool | 基于 MCP 的智能邮件管理工具
Jimeng MCP Server
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.
FlightRadar24
A specialized MCP server that integrates Flightradar24 data into Claude, enabling real-time flight tracking, airport status monitoring, and emergency flight detection.
tiger-slack
A specialized MCP server and ingest service that provides real-time access to Slack message history and conversational context using TimescaleDB.
Perigon.CLI
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
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.
Claude Project Coordinator
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.
Frida
A dynamic instrumentation MCP server that enables AI models to perform Android runtime analysis, process manipulation, and application hooking using Frida.
xiaohongshu-mcp-python
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.
ActionKit by Paragon
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.