AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Python Weather MCP Server
Enables AI agents to fetch real-time weather data for any location using the OpenWeatherMap API. Demonstrates how to build a simple MCP server that exposes weather information as a tool for LLMs.
Cloudflare Playwright MCP
Enables AI assistants to control a browser through Playwright automation tools deployed on Cloudflare Workers. Supports web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.
Claude Code MCP Controller
Enables remote control and monitoring of Claude Code sessions from mobile devices through ChatGPT Custom Connectors. Allows creating, managing, and interacting with multiple Claude Code sessions via natural language commands from anywhere.
Colab MCP
Enables AI coding assistants like Claude Code, Cursor, and Codex to share chat logs, terminal history, and session context with each other. Eliminates the need to re-explain context when switching between different AI coding tools.
Finizi B4B MCP Server
Enables AI assistants to interact with the Finizi B4B platform through 15 comprehensive tools for managing business entities, invoices, vendors, and products. Features secure JWT authentication, automatic retries, and full business-to-business workflow integration through natural language commands.
Figma MCP Server
Enables AI assistants like Cursor to interact with Figma designs programmatically. Supports reading design information, modifying elements, creating components, managing text content, and automating design workflows through natural language commands.
Fetch MCP Server
Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown format. Supports chunked reading of large pages and can access both public websites and local networks.
Gmail MCP Server
Enables interaction with Gmail through the Gmail API with OAuth2 authentication. Supports reading, sending, searching emails, and managing read status through natural language.
Mattermost MCP Server
Enables Claude to interact with Mattermost through search functionality, user management, channel operations, and team information retrieval. Supports message search by keywords/users/dates, thread viewing, and displays all timestamps in Korean Standard Time (KST).
MCP Server for Mem.ai
Enables AI assistants to intelligently save, organize, and retrieve content through Mem.ai's knowledge management platform. Supports creating notes, collections, and AI-powered content processing with automatic organization.
Mattermost S MCP
Enables sending messages to Mattermost channels through webhooks via MCP protocol. Supports multiple webhook channels with simple YAML configuration and integrates seamlessly with Claude Desktop.
Forecast Storage MCP Server
Enables storing and retrieving weather forecasts with text and audio in Google Cloud SQL PostgreSQL, supporting full internationalization, TTL-based caching, and automatic expiration management.
Finizi B4B MCP Server
Enables AI assistants to interact with the Finizi B4B platform through 15 comprehensive tools for managing business entities, invoices, vendors, and products. Features secure JWT authentication, automatic retries, and comprehensive business data operations through natural language commands.
EXIF Extractor MCP Server
Enables extraction of EXIF metadata from JPG and PNG images using publicly accessible URLs or Base64 encoded data. Provides camera information, technical parameters, and image details for photo analysis.
Salesforce-Marketing-Cloud-Engagement-MCP
Generic tools for all Marketing Cloud Engagement REST and SOAP APIs BU‑scoped authentication (account_id) and SOAP ClientIDs support Turn-key Heroku MCP deployment and compatibility with Heroku Managed Inference and Agents
NoctisAI
Enables advanced malware development, threat intelligence analysis, and offensive security operations through specialized tools for multi-language payload generation, obfuscation, OSINT reconnaissance, and forensic analysis. Designed for authorized penetration testing, red team exercises, and cybersecurity research with comprehensive educational capabilities.
Google Services MCP Server
Enables interaction with multiple Google services including Maps, Finance, Flights, Gmail, and Calendar through a unified interface. Provides comprehensive access to geocoding, stock data, flight information, email management, and calendar operations.
MCP Server Boilerplate
A starter template for building custom MCP servers that can integrate with Claude Desktop, Cursor, and other AI assistants. Provides example tools, TypeScript support, and automated publishing workflows to help developers quickly create their own MCP servers.
icons8-mcp
Huge icon packs up to 40K icons in your vibe-coding projects. Tell your AI "make these icons colored" or "add food icons" – full coverage guaranteed. Free PNG, $15 SVG.
Agricultural AI MCP Server
Provides real-time crop price data from Indian government sources and agricultural web search capabilities. Enables AI chatbots to access comprehensive agricultural market information and news for farming-related queries.
mcp-server
Enables AI tools to interact with ConfigCat's feature flag platform. Supports managing feature flags, configs, environments, products or organizations. Helps to integrate ConfigCat SDK, implement feature flags or remove zombie (stale) flags.
Radius MCP Server
Enables AI agents to authenticate users, manage calendar events, create meetings, and maintain persistent API sessions for seamless integration with Russian business platforms. Provides comprehensive business productivity capabilities including session management, password operations, and cross-user calendar coordination.
MCP SSH Session
Enables AI agents to establish and manage persistent SSH connections to remote hosts for executing commands. Supports SSH config files, multi-host management, and automatic reconnection with thread-safe concurrent operations.
Reddit MCP Server
Enables interaction with Reddit through OAuth 2.1 authentication, providing tools for searching content, managing notifications, analyzing posts and comments, and demonstrating advanced MCP features like sampling and real-time notifications.
Agentic MCP Server
Enables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.
Google Jules MCP
Enables automation of Google Jules AI coding assistant through task creation, code review automation, repository management, and AI-powered development workflows. Supports multiple session modes including cloud deployment with persistent authentication.
GPTZero MCP Server
Enables AI-generated text detection using the GPTZero API. Provides confidence scores and detailed analysis to identify whether text was written by humans or AI, with multilingual support.
Security MCP Server
Enables security scanning of codebases through integrated tools for secret detection, SCA, SAST, and DAST vulnerabilities, with AI-powered remediation suggestions based on findings.
SSH MCP Server
Provides LLM clients with safe, persistent SSH access to remote machines through the Model Context Protocol. Maintains shell sessions that preserve environment state between commands, enabling multi-step workflows and interactive diagnostics on remote systems.
zetachain-mcp-server
An MCP server that connects ZetaChain CLI into your editor. Query balances, send cross-chain transactions, and manage universal contracts directly through MCP.