AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Bitte AI
A proxy server that connects AI assistants to the Bitte AI ecosystem, enabling the discovery and execution of specialized agents and tools through real-time Server-Sent Events (SSE).
Domain Finder
A sophisticated domain name generator and availability checker that uses AI-driven brainstorming and deep TLD exploration across 1,441+ extensions to find brandable digital assets.
mcp-server-template
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboarding.
Fastn Server
An MCP server that enables dynamic tool registration and execution based on API definitions, providing seamless integration with services like Claude.ai and Cursor.ai.
Google Researcher MCP
Tools for AI assistant's deep research: * Google search + webpage reading (incl. JS-rendered pages) * Document & decks analysis * YouTube transcript extraction * Patents + academic paper search * Company and competitors research * Prompts for comprehensive-research, fact-check, summarize-url, news-briefing, patent-portfolio-analysis, competitive-analysis, literature-review, technical-deep-dive
seedream-v4-fal-mcp-server
A Model Context Protocol server that enables high-quality image generation using Bytedance's SeedDream 4.0 model via the FAL AI platform, supporting custom resolutions up to 4K and batch processing.
ProtonMail Pro MCP
A comprehensive ProtonMail management server providing SMTP and IMAP integration for email operations, folder management, and advanced communication analytics via Proton Bridge.
UltimateCoder
MCP (Model Context Protocol) Server. FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code maintenance and refactoring tasks.
Apple Deep Docs
A comprehensive documentation server for Apple developers that provides access to hidden Xcode docs, the Apple Developer API, Swift Evolution proposals, and WWDC resources.
Manifold Markets
A comprehensive MCP server for interacting with Manifold Markets, allowing users to create markets, place bets, manage liquidity, and perform social interactions like reacting to comments or sending mana.
code-mode-toon
A high-efficiency MCP orchestrator that uses TOON compression to reduce token usage by 30-90% and features lazy-loading of servers for complex, stateful agentic workflows.
Supabase PostgreSQL
MCP (Model Context Protocol) Server. Provides a bridge to Supabase PostgreSQL databases for managing tables, storage, users, and realtime features through natural language interaction without manual SQL queries.
Nmap Scanner
MCP (Model Context Protocol) Server. Provides a secure, controlled interface for network administrators and security researchers to perform targeted network reconnaissance and analysis using nmap scans with built-in rate limiting and security safeguards.
Powerdrill
An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
CyberMCP (API Security Testing)
MCP (Model Context Protocol) Server. Provides API security testing tools for authentication testing, SQL injection detection, data leakage analysis, and vulnerability scanning with detailed severity ratings and remediation recommendations.
Cortex Threat Intelligence
MCP (Model Context Protocol) Server. Integrates with Cortex threat intelligence services to analyze IP addresses, domains, URLs, and email addresses using security tools like AbuseIPDB, AbuseFinder, and VirusTotal for automated security assessments and investigations.
Nekzus-npm-sentinel-mcp
Comprehensive MCP server for real-time NPM package intelligence, providing tools for security scanning, dependency analysis, bundle size tracking, and quality metrics to enhance package management decisions.
WAIaaS
Wallet-as-a-Service for all AI agents in the world
remnawave-mcp
An MCP server that enables LLM clients to manage Remnawave VPN panels through 51 specialized tools for user, node, and subscription administration. It provides real-time access to panel statistics, health checks, and guided workflows for system diagnostics.
Pub.dev Package Search
MCP (Model Context Protocol) Server. Enables natural language search for Dart and Flutter packages on pub.dev, providing detailed package information, scores, and metrics through conversational queries.
Kibela
MCP (Model Context Protocol) Server. Bridges to Kibela's knowledge management platform, enabling search, creation, and management of notes, folders, comments, and groups within workspaces through GraphQL API calls.
Storacha
MCP (Model Context Protocol) Server. Provides secure, decentralized file storage with UCAN authentication for document management and persistent data sharing between applications.
macOS GUI Control
MCP (Model Context Protocol) Server. Enables AI assistants to control macOS applications by capturing screenshots, identifying UI elements, and automating mouse and keyboard actions through the macOS accessibility framework.
Blender-MCP-Server
MCP server addon for Blender - Control Blender via AI agents through 51 powerful tools. Made to be used with PolyMCP for intelligent tool orchestration. Features thread-safe execution, auto-dependency installation, and complete 3D workflow automation.
e-Gov (Japanese Legal Database)
An MCP server that integrates with Japan's official e-Gov legal database API to enable searching, detailed retrieval, and revision history analysis of Japanese laws and regulations.
SonarQube Metrics
MCP (Model Context Protocol) Server. Integrates with SonarQube to provide code quality metrics like bugs, vulnerabilities, code smells, coverage, and duplication density at project and component levels for development teams.
Gmail
A Google Apps Script powered MCP server that enables Claude to search Gmail messages, retrieve full email content, and download attachments.
Cisco Support APIs
A production-ready MCP server integrating Cisco's Support APIs, providing comprehensive access to bug databases, case management, PSIRT security data, product lifecycle (EoX), and RMA tracking.
Windsurf Tools
MCP (Model Context Protocol) Server. Integrates with OpenAI's API and Puppeteer to provide screenshot capture, code architecture analysis, and code review capabilities for software development tasks.
Interactive Feedback MCP
A sophisticated interaction layer for AI coding assistants that enables real-time two-way dialogue, requirement clarification, and user confirmation via a modern PySide6 UI.