AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Simple Memory Extension
MCP (Model Context Protocol) Server. Persistent key-value memory store with semantic search using SQLite and E5 embeddings, enabling contextual information retrieval and long-term memory extension for complex multi-step tasks.
Zaragoza Tram
MCP (Model Context Protocol) Server. Provides real-time tram arrival estimations and station listings for Zaragoza's public transportation system through the DNDzgz API.
Android Code Search MCP Server
Enables searching and browsing Android source code across projects like Android, AndroidX, and Android Studio via cs.android.com. It provides tools for regex-based code searches, full file content retrieval, and symbol autocomplete suggestions.
Domain Tools
A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks.
Repository Search
MCP (Model Context Protocol) Server. Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for development tools and applications.
Zerocracy
A bridge between Zerocracy's project management platform and AI agents, providing actionable management advice and product development progress insights.
FoodData Central
MCP (Model Context Protocol) Server. Provides access to the USDA's FoodData Central database for searching foods and retrieving detailed nutritional information to support meal planning and dietary analysis.
hashnet
Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter
Jenkins
MCP (Model Context Protocol) Server. Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline management.
Mobile AI Testing
A mobile automation MCP server for iOS and Android that enables natural language control of devices via Cursor AI, featuring computer vision element detection and automated test script generation.
ccontext
A local-first execution context server that enables persistent agent memory and shared task tracking through repository-based YAML files. It provides structured mechanisms for vision, milestones, tasks, and presence management to maintain continuity across multi-agent or multi-session workflows.
Loom
A collaborative text generation server that uses a tree-based approach to explore and refine model outputs through short, high-quality continuations. It allows users to branch, prune, and navigate multiple generation paths to avoid long-form drift in base models.
Codebase RAG
A semantic search and retrieval server that uses pgvector and Voyage embeddings to find relevant code snippets and file contents within a codebase.
DeFi Trading Agents
A RESTful JSON API providing 42 production-ready AI agent definitions for DeFi, crypto portfolio management, and Web3 workflows with support for 18 languages.
Google Maps MCP Server Enhanced
A comprehensive MCP server providing 14 specialized tools for Google Maps core services, high-resolution visual mapping, and detailed environmental data including weather, air quality, and solar irradiance.
Sidekiq
A robust MCP server for Sidekiq that enables AI models to monitor background job health, manage failed tasks, and perform queue operations through a standardized interface.
i18n Agent Action
An AI-powered internationalization (i18n) and localization (l10n) server that automates string extraction and translation tasks, supporting context-aware adaptations for documentation and codebases.
Apple Dev MCP Server
A unified search tool that provides AI assistants with comprehensive access to Apple's Human Interface Guidelines and technical API documentation across all Apple platforms.
Claude Code History MCP Server
A specialized MCP server for accessing and analyzing local Claude Code (.jsonl) conversation history with advanced filtering, pagination, and multi-project search capabilities.
Israeli Land Authority
A specialized MCP server providing programmatic access to Israeli Land Authority (רמ״י) public land tender data, mapping, and real estate developer information with full Hebrew support.
ABP.IO MCP Server
A comprehensive MCP server for ABP.IO applications that provides over 48 tools for managing modules, entities, users, and multi-tenancy while supporting automated UI generation for Angular, Blazor, and MVC.
nano-currency-mcp-server
Send Nano currency from AI agents/LLMs
Local Docs
A specialized documentation retrieval server for Claude that provides fuzzy search, metadata support, and high-performance caching for local markdown files across multiple project sources.
Kali Docker
A containerized Kali Linux environment that enables secure command execution for penetration testing, featuring automated background job management and out-of-band interaction detection.
IBM Storage Insights MCP Server
A specialized MCP server for IBM Storage Insights that enables AI agents to monitor and diagnose storage assets through automated retrieval of performance metrics, system alerts, and notifications.
Banana Image (Gemini)
An image generation MCP server that leverages Google's Gemini Flash and Pro models to create up to 4K resolution images with Google Search grounding for factual accuracy.
Data Visualization
A specialized MCP server for generating high-resolution matplotlib visualizations including relationship graphs, 3D plots, and statistical charts with automatic saving and interactive display capabilities.
Gremlin MCP Server
A specialized MCP server for interacting with Gremlin-compatible graph databases using natural language, featuring automatic schema discovery and intelligent enum detection.
Exia Voiceroid
MCP (Model Context Protocol) Server. Bridges AI models with Voiceroid text-to-speech system to generate structured explanation scenarios for automated narration content.
cacheoverflow
MCP server for cache.overflow - AI agents sharing knowledge with AI agents