AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Desmos
A mathematical MCP server that provides formula validation, symbolic analysis, and function plotting using SymPy and the Desmos API.
XRP Ledger
MCP (Model Context Protocol) Server. Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.
Lighthouse Performance Auditing
A comprehensive web performance auditing server that integrates Google Lighthouse with MCP, offering tiered analysis from raw data collection to AI-driven action plans for optimizing Core Web Vitals.
Pydantic AI Docs
MCP (Model Context Protocol) Server. Provides direct access to Pydantic-AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information without leaving your development environment.
Esa.io
MCP (Model Context Protocol) Server. Integrates with esa.io knowledge management platform to enable searching, reading, creating, updating, and deleting posts and comments with support for advanced query parameters and content management features.
Alibaba Cloud Lindorm
MCP (Model Context Protocol) Server. Provides a bridge between AI and Alibaba Cloud's Lindorm database, enabling vector search operations and SQL query execution for knowledge retrieval and data exploration
Vision Relay
An MCP server that bridges text-only models to vision capabilities by relaying image analysis requests through Google Gemini and Alibaba Qwen CLI tools.
Swagger/Postman API Explorer
MCP (Model Context Protocol) Server. Simplifies API access by transforming complex OpenAPI/Swagger specifications into just four strategic tools for endpoint discovery, information retrieval, search, and authenticated request execution
Dify Workflows
MCP (Model Context Protocol) Server. Enables dynamic tool discovery and execution across multiple Dify AI applications by automatically loading application configurations and converting input parameters to JSON schemas for robust workflow management.
Kayzen Reporting
Enables marketers and analysts to retrieve advertising campaign data from Kayzen's reporting API, including report listing and data retrieval.
Carbon Voice
MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
BirdNet-Pi
MCP (Model Context Protocol) Server. Integrates BirdNet-Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for ornithological research and conservation efforts.
Crawl4ai Web Crawler
MCP (Model Context Protocol) Server. Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable parameters like depth and strategy for research, data collection, or content analysis.
mcp-server
The HUMMBL MCP server provides access to the Base120 mental models framework and Self-Dialectical AI Systems methodology, enabling AI models to apply 120 cognitive transformations for complex problem-solving and ethical self-correction.
MailNet
Unified Gmail + Outlook MCP server with agentic orchestration, automatic token refresh, standardized base class for new providers, and dedicated email settings endpoints for tone, signature, and thread-aware replies.
B12 Website Generator
MCP (Model Context Protocol) Server. Enables AI to create customized business websites by generating designs from business names and descriptions, providing signup links without requiring technical expertise.
Funky Junction
A dual-server MCP ecosystem for quantum hardware engineering that integrates Qiskit Metal for circuit design with Octave/OpenEMS for full-wave electromagnetic simulation and parameter optimization.
Vidu
MCP (Model Context Protocol) Server. Transforms static images into dynamic videos with customizable parameters through the Vidu AI video generation API, handling authentication, file management, and asynchronous task processing.
PHPocalypse
MCP (Model Context Protocol) Server. Enables PHP developers to run static analysis, code style checks, and tests directly within conversations by executing PHPStan, PHP-CS-Fixer, and PHPUnit commands through a YAML-configured TypeScript server.
Reminders
A persistent reminder system that allows AI models to leave notes for themselves across sessions, featuring priority tracking and Obsidian integration for long-term knowledge management.
Smallest.ai Knowledge Base
MCP (Model Context Protocol) Server. Provides direct access to Smallest.ai knowledge base API for listing, creating, and retrieving knowledge bases without leaving the conversation context
Web and Python Sandbox
MCP (Model Context Protocol) Server. Provides web content access and Python code execution in a sandboxed environment, enabling information verification and working code demonstrations through containerized tools with appropriate security constraints.
GarenMCP
An AI-powered component design platform that transforms natural language into production-ready React/Vue components using a multi-stage design pipeline and private component libraries.
Katana MCP Server
The Katana MCP Server provides a comprehensive DeFi toolkit for managing assets on the Katana network, including cross-chain bridging, SushiSwap trading, and Yearn vault yield optimization.
ChatGPT WebSearch MCP
A tool that bridges Claude with OpenAI's ChatGPT models, specifically enabling web search capabilities and reasoning models with configurable effort and verbosity levels.
Obsidian Diary
An intelligent journaling assistant for Obsidian that uses local Ollama models to generate reflection prompts, extract tasks, and automatically link diary entries based on thematic similarity.
Unsplash
A FastAPI-based MCP server that integrates Unsplash API, allowing AI models to search for images, list trending photos, and fetch random photography with metadata.
Context Manager
MCP (Model Context Protocol) Server. Provides a structured workflow management system for software development projects, maintaining context across sessions through state tracking of projects, tasks, and file changes from triage through QA phases.
jobswithgpt
Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.
web-research-assistant
MCP server for SearXNG with 13 production-ready tools for web search, package info, GitHub integration, error translation, API docs, and more