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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Desmos

3

A mathematical MCP server that provides formula validation, symbolic analysis, and function plotting using SymPy and the Desmos API.

4 tools

XRP Ledger

3

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.

17 tools

Lighthouse Performance Auditing

3

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.

18 tools

Pydantic AI Docs

3

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.

5 tools

Esa.io

3

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

3

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

6 tools

Vision Relay

3

An MCP server that bridges text-only models to vision capabilities by relaying image analysis requests through Google Gemini and Alibaba Qwen CLI tools.

2 tools

Swagger/Postman API Explorer

3

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

8 tools

Dify Workflows

3

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

3

Enables marketers and analysts to retrieve advertising campaign data from Kayzen's reporting API, including report listing and data retrieval.

Carbon Voice

3

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.

27 tools

BirdNet-Pi

3

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.

5 tools

Crawl4ai Web Crawler

3

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.

2 tools

mcp-server

3

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.

8 tools

MailNet

3

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.

11 tools

B12 Website Generator

3

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.

1 tool

Funky Junction

3

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.

16 tools

Vidu

3

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.

3 tools

PHPocalypse

3

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.

4 tools

Reminders

3

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.

6 tools

Smallest.ai Knowledge Base

3

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

3 tools

Web and Python Sandbox

3

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.

2 tools

GarenMCP

3

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.

3 tools

Katana MCP Server

3

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.

8 tools

ChatGPT WebSearch MCP

3

A tool that bridges Claude with OpenAI's ChatGPT models, specifically enabling web search capabilities and reasoning models with configurable effort and verbosity levels.

1 tool

Obsidian Diary

3

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.

6 tools

Unsplash

3

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.

3 tools

Context Manager

3

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

3

Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.

2 tools

web-research-assistant

3

MCP server for SearXNG with 13 production-ready tools for web search, package info, GitHub integration, error translation, API docs, and more

13 tools