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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mayla-debug-mcp-google-calendar2

Schedule and manage Google Calendar events directly from your workspace. Check availability, view…

Futarchy MCP Server

Interact with the Futarchy protocol on Solana to manage DAOs, handle proposals, and perform AI-driven sentiment analysis on community discussions from Discord and Twitter.

6 tools

Weather MCP Server

A weather information server for AI assistants that provides real-time data, multi-day forecasts, and city-to-city weather comparisons via the WeatherAPI.com service.

3 tools

keithah-hostex-mcp

A comprehensive MCP server for managing Hostex vacation rental properties, covering reservations, guest messaging, availability calendars, and channel pricing through the Hostex API.

22 tools

Wiki Analytics Specification MCP Server

Enables AI coding tools to query and validate analytics event specifications maintained as Wiki markdown tables, providing structured access to events, properties, and implementation details through MCP.

Doubao Image Description MCP Server

Enables visual understanding and image description capabilities for iFlow CLI and Claude Desktop using Doubao's vision model. It supports 18 image formats and features automatic optimization, caching, and Chinese language optimization.

ClickUp MCP Server

Enables AI assistants to interact directly with the ClickUp REST API v2 for managing tasks, folders, and lists. It supports full workspace hierarchy management, time tracking, and task operations through natural language.

think

A comprehensive suite of structured thinking tools that provides AI assistants with mental models, decision frameworks, and systematic debugging approaches to improve problem-solving and reasoning.

11 tools

mcp-meet

Failed

One-click Google Meet scheduling and Apple Calendar mirroring with smart availability detection

jira-rest-mcp-server

Needs Setup

A robust MCP server providing seamless Jira integration via a REST API, featuring automatic bidirectional Markdown-to-ADF conversion for issues and comments.

18 tools

@g99/lightrag-mcp-server

Needs Setup

A comprehensive MCP server providing 30+ tools for LightRAG integration, enabling document management, multi-mode retrieval, and advanced Knowledge Graph operations.

34 tools

@divvi/mcp-server

Failed

A specialized MCP server that enables AI assistants to automatically integrate the Divvi referral SDK into JavaScript/TypeScript blockchain applications by analyzing project structures and providing implementation guidance.

1 tool

Greply MCP Server

Enables file and directory searching through the greply CLI tool with configurable search options like context lines, case sensitivity, and pattern matching. Provides direct access to powerful grep-like functionality from MCP-compatible clients.

@tscodex/mcp-images

Needs Setup

A comprehensive image processing server for manipulation, color extraction, stock image searching through Pexels/Pixabay, and AI generation via DALL-E.

15 tools

@yikizi/mcp-local-rag

Needs Setup

A private, local Retrieval-Augmented Generation (RAG) server that provides hybrid search and memory management for documents and code files using LanceDB and Transformers.js.

6 tools

@lexmata/github-projects-mcp

Needs Setup

A comprehensive MCP server for managing GitHub Projects V2, enabling full control over projects, items, custom fields, and views for users and organizations.

17 tools

real-mcp

Validated

Multi-product MCP server with @langchain/mcp-adapters integration for RealGrid and other products

4 tools

HAPI MCP Server

HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assistants

mendicant-mcp-server

Validated

A sophisticated orchestration intelligence server that uses Bayesian reasoning, adaptive learning, and pattern recognition to coordinate multi-agent AI systems and optimize execution strategies.

11 tools

QuantumArchitect MCP

QuantumArchitect MCP is a comprehensive toolkit for AI agents to design, simulate, and validate quantum circuits across various hardware architectures like IBM and Rigetti. It provides specialized tools for quantum algorithm generation, noise estimation, and circuit complexity scoring.

29 tools

@fabriqa.ai/pdf-reader-mcp

Validated

A Model Context Protocol server for Claude Code that enables efficient PDF processing through text extraction, targeted searching, and metadata retrieval without exhausting the context window.

3 tools

mcp-rag-server

A robust MCP server that exposes Retrieval-Augmented Generation (RAG) capabilities, allowing AI assistants like Claude to index, search, and query documents stored in ChromaDB.

7 tools

jules-mcp-server-smithery-test

A robust MCP server for the Google Jules API that enables AI assistants to trigger autonomous coding tasks and manage complex recurring development workflows with local cron scheduling.

6 tools

@muhammadmehdi/ollama-mcp-server

Needs Setup

A universal MCP server that provides a standardized interface to interact with local Ollama instances, enabling AI models to list, chat with, and manage local LLMs.

6 tools

noodle-perplexity-mcp

Needs Setup

A Perplexity API Model Context Protocol (MCP) server that unlocks Perplexity's search-augmented AI capabilities for LLM agents. Features robust error handling, secure input validation, transparent reasoning, and multimodal support with file attachments (P

@mcp-z/oauth

Failed

A specialized MCP server for orchestrating multi-account OAuth authentication and secure token storage across providers like Google and Microsoft. It provides a standardized set of tools for account lifecycle management and identity switching.

4 tools

@mobilepixel/mcp

Needs Setup

MobilePixel MCP provides a suite of 20 essential tools for iOS and Android automation, enabling AI assistants to perform device management, app interactions, and diagnostic logging directly via Appium.

20 tools

mrugankpednekar-mcp-optimizer

An optimization engine that solves linear and mixed-integer programs, featuring natural language parsing and data file integration for complex workforce and resource allocation problems.

5 tools

x-search-mcp

An MCP server that enables searching X (formerly Twitter) using the xAI Responses API, featuring structured output parsing and citation normalization.

1 tool

pangea-mcp-server

A comprehensive MCP server providing integration with Pangea's security services, including AI safety guards, threat intelligence, data redaction, secure audit logging, and vault management.

19 tools