AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
JSON Query
MCP (Model Context Protocol) Server. Provides tools for efficiently querying, searching, and extracting specific information from large JSON files without processing entire structures
Multi-Document RAG
MCP (Model Context Protocol) Server. Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.
AutoML
A comprehensive automated machine learning platform that provides tools for data cleaning, feature engineering, model selection, hyperparameter tuning, and advanced visualization through the Model Context Protocol.
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.
Vercel AI
MCP (Model Context Protocol) Server. Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.
Penrose
MCP (Model Context Protocol) Server. Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs.
Bazel
MCP (Model Context Protocol) Server. Bridges AI with Bazel build system, enabling target building, dependency querying, test running, and workspace management even in environments with misconfigured shells.
Yahoo Finance
📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.
Grok Image Generator
MCP (Model Context Protocol) Server. Connects to xAI/Grok's image generation API, enabling text-to-image creation with support for multiple images, different response formats, and seamless integration into creative workflows.
Jira
A comprehensive MCP server for Jira Cloud integration, enabling issue lifecycle management, JQL searching, metadata discovery, and automated workflow transitions via the Jira REST API v3.
OpenAPI Analyzer
MCP (Model Context Protocol) Server. Analyzes OpenAPI specifications with seven core tools including spec loading, API listing, endpoint searching, statistics generation, inconsistency detection, and schema comparison for API documentation review, validation, and multi-API comparison workflows.
libvirt-mcp
A specialized MCP server that provides an interface for Large Language Models to manage libvirt-based virtualization, allowing for the creation, destruction, and monitoring of virtual machines.
ElizaOS Agents
A bridge between Cursor IDE and ElizaOS agents, allowing developers to manage, select, and communicate with AI agents directly within their coding environment using the Model Context Protocol.
ActivityPub MCP
A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks.
Osmosis
A bridge for the Model Context Protocol that enables AI agents to interact with the Osmosis blockchain, supporting operations like token swaps and account management.
Hanzo
A comprehensive MCP server providing tools for file operations, UI component management, system automation (AutoGUI), and multi-agent orchestration.
Starknet
MCP (Model Context Protocol) Server. Integrates with Starknet's JSON-RPC API to enable querying blockchain state, retrieving transaction data, and executing contract calls for blockchain analytics and smart contract interactions.
ROS 2 Bridge
A bridge that dynamically exposes ROS 2 robotics services as MCP tools and topics as resources, enabling LLMs to control robots and analyze sensor data. It automatically translates ROS message types and source code comments into tool parameters and descriptions.
JUCE Docs
MCP (Model Context Protocol) Server. Parses JUCE Framework HTML documentation from Stanford CCRMA's website, converting class details into markdown-formatted resources for developers to easily search and retrieve C++ class information.
Together AI (Flux.1 Schnell)
An MCP server that integrates Together AI's Flux.1 Schnell model for high-quality image generation with customizable dimensions and optional local file saving.
Godot Documentation
A specialized MCP server that provides AI agents with direct access to Godot Engine documentation through search, page retrieval, and detailed class information tools.
Slunk (Slack Conversation Search)
A Slack conversation search server that uses macOS accessibility APIs to monitor messages in real-time and provides semantic search capabilities through local SQLite storage with vector embeddings.
vulnicheck
Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations.
OpenFGA
MCP (Model Context Protocol) Server. Enables large language models to interact with OpenFGA authorization stores by providing tools to read, search, and manipulate fine-grained access control policies with support for checking permissions and generating access decision explanations.
TFT-Match-Analyzer
MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.
Docs.rs
MCP (Model Context Protocol) Server. Streamlines Rust documentation workflows by providing tools for building, managing, and searching crate documentation through cargo doc commands with caching and error handling.
Fermat (Mathematical Computing)
A mathematical computing MCP server that provides comprehensive tools for numerical analysis, symbolic mathematics, and data visualization using NumPy, SymPy, and Matplotlib. It supports complex operations ranging from linear algebra and calculus to generating various types of plots and charts.
GitLab & Jira
A robust integration server connecting GitLab's DevOps lifecycle with Jira's project management. It enables AI agents to manage merge requests, CI/CD pipelines, repository files, and complex Jira ticketing workflows with features like fuzzy matching for sprints and priorities.
Exa Pool
A lightweight MCP server that wraps the Exa Pool API, enabling AI assistants to perform semantic web searches using the Exa search engine.
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.