AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
TFT-Match-Analyzer
MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.
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.
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.
man-mcp-server
MCP to search and access man pages on the local machine.
AgentKits Memory
A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.
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.
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.
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.
Vercel AI
MCP (Model Context Protocol) Server. Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.
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
Web Curl
MCP (Model Context Protocol) Server. Enables web content retrieval and API interaction with customizable resource blocking, authentication options, and automatic URL/search query detection for information retrieval and web automation tasks
Proxmox
MCP (Model Context Protocol) Server. Integrates with Proxmox virtualization platform to monitor cluster health, manage VM and container lifecycles, execute commands within VMs via QEMU guest agent, and track storage resources across nodes.
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.
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.
Penrose
MCP (Model Context Protocol) Server. Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs.
Apache Solr
An MCP server that enables AI assistants to interact with Apache Solr for advanced search queries, document indexing, and comprehensive collection management.
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.
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.
Chatterbox TTS
MCP (Model Context Protocol) Server. Converts text to speech using either high-quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts.
rlm-claude
Recursive Language Models for Claude Code - Infinite memory solution inspired by MIT CSAIL paper
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.
Hanzo
A comprehensive MCP server providing tools for file operations, UI component management, system automation (AutoGUI), and multi-agent orchestration.
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.
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.
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.
ZKProof
MCP (Model Context Protocol) Server. Enables privacy-preserving computations with zero-knowledge proofs for verifying claims like age requirements without revealing sensitive personal data
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.
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.
YFinance Trader
MCP (Model Context Protocol) Server. Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices, symbol search, analyst recommendations, and insider transactions.