AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Agentic Multi-AI Toolkit
A pure agentic MCP server that centralizes specialized agents for OpenAI, local Ollama models, and file system operations into a unified tool registry.
Database Bulk Update
MCP (Model Context Protocol) Server. Streamlines database updates from CSV and Excel files, supporting multiple database types for efficient data migration and synchronization tasks.
Magic: The Gathering
MCP (Model Context Protocol) Server. Integrates Magic: The Gathering data sources to provide unified access for card searches, rules lookup, and set information retrieval.
Memara Memory
A memory persistence bridge for AI assistants that allows storing, searching, and organizing long-term context across platforms like Claude and Cursor.
Symbol Blockchain
MCP (Model Context Protocol) Server. Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated tools from the Symbol OpenAPI specification.
SSH MCP Server
A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).
GitHub PR Reviewer (Notion)
MCP (Model Context Protocol) Server. Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of code changes in Notion.
@remem/mcp-server
Remem is a local-first activity logger and personal memory assistant that captures daily work activities in SQLite, generates structured reports, and enables long-term reflection.
Mermaid
MCP (Model Context Protocol) Server. Provides a bridge to mermaid.js for generating flowcharts, sequence diagrams, and other visualizations through natural language
Git Repository Browser
A Node.js MCP server that enables comprehensive Git repository exploration, allowing users to clone, browse structures, read file contents, compare branches, and analyze commit histories.
FindFiles
A robust file discovery server for local systems that provides advanced filtering by metadata, attributes, and internal content across multiple root directories.
Keyphrases
A BERT-powered extraction server that identifies meaningful keyphrases and metadata from local text documents using spaCy and sentence transformers. It provides accurate, context-aware keyword analysis while preserving privacy by only exposing extracted tags to the LLM.
FiftyOne MCP Server
Enables AI assistants to explore computer vision datasets and execute over 80 built-in operators using the FiftyOne framework via MCP tools.
Redmine
MCP (Model Context Protocol) Server. Integrates with Redmine to enable project management tasks like accessing project details and creating issues through a custom API built on the node-redmine library.
Cloudsway SmartSearch
Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.
PermShell
A secure shell execution server that uses desktop notifications to require explicit user approval for every command, ensuring safety and transparency for local system access.
Search MCP Server
Recommends the most relevant MCP servers based on the client's query by searching this README file.
Documentation Search (Groq + Serper)
An MCP server that retrieves, cleans, and structures documentation from popular AI libraries by combining Serper web search with Groq LLM-powered HTML processing.
DOCX Document Processor
A specialized MCP server for processing Microsoft Word documents, offering advanced tools for text extraction, HTML/Markdown conversion, and structural analysis using the Mammoth library.
Volcengine Knowledge Base
MCP (Model Context Protocol) Server. Connects to Volcengine's knowledge base API for searching and retrieving organizational information with customizable search parameters and authentication via Volcengine credentials.
WeChat Article MCP Server
A server that enables saving Markdown articles as WeChat Official Account drafts, featuring automatic image uploading and rendering of Mermaid diagrams into compatible formats.
kafka-mcp
An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients.
MCP Server for Binge-watch
A Model Context Protocol server for managing and interacting with Binge-watch, MoonTV, and LunaTV video-on-demand services.
WorldAnvil
A comprehensive WorldAnvil integration for MCP that automates worldbuilding workflows, including article creation, map management, and content organization with automatic Markdown-to-BBCode conversion.
Fabric Docker
A containerized Model Context Protocol server for the Fabric AI framework, providing access to over 233 crowdsourced prompt patterns across multiple LLM providers.
AQICN Air Quality
MCP (Model Context Protocol) Server. Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally.
Browser Use
MCP (Model Context Protocol) Server. Enables AI assistants to navigate websites, extract content, and automate browser tasks through asynchronous execution with detailed progress tracking and flexible deployment options.
Sefaria Jewish Library
MCP (Model Context Protocol) Server. Integrates with Sefaria.org API to provide access to Hebrew and English Jewish texts, weekly Torah portions, and associated commentaries for religious study and scholarly research.
AivisSpeech
MCP (Model Context Protocol) Server. Enables AI systems to generate and play speech audio from text input through the AivisSpeech API, with configurable speaker settings for voice output applications.
search-console-mcp
Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.