AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Wikipedia MCP Server
Provides Claude with real-time access to Wikipedia through four essential tools: search articles, get full content, retrieve summaries, and find related articles. Enables comprehensive Wikipedia research workflows with structured data access and no API keys required.
Trinity
A Go-based MCP server that bridges AI systems with Trinity's formula-based capabilities through a JSON-RPC interface. It enables LLMs to execute specific Trinity formulas as functional tools.
SF Permits MCP Server
Provides access to San Francisco public permitting, business, and property data through the Socrata SODA API. Users can search permit details, aggregate statistics, and look up property assessments using natural language.
SevenRooms MCP Server
Enables restaurant reservation management through SevenRooms API, allowing users to create reservations and query available time slots with guest details and party size information.
Obsidian MCP Server
Allows AI models to interact with Obsidian notes through the Local REST API, enabling creation, reading, updating, searching of notes, and Git-based automatic backups.
Markdown MCP Server
A server that provides HTTP API access to manage Obsidian Vaults and Markdown files, allowing users to access notes, statistics, links, templates, and search capabilities.
Dify Knowledge MCP Server
A Model Context Protocol server that enables AI assistants like Cursor to directly query and retrieve information from Dify knowledge bases through natural language.
Chronos (Stellar Blockchain)
MCP (Model Context Protocol) Server. Enables direct interaction with the Stellar blockchain network for wallet connections, token management, balance checking, and fund transfers without requiring manual blockchain operations.
echomindr
Real founder decisions, lessons and signals from 100+ podcasts — searchable by AI agents.
Network Security Control Reviews
Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
OpenSearch
MCP (Model Context Protocol) Server. Integrates with OpenSearch databases to enable direct querying and data retrieval for log analysis, document retrieval, and structured data querying without leaving the conversation interface.
MCP Memory
An MCP server implementing memory solutions for data-rich applications using HippoRAG for efficient knowledge graph capabilities, enabling search across multiple sources including uploaded files.
Stockfish
MCP (Model Context Protocol) Server. Play chess against the Stockfish engine
Emotion Analyzer
A specialized MCP server that detects 19 emotional states within text and provides constructive interpretations to assist in emotional understanding and processing.
ComputeGauge MCP
Provides cost intelligence and a reputation scoring system to help AI agents optimize spending through smart model selection and local-to-cloud routing. It enables real-time cost tracking and rewards agents for making efficient, high-credibility decisions across various LLM providers.
rag-mcp-server
A sophisticated Retrieval-Augmented Generation (RAG) server for codebases featuring automated indexing, intelligent content-aware chunking, and hybrid semantic search capabilities.
Tagny Web Access
A web automation MCP server that enables LLMs to fetch plain text from URLs, extract hyperlinks, and perform searches via Brave or DuckDuckGo.
CLI Executor
An MCP server that allows for secure, asynchronous execution of local CLI commands with built-in error handling and argument management.
MCP Stock Details Server
A Model Context Protocol server providing comprehensive Korean stock market analysis, including financial data, valuation metrics, ESG information, and investment insights.
Image Generation (Replicate)
This MCP server integrates with Replicate's API to generate images using Stable Diffusion XL and provides local storage management for generated assets.
Image Reader
MCP (Model Context Protocol) Server. Provides advanced image processing capabilities using TypeScript and Sharp, enabling users to list, analyze, resize, and convert images through flexible metadata extraction, thumbnail generation, and format conversion tools.
Percept
Ambient voice intelligence for AI agents. Wearable mics to agent actions via MCP.
AI Ops Hub
An MCP server with RAG capabilities that provides AI clients secure access to local notes, documents, web pages, and task management tools for developer operational tasks. Features file operations, web scraping with content cleaning, and personal knowledge corpus search functionality.
Homework Grading MCP
Enables automated grading of student homework images using Qwen3-VL multimodal model, supporting multiple subjects and question types with detailed feedback and batch processing capabilities.
Yachtsy AI
MCP (Model Context Protocol) Server. Provides AI-powered yacht and boat marketplace intelligence by integrating with the Yachtsy Agent API
Sirr MCP Server
Provides Claude Code direct access to a Sirr secret vault for reading, pushing, listing, and deleting secrets with expiry constraints. It enables natural language secret management while keeping credentials secure through metadata-only listing and controlled value retrieval.
n8n-MCP
Provides AI assistants with comprehensive access to n8n node documentation, properties, and workflow templates. It enables models to search, understand, and manage n8n automation workflows through structured access to over 1,000 node types.
Perplexity AI
A Python-based MCP server that integrates Perplexity AI into development environments, featuring persistent SQLite-backed chat history and specialized tools for technical queries.
Google Sheets MCP Server
Enables AI agents to seamlessly interact with Google Sheets through secure OAuth 2.0 authentication. Supports reading, searching, updating spreadsheet data, and managing sheets with smart text replacement and batch operations.
Google Sheets MCP Server
A Claude Desktop Extension that provides seamless access to Google Sheets data through the Model Context Protocol, allowing Claude to efficiently navigate and analyze spreadsheets using a two-tool approach for handling large datasets.