AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
ClipSense MCP Server
Enables AI-powered analysis of mobile app bug videos through screen recordings. Analyzes crashes, UI issues, and unexpected behavior in React Native, iOS, and Android apps to provide root cause identification and code fix suggestions.
AI-Driven Remediation Testing
Orchestrates end-to-end testing of AI-powered incident remediation workflows through declarative YAML scenarios, fault injection, AI response evaluation, and automated command execution with comprehensive reporting.
MCP Memory
Enables AI assistants to remember and retrieve user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
FLLCAI
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YTPipe
Transforms YouTube videos into LLM-ready knowledge bases through transcription, semantic chunking, and vector embedding services. It provides 12 specialized MCP tools for video processing, semantic search, and SEO intelligence analysis.
Autokirk MCP Server
Transforms business descriptions into structured AIS (Autokirk Interaction Standard) blueprints that organize operations, divisions, and AI opportunities using the Autokirk Founder Operating Format.
Dexcom + Carb Search
Enables diabetes management by retrieving real-time glucose readings from Dexcom continuous glucose monitors and searching for carbohydrate content of foods to help make informed dietary decisions.
aifais-mcp-server
Headless document processing for AI agents. Invoice extraction, contract analysis, and Dutch business verification. Pay-per-use via X402 on Solana. No API keys needed.
YouTube Media Downloader
Enables comprehensive YouTube data access including video details, playlists, channels, comments, search, and subtitle operations through the YouTube Media Downloader API.
accelerators
Vector embeddings, CloudFormation generation, and OAuth validation tools.
Auckland Transport MCP Server
Enables searching for Auckland public transport stops and retrieving real-time transit schedules and timetables using the Auckland Transport API with GTFS standardized data.
Yakpdf MCP Server
Enables PDF generation from URLs or HTML strings through the Yakpdf API, allowing users to convert web content into PDF documents.
Zoopla MCP Server
Enables access to UK property listings, price estimates, agent information, and market data through the Zoopla API for searching properties for sale or rent with detailed filters and analytics.
Pollinations Think MCP Server
A sophisticated reasoning and research MCP server that leverages Pollinations AI's DeepSeek and SearchGPT models for multi-cycle strategic analysis and real-time web information retrieval.
AlphaVantage
MCP (Model Context Protocol) Server. Bridges AlphaVantage's financial data ecosystem by providing real-time access to stock market, forex, cryptocurrency, and fundamental financial metrics for data-driven investment research and analysis.
Gmail MCP Server
Enables AI applications to send emails, manage drafts, and compose professional emails through Gmail API with secure multi-user OAuth2 authentication and encrypted token storage.
Haiguitang MCP Server
A gaming MCP server that enables LLMs to host Situation Puzzles (Lateral Thinking Puzzles), managing game rules, riddle inventories, and interactive logic puzzles.
Neo4j Memory Server
Provides AI assistants with persistent graph-based memory capabilities using Neo4j, enabling semantic search, relationship tracking, and knowledge organization across multiple project contexts.
Google Cloud Healthcare API MCP Server
Enables interaction with FHIR resources on Google Cloud Healthcare API through a SmartOnFHIR gateway secured by Firebase Auth, providing access to patient data, medical records, and medical research tools like PubMed.
GitHub Agentic Chat
MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable natural language interaction with repositories, offering tools for searching, creating issues, and performing semantic searches across stored documents using PostgreSQL with pgvector.
TypeScript MCP Server Boilerplate
A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, featuring example tools (calculator, greet), resources (server info), and AI image generation capabilities via Hugging Face.
Qdrant Retrieve
MCP (Model Context Protocol) Server. Enables semantic search across multiple document collections using Qdrant vector database integration, allowing natural language queries with configurable result counts and collection tracking.
Moodle MCP Server
Enables interaction with Moodle learning management systems through the Moodle REST API. Supports course management, user enrollment, assignments, forums, quizzes, and file operations through natural language.
Moodle MCP Server
Enables interaction with Moodle learning management systems through the REST API. Supports course management, user enrollment, assignment handling, and forum operations through natural language.
Taiwan Government Open Data MCP Server
Enables searching and querying Taiwan government open datasets from data.gov.tw using AI-powered search through Cloudflare Workers.
Roller Derby Rules MCP Server
Provides access to French Roller Derby rules documentation, enabling search across sections, retrieval of specific rule sections (game parameters, scoring, penalties, officiating), and browsing the complete rulebook.
Geospatial MCP Server
Enables advanced geospatial analysis including elevation queries, line-of-sight calculations, terrain visualization, and autonomous drone mission planning with real-time safety analysis and 3D visualization capabilities.
Railway MCP Server
Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
Volcengine Image Generation MCP Server
A Model Context Protocol server that integrates Volcengine's text-to-image API, specifically the doubao-seedream model, for professional AI image generation.
Claude Infinite Context
An MCP server that enables long-term memory for Claude Code by using Redis and AI-powered summarization to bypass the 200k token context limit.