AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
3D Relief Generator
Converts 2D images or depth maps into 3D relief STL files suitable for 3D printing, with configurable dimensions, thickness, and detail levels.
pi-mcp-adapter
A token-efficient adapter for the Pi coding agent that reduces context window usage by replacing multiple tool definitions with a single proxy tool for on-demand discovery and execution.
Trello Desktop MCP
A comprehensive Trello integration for Claude Desktop that enables full lifecycle management of boards, cards, lists, and collaboration via natural language.
Alfresco Content Services
MCP (Model Context Protocol) Server. Integrates with Alfresco Content Services to provide document search, upload, download, metadata management, and repository operations for enterprise content management workflows.
lc2mcp
A lightweight adapter that converts existing LangChain tools into FastMCP tools, granting access to the vast LangChain tool ecosystem for MCP-compatible clients like Claude and Cursor.
CallCenter.js VoIP Telephony
A VoIP telephony MCP server that connects Claude to phone networks via SIP, using OpenAI's Real-Time Voice API for natural, automated conversations. It features intelligent call brief processing and supports high-quality G.722 audio for professional-sounding interactions.
v0-mcp
A Vercel v0 MCP server that enables generation and iterative refinement of React UI components from text descriptions or design images.
MCP Server for OSCAL
A specialized MCP server providing tools to interact with NIST's OSCAL framework, enabling AI agents to access schemas, explore models, and generate valid security compliance documentation.
Claude Code Prompt Engineer
An advanced MCP server that intelligently optimizes natural language requests into structured code development prompts, featuring automatic language detection and interactive Q&A refinement for Claude Code sessions.
GetWeb
A comprehensive web search and content extraction server that integrates DuckDuckGo, Google, Felo AI, and Jina Reader to provide LLM-friendly markdown content, metadata, and technical insights.
Bilibili
This MCP server enables interaction with Bilibili, allowing users to fetch video metadata, search for content using keywords, and retrieve detailed user profiles via the Bilibili API.
OpenAI SDK Knowledge
A specialized MCP server providing expert-level OpenAI API assistance using RAG capabilities, automated data collection from GitHub and forums, and vector search for technical guidance.
AgentOps
Provide observability and tracing for debugging AI agents with AgentOps API.
SSH Rails Runner
An MCP server that enables secure remote execution of Rails console commands via SSH, featuring a prepare-and-execute workflow for safe read-only and mutation operations on production environments.
Hive Intelligence
A comprehensive cryptocurrency and Web3 analytics MCP server providing unified access to market data, on-chain DEX activity, portfolio tracking, and security analysis.
Unsplash
MCP (Model Context Protocol) Server. Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for seamless imagery integration in conversations.
Kubernetes
MCP (Model Context Protocol) Server. Enables direct Kubernetes cluster management through a Kotlin-based server that provides tools for monitoring and controlling pods, deployments, services, storage, networking, and Helm releases using the official Kubernetes Java client.
Social Media Sync
MCP (Model Context Protocol) Server. Enables cross-platform social media content creation by integrating Twitter, Mastodon, and LinkedIn through a unified server that leverages multiple AI models for generating and posting content with robust platform-specific formatting and research capabilities.
Hooks
An MCP server that converts localized shell commands and prompt templates defined in YAML into secure, discoverable tools for AI coding assistants.
workflowy
A comprehensive MCP server for Workflowy providing full CRUD operations, regex-powered search and replace, and detailed usage/stale-content reports.
ComfyUI
A pipeline wrapper that integrates ComfyUI into Open WebUI using the Model Context Protocol, enabling workflow-based image generation via natural language prompts.
Dify Dataset Retriever
This MCP server enables integration with Dify's knowledge base, allowing models to search and retrieve specialized information from hosted datasets via the Dify API.
Beyond Social (Farcaster)
MCP (Model Context Protocol) Server. Integrates with social platforms like Farcaster to provide standardized access to user profiles, content search, thread analysis, and trending topics through flexible stdio and HTTP/SSE transports.
Julia Documentation
MCP (Model Context Protocol) Server. Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.
OpenBudget
MCP (Model Context Protocol) Server. Provides access to Israel's OpenBudget API for querying and searching government financial data including budgets, contracts, and support payments
Folo RSS Reader
A Model Context Protocol server for the Folo RSS reader that enables users to manage subscriptions, retrieve entries, and organize feed content through LLM interfaces.
VibeStudio (FFmpeg)
MCP (Model Context Protocol) Server. Provides video and audio editing capabilities through FFmpeg integration with 14 tools for media information extraction, format conversion, trimming, merging, subtitle addition, resizing, filtering, frame extraction, thumbnail generation, and audio normalization.
Dan Vega Courses
MCP (Model Context Protocol) Server. Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational content metadata.
gravity-mcp
A robust MCP server for Gravity Forms that provides comprehensive access to the WordPress plugin's API, including form management, entry searching, field operations, and add-on feed configuration.
Shufersal
MCP (Model Context Protocol) Server. Automates Shufersal supermarket shopping by converting recipe links into shopping lists, searching the product catalog with personalized results for logged-in users, and adding items directly to the cart through browser automation.