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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

3D Relief Generator

13

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

13

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.

1 tool

Trello Desktop MCP

13

A comprehensive Trello integration for Claude Desktop that enables full lifecycle management of boards, cards, lists, and collaboration via natural language.

19 tools

Alfresco Content Services

13

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.

15 tools

lc2mcp

13

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.

5 tools

CallCenter.js VoIP Telephony

13

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.

2 tools

v0-mcp

13

A Vercel v0 MCP server that enables generation and iterative refinement of React UI components from text descriptions or design images.

4 tools

MCP Server for OSCAL

13

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.

4 tools

Claude Code Prompt Engineer

13

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.

3 tools

GetWeb

13

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.

7 tools

Bilibili

13

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

13

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.

2 tools

AgentOps

13

Provide observability and tracing for debugging AI agents with AgentOps API.

4 tools

SSH Rails Runner

13

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.

3 tools

Hive Intelligence

13

A comprehensive cryptocurrency and Web3 analytics MCP server providing unified access to market data, on-chain DEX activity, portfolio tracking, and security analysis.

Unsplash

13

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.

3 tools

Kubernetes

13

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

13

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.

3 tools

Hooks

13

An MCP server that converts localized shell commands and prompt templates defined in YAML into secure, discoverable tools for AI coding assistants.

8 tools

workflowy

13

A comprehensive MCP server for Workflowy providing full CRUD operations, regex-powered search and replace, and detailed usage/stale-content reports.

14 tools

ComfyUI

13

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

13

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.

1 tool

Beyond Social (Farcaster)

13

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.

11 tools

Julia Documentation

13

MCP (Model Context Protocol) Server. Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.

2 tools

OpenBudget

13

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

3 tools

Folo RSS Reader

13

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)

13

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.

13 tools

Dan Vega Courses

13

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.

3 tools

gravity-mcp

13

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.

24 tools

Shufersal

13

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.

5 tools