Optuna

Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.

Experience seamless AI-powered 3D modeling by connecting Blender with Claude AI via the Model Context Protocol. BlenderMCP enables two-way communication, allowing you to create, modify, and inspect 3D scenes directly through AI prompts. Control objects, materials, lighting, and execute Python code in Blender effortlessly. Access assets from Poly Haven and generate AI-driven models using Hyper3D Rodin. This integration enhances creative workflows by combining Blender’s robust tools with Claude’s intelligent guidance, making 3D content creation faster, interactive, and more intuitive. Perfect for artists and developers seeking AI-assisted 3D design within Blender’s environment.

Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining data control.

ElevenLabs

Official

Unleash powerful Text-to-Speech and audio processing with the official ElevenLabs MCP server. It enables MCP clients like Claude Desktop, Cursor, and OpenAI Agents to generate speech, clone voices, transcribe audio, and create unique sounds effortlessly. Customize voices, convert recordings, and build immersive audio scenes with easy-to-use APIs designed for creative and practical applications. This server integrates seamlessly, expanding your AI toolkit to bring rich, dynamic audio experiences to life across various platforms and projects.

Magic

Official

Create stunning UI components instantly with Magic AI Agent using natural language commands. This powerful tool supports popular IDEs like Cursor, Windsurf, and VSCode, generating modern, customizable React components inspired by 21st.dev’s library. Enjoy real-time previews, full TypeScript support, and access to professional brand assets via SVGL. Magic AI Agent seamlessly integrates generated components into your project, respecting your code style, and handles designs from simple buttons to complex interactive forms. Stay up to date with new community-published components and enhance your UI development workflow effortlessly.

Unlock powerful AI-driven control in Unity with Unity-MCP, a versatile bridge linking large language models to Unity's tools. It enables AI to understand and utilize Unity’s features—like creating, modifying, and managing GameObjects, Assets, Scenes, and more—directly inside the Unity Editor. Developers can extend Unity-MCP by adding custom tools to tailor AI interactions for advanced workflows, rapid prototyping, or automation. Designed for flexibility and future player build support, this project empowers you to integrate intelligent AI capabilities seamlessly into your Unity development process.

Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol renaming, file moving with import path corrections, cross-file reference updates, type signature analysis, and module dependency exploration across entire codebases.

Unified server providing access to OpenAI O3, Google Gemini 2.5 Pro, and Azure OpenAI models with automatic usage tracking, cost estimation, and nine specialized development tools for code analysis, debugging, and documentation generation.

MoviePy-based video editing server that provides comprehensive video and audio processing capabilities including trimming, merging, resizing, effects, format conversion, YouTube downloading, and text/image overlays through an in-memory object store for chaining operations efficiently.

Provides dual-cycle metacognitive reasoning framework that detects when autonomous agents get stuck in repetitive behaviors through statistical anomaly detection and semantic analysis, then automatically diagnoses failure causes and generates recovery strategies using case-based learning.

Excel

Unlock powerful Excel automation with this MCP server that reads and writes Excel files effortlessly. It supports text, formulas, sheet creation, and works with XLSX, XLSM, XLTX, and XLTM formats. Windows users benefit from live editing and screen capture features. The server offers tools to describe sheets, read cell ranges with pagination, write values or formulas, create tables, and copy sheets. Configurable paging limits help manage large data efficiently. Designed for seamless Excel data manipulation, it enhances workflow automation and integration with other systems through the Model Context Protocol.

Integrates with pykrx to provide real-time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data, market capitalization, fundamental metrics, and trading volumes.

Meta Ads

Remote

Unlock AI-driven insights and control for your Meta ad campaigns across Facebook and Instagram. Meta Ads MCP enables large language models to analyze performance, visualize creatives, and provide strategic recommendations through a unified interface. Manage campaigns, ad sets, and ads with actionable feedback on budget allocation, targeting, and creative improvements. Compatible with any MCP client and supports comprehensive campaign management on all Meta platforms. Leverage automated monitoring, creative optimization, and detailed performance metrics to maximize your advertising impact effortlessly.

Provides read-only access to PostgreSQL databases with enhanced multi-schema support, enabling schema inspection, query execution, and isolation across multiple namespaces.

Gralio

Official Remote

Access 3+ million SaaS reviews, detailed pricing data, alternatives, ratings, funding information, growth metrics, user sentiment analysis, and functional feature data for over 30,000 software products.

MCP Server Chart

Generate 25+ diverse chart types effortlessly with MCP Server Chart powered by AntV. This TypeScript-based server supports area, bar, line, pie, radar, Sankey, word cloud, and many other charts, including geographic visualizations specific to China. It enables clear and interactive display of data trends, distributions, relationships, and hierarchies. Flexible tool filtering and record management features enhance customization and monitoring. Perfect for visualizing complex datasets, MCP Server Chart integrates smoothly with various MCP tools and environments, providing developers with a powerful, easy-to-use chart generation solution to communicate data visually and effectively.

Provides real-time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and 36kr through separate tools with temporary caching for improved performance.

Securely extracts text, metadata, and page information from PDF files within a project directory using pdfjs-dist for both local files and remote URLs.

Integrates with Datadog's API to enable incident management, including listing and retrieving incident information for system monitoring and observability workflows.

Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases, providing general queries, sandbox-mode code execution for safe testing, and structured response handling with behavioral flags for context control.