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qualityEnables asking questions about image, audio, or video files using state-of-the-art multimodal models. Powered by fal.ai for advanced media analysis and understanding capabilities.
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- -securityFlicense-qualityA server that provides rich UI context and interaction capabilities to AI models, enabling deep understanding of user interfaces through visual analysis and precise interaction via Model Context Protocol.Last updated -59
- -securityFlicense-qualityEnables routing of ML tasks like chat, sentiment analysis, recommendations, and summarization to appropriate models through a dynamic YAML-based registry. Provides async FastAPI endpoints with streaming support, retry logic, and pluggable model architecture for scalable ML inference.Last updated -
- AsecurityFlicenseAqualityThe server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.Last updated -419
- -securityAlicense-qualityRuns a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.Last updated -1,096BSD 3-Clause
- -securityAlicense-qualityAutomatically converts JavaScript modules into MCP-compatible servers, making any JavaScript function accessible to AI systems through secure sandboxing with automatic type inference.Last updated -5MIT License
- -securityFlicense-qualityProvides LLMs with read-only access to search, filter, and retrieve bookmark metadata from Pinboard.in at inference time via Model Context Protocol.Last updated -2
- -securityFlicense-qualityA simple learning-focused MCP server that demonstrates basic functionality with tools for mathematical operations, system information, and email validation, plus sample file resources. Perfect for understanding MCP protocol basics and testing integrations.Last updated -0
- -securityFlicense-qualityProvides weather information and web search capabilities with special support for Hugging Face inference providers. Integrates seamlessly with tiny-agents framework for conversational AI interactions.Last updated -
- AsecurityAlicenseAqualityA Model Context Protocol server that enables AI assistants to analyze Python code, add type annotations, and perform type checking using Pyrefly's type inference engine.Last updated -41MIT License
- -securityAlicense-qualityA Model Calling Protocol server that enables LLMs to perform rigorous Bayesian analysis and probabilistic reasoning, including inference, model comparison, and predictive modeling with uncertainty quantification.Last updated -1MIT License
- AsecurityAlicenseAqualityEmpower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.Last updated -41254Apache 2.0
- -securityFlicense-qualityA server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.Last updated -1
- -securityFlicense-qualityEnables GPT-5 inference via OpenAI API with configurable reasoning effort, verbosity levels, and optional web search integration. Supports per-call parameter overrides for flexible AI model interactions through MCP.Last updated -
- -securityAlicense-qualityTranslates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.Last updated -MIT License
yooztech_mcp_mysqlofficial
-securityAlicense-qualityEnables secure read-only access to MySQL databases with automatic database inference from project context. Provides safe querying capabilities with built-in security features like parameterized queries, whitelisting, and rate limiting.Last updated -1MIT License- -securityAlicense-qualityA server providing rigorous causal inference tools through the Model Context Protocol (MCP), offering 42 specialized causal analysis tools that cover modeling, effect estimation, attribution, root cause analysis, counterfactuals, and sensitivity analysis.Last updated -MIT License
- -securityFlicense-qualityEnables comprehensive JSON file operations including reading, writing, transforming, and analyzing JSON data from local files and URLs. Supports JSON pointer access, schema inference, data merging, and specialized market data optimization tools.Last updated -
- AsecurityFlicenseAqualityA FastMCP server implementation that facilitates resource-based access to AI model inference, focusing on image generation through the Replicate API, with features like real-time updates, webhook integration, and secure API key management.Last updated -16
- -securityAlicense-qualityAn intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.Last updated -5MIT License
- -securityAlicense-qualityProvides seamless access to Grok AI's capabilities (chat completion, image understanding, and function calling) directly from Cline via the Model Context Protocol.Last updated -4715MIT License
- -securityFlicense-qualityProvides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.Last updated -18
- AsecurityAlicenseAqualityMCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.Last updated -1169188MIT License
- AsecurityAlicenseAqualityAnalyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.Last updated -11MIT License
- -securityAlicense-qualityA Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.Last updated -20Apache 2.0
- -securityAlicense-qualityAn intelligent codebase processing server that provides agentic RAG capabilities for code repositories, enabling semantic search and contextual understanding through self-evaluating retrieval loops.Last updated -MIT License
- -securityFlicense-qualityEnables neural memory sequence learning with a memory-augmented model for improved code understanding and generation, featuring state management, novelty detection, and model persistence.Last updated -02
- AsecurityAlicenseAqualityThis server implements the Model Context Protocol to facilitate meaningful interaction and understanding development between humans and AI through structured tools and progressive interaction patterns.Last updated -54MIT License
- -securityAlicense-qualityA simple MCP server implementation that provides AI models with basic Solana RPC methods and helpful development prompts.Last updated -37MIT License
- -securityAlicense-qualityA server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.Last updated -52MIT License
- -securityAlicense-qualityAn MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.Last updated -1MIT License
- -securityFlicense-qualityA server that integrates trained Random Forest models with Bee Framework, enabling ReAct interactivity for AI tools and agents.Last updated -46