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by K-Dense-AI • Uncategorized
An MCP server enabling semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Discover and retrieve relevant Claude Agent Skills via semantic search.
That require fast, progressive loading of skill metadata and content without timeout issues.
Integrate multiple skill sources including official and scientific skill repositories.
This MCP server provides intelligent search capabilities using vector embeddings to discover relevant Claude Agent Skills from multiple curated sources. It features a two-package architecture with a lightweight frontend and a heavy backend for fast startup and no timeout issues. The server supports multi-source skill loading, zero configuration, and customizable settings, making specialized skills accessible to a wide range of AI models and coding assistants.
Always call this tool FIRST whenever the question requires any domain-specific knowledge beyond common sense or simple recall. Use it at task start, regardless of the task and whether you are sure about the task, It performs semantic search over a curated library of proven skills and returns ranked candidates with step-by-step guidance and best practices. Do this before any searches, coding, or any other actions as this will inform you about the best approach to take.
Use after finding a relevant skill to retrieve specific documents (scripts, references, assets). Supports pattern matching (e.g., 'scripts/*.py') to fetch multiple files. Returns text content or URLs and never executes code. Prefer pulling only the files you need to complete the current step.
Returns the full inventory of loaded skills (names, descriptions, sources, document counts) for exploration or debugging. For task-driven work, prefer calling 'find_helpful_skills' first to locate the most relevant option before reading documents.
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