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    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0
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    quality
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    maintenance
    An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.
    2
    MIT
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    quality
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    Advanced content gap analysis using Query Decomposition and Keyword Fan-Out (Google's patented methodology). Tells you exactly what user queries your content covers - and what it misses. Built on academic research because I needed to understand how AI search engines actually evaluate content.
    1
    167
    12
    Apache 2.0
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    Facilitates web search capabilities using Perplexity's API, allowing users to retrieve search results through Claude's interface.
    1
    8
    MIT
  • F
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    quality
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    A Model Context Protocol server that enables interaction with Chop's Setup system, providing an interface to retrieve setup information via a REST API.
    1
    -
  • A
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    quality
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    maintenance
    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    1
    MIT
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    Enables Claude Desktop to search, retrieve summaries, and explore documents from an Assay document library.
    14
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list collections, and retrieve document summaries.
    1,126
    MIT
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    Not graded
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    B
    maintenance
    Enables coding agents to persist and retrieve cause-effect project memories across sessions using a local ledger and hosted ranking tools, with corrections always prioritized and unreliable answers suppressed.
    261
    MIT
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    quality
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    maintenance
    Enables local semantic search across documents in multiple languages, allowing queries in one language to retrieve content in another.
    MIT