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  • A
    license
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    quality
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    maintenance
    Enables natural language search and analysis of uploaded PDF, CSV, and Excel documents using retrieval-augmented generation and MCP tools, providing contextual answers to user queries.
    MIT
  • A
    license
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    quality
    A
    maintenance
    Enables centralized access to Firecrawl, Exa, Qdrant, embeddings, Playwright browser automation, and MCP clients through a single token-protected HTTP and MCP interface.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini.
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  • A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.
    8
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    An interactive learning assistant that helps developers understand AI-generated code changes through quizzes and blocking learning sessions. It tracks and searches debugging experiences using RAG to ensure users build long-term technical understanding rather than just copy-pasting solutions.
    4
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables debugging by analyzing bug reports, tracebacks, or code snippets to retrieve similar historical fixes and generate JSON answers with root cause, fix, and confidence.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A persistent memory server that stores and retrieves atomic coding insights like architectural decisions and debugging patterns for AI agents. It enables agents to maintain institutional knowledge across sessions using semantic search and local SQLite storage.
    22
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables control of Software Defined Radios and decoding of radio protocols through an AI-friendly Model Context Protocol interface, supporting RTL-SDR and HackRF hardware for signal analysis and protocol decoding.
    22
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables coding agents to search for and record software issue fixes with semantic search using natural language queries.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Universal MCP knowledge server for LLM agents, powered by local RAG, providing domain-specific best practices and playbooks across software engineering, marketing, video editing, and other knowledge areas.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool access. Just like rubber duck debugging, explain your problems to various AI "ducks" who can actually research and get different perspectives!
    12
    294
    176
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Turn YouTube, TikTok, X videos and websites into structured data. Skip the hassle of video transcription and data scraping. Our APIs help you build better software and AI products faster.
    9
    95
    62
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides structured web search capabilities optimized for technical and software development content via providers like OpenRouter. It enables AI agents to perform research and retrieve relevant technical data in a consistent, programmatic JSON format.
    1
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  • A
    license
    B
    quality
    D
    maintenance
    Facilitates web search capabilities using Perplexity's API, allowing users to retrieve search results through Claude's interface.
    1
    7
    MIT