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  • A
    license
    Not graded
    quality
    B
    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.
    1
    MIT
  • A
    license
    Not graded
    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
    D
    maintenance
    Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini.
    -
  • 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
    D
    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.
    8 npm
    11
    MIT
  • A
    license
    Not graded
    quality
    D
    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.
    27
    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
    A
    maintenance
    Enables saving project facts as they occur and retrieving only task-relevant entries when starting new work, using Jev evaluation to rank them while preserving all stored context.
    2
    6 npm
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A local MCP server that gives AI assistants persistent long-term memory using a biological neural architecture with cortex, synapses, and hippocampus.
    8
    15
    1,356 npm
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables querying Brazilian PCDT clinical protocols from Conitec and generating concise, context-specific treatment summaries using a local LLM, with verified literal citations and links to official PDFs.
    2
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Provides fast, token-efficient search over coding agent documentation (e.g., Claude Code, Cursor) using local SQLite FTS5 indexing, with tools for searching snippets, reading pages, and grepping markdown.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Crawl any website into clean Markdown, search through pages, read full content, and extract structured data using OpenAI, Claude, Gemini, or Grok — with auto-citation and resume support.
    5
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables searching and retrieving ACL NLP conference papers from a Qdrant vector database using semantic search and structured filters like year, venue, and field of study.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes hybrid retrieval (dense embeddings + BM25 + RRF) and document operations (search, fetch, rerank) as MCP tools, using Qdrant and OpenAI embeddings for local or server mode.
    3
    MIT