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  • A
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    quality
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    maintenance
    An MCP server that allows AI assistants to utilize human capabilities by sending requests to humans and receiving their responses through a Streamlit UI.
    7
    49
    MIT
  • A
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    maintenance
    A pluggable and observable Retrieval-Augmented Generation framework that exposes hybrid search and document management tools via the Model Context Protocol. It features a complete ingestion pipeline with multi-modal support, automated evaluation using Ragas, and a Streamlit dashboard for real-time tracking.
    1
    MIT
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    C
    maintenance
    Enables AI clients to retrieve study-abroad admissions knowledge through a local, pluggable RAG pipeline with hybrid search, reranking, citations, and observability. It provides MCP tools, document ingestion, and a Streamlit dashboard for managing and evaluating retrieval.
    MIT
  • F
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    quality
    C
    maintenance
    Enables retrieval-augmented generation search and chat over documents stored in Azure Blob Storage, with a Streamlit app for uploading files and interacting via a LangGraph agent.
    -
  • F
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    maintenance
    A simple application demonstrating Model Context Protocol (MCP) integration with FastAPI and Streamlit, allowing users to interact with LLMs through a clean interface.
    3
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  • F
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    quality
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    maintenance
    A Model Context Protocol server that enables natural language data exploration and visualization for PostgreSQL databases. It allows users to convert questions into SQL queries and interact with data through a Streamlit web interface featuring automated chart generation.
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  • F
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    quality
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    maintenance
    Deploys and manages MCP tools on Amazon Bedrock AgentCore Runtime, enabling knowledge base retrieval and AWS infrastructure management through Streamlit applications.
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