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  • F
    license
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    quality
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    maintenance
    Enables natural-language querying of an e-commerce dataset by providing a LangChain agent that uses tools to execute parameterized SQL queries on a SQLite database, with short-term memory and Streamlit or Claude Desktop interfaces.
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  • A
    license
    A
    quality
    D
    maintenance
    Persistent memory MCP server for Claude Desktop. Gives Claude structured memory across sessions with time-aware context, auto-save, and a Streamlit curation UI.
    10
    MIT
  • A
    license
    B
    quality
    D
    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
    license
    Not graded
    quality
    C
    maintenance
    Enables connecting distributed MCP servers into an encrypted, self-healing peer-to-peer swarm mesh with dynamic discovery, unified capability aggregation, delegated task routing, and consensus-based multi-agent orchestration, along with a Streamlit control center for monitoring and management.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables users to run an autonomous sales pipeline through MCP tools for lead generation, enrichment, personalized message drafting, and simulated or live outreach. It supports n8n orchestration and Streamlit dashboard monitoring with SQLite-backed lead and message tracking.
    MIT
  • A
    license
    Not graded
    quality
    D
    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
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables local offline machine learning workflows, including CSV profiling and cleaning, classifier and neural network training, hyperparameter optimization, evaluation metrics, confusion matrix plots, Streamlit dashboards, and HTML reports through MCP tools.
    14 npm
    MIT
  • A
    license
    Not graded
    quality
    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
    license
    Not graded
    quality
    B
    maintenance
    Enables authenticated users to query cloud platforms like AWS, GCP, and Azure using natural language, with a Streamlit UI and NLP layer for retrieving cloud responses.
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  • F
    license
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    quality
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    maintenance
    Provides financial data extraction, calculation, and analysis from XML files via a FastMCP server, integrated with a Streamlit frontend and local LLM for secure corporate data handling.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A Streamlit-based web application that generates personalized learning paths by integrating with YouTube, Google Drive, and Notion services through the Model Context Protocol.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A hotel booking assistant that exposes hotel search and booking tools via MCP, with a Streamlit chat client driving an agent loop using Claude.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides Claude agents with CRM contact lookup, action logging, and prompt cost auditing tools. Includes a Streamlit UI to demo the same tools without an MCP client.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables an LLM to interact with a Gmail account via MCP, supporting email listing, sending, profile access, and PDF resource injection for context, with OAuth2 authentication and a Streamlit interface.
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  • F
    license
    Not graded
    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.
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