Knowledge Management · AI Chatbot
imvirtue/ragchatbot_mcpserver
This project implements a Retrieval-Augmented Generation (RAG) chatbot using Streamlit and the MCP server. Users can upload PDF files, and the chatbot retrieves relevant information from the PDFs to answer natural language questions. The system leverages OpenAI models, LangChain utilities, and an in-memory vector store for efficient document retrieval.
See repository
Setup steps are in the repository README.
Building a RAG-based HR chatbot for providing rules in the workplace with the localhost MCP server as a function-calling hub
MCP Tool Integration: Tool orchestration with MCP ensures smooth communication between document indexing, retrieval, and answer generation. The backend tools can be extended or replaced easily as new…
PDF Upload and Parsing: Upload a PDF file which is then parsed using PDFPlumberLoader to extract text content.
Text Chunking: The extracted text is split into smaller chunks using RecursiveCharacterTextSplitter to facilitate efficient indexing and retrieval.
Document Indexing: Chunks are indexed in an in-memory vector store with embeddings generated via OpenAIEmbeddings.
Similarity Search (Consine Similarity): When a user submits a query, the chatbot performs a similarity search to retrieve the most relevant document chunks based on the query.
Prompt-Based Answer Generation: A custom prompt template combines the user question with retrieved context, and a GPT-4 powered LLM (using ChatOpenAI) generates the final answer.
Interactive Interface: The application uses Streamlit to provide an interactive, chat-like interface where user questions and bot responses are displayed.
Details on this page are taken from the project's README. Open README
1Panel-dev/MaxKB
MaxKB = Max Knowledge Brain, it is an open-source platform for building enterprise-grade agents. MaxKB integrates Retrieval-Augmented Generation (RAG) pipelines, supports robust workflows, and provides advanced MCP tool-use capabilities.
bytedance/UI-TARS-desktop
TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).
supermemoryai/supermemory
State-of-the-art memory and context engine for AI.
topoteretes/cognee
Cognee - The Free Open-Source AI Memory Platform for Agents.
makenotion/notion-mcp-server
For the best experience, use Remote Notion MCP, our official hosted MCP server. This repository is a separate, self-hosted MCP server implementation that is no longer actively maintained or supported. Please use Remote Notion MCP instead.
cyberagiinc/devdocs
[!WARNING] DevDocs Status: Not publicly maintained. Enhanced internal version at CyberAGI — public release coming soon. If you have any questions please reach out to info@cyberagi.ai.
