context-retrieval

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infiniflow /ragflow

Star73.5k

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

agent ai mcp openai document-parser ai-search rag document-understanding llm agentic retrieval-augmented-generation ollama context-retrieval deepseek graphrag agentic-workflow agentic-ai deepseek-r1 deep-research context-engineering

UpdatedFeb 14, 2026
Python

airweave-ai /airweave

Star5.8k

Open-source context retrieval layer for AI agents

search api open-source information-retrieval sdk ai integration retrieval developer-tools semantic-search search-api ai-agents data-connectors rag enterprise-data llm retrieval-augmented-generation context-retrieval ai-infrastructure agent-infrastructure

UpdatedFeb 20, 2026
Python

marcoaapfortes /Mantic.sh

Star539

A structural code search engine for Al agents.

typescript mcp code-search developer-tools cursor claude rag ai-agent context-retrieval mcp-server

UpdatedFeb 4, 2026
TypeScript

avocadodb /avocadodb

Star9

Deterministic context database for AI agents. Same query → same context, every time.

rust embeddings deterministic semantic-search ai-agents rag vector-database llm context-retrieval

UpdatedDec 10, 2025
Rust

mominalix /Web-Context-Retrieval-Engine-for-LLMs-and-AI-Agents

Star4

A modular Python-based search engine pipeline that fetches live web data, extracts both visible and hidden context using advanced NLP techniques, and semantically indexes content for enhanced retrieval. Perfect for powering LLMs and AI agents with up-to-date, relevant context.

python nlp web-scraping data-extraction semantic-search faiss ai-agent llm context-retrieval

UpdatedFeb 26, 2025
Python

amirzarandi /customer-chatbot

Star1

Customer support chatbot for construction & home materials companies. Full-stack solution using LangChain + OpenAI LLM to provide context-driven responses from product catalogs. Flask backend, React frontend with chat history integration.

customer-support openai ai-assistant llm langchain context-retrieval chatbotl

UpdatedMay 20, 2025
Python

ucheorjins /doc-qa-agent

Star1

A lightweight document-aware chatbot that can answer questions from PDF, DOCX, or text files using Sentence-Transformer embeddings for context retrieval, LLM models (OpenAI and Ollama here) for answer generation and Gradio chatbot UI for interaction

python embeddings openai gradio rag sentence-transformers llms ollama context-retrieval documment-ai

UpdatedDec 2, 2025
Python

dappros /rag_demos

Sponsor

Star1

Examples of RAG (Retrieval-Augmented Generation) with Ethora, LangChain, and OpenAI. Build knowledge-based AI assistants fast. Powered by Ethora Chat Component.

nodejs python open-source embeddings openai developer-tools gpt example-project knowledge-base semantic-search data-indexing rag vector-search ai-agent llm langchain retrieval-augmented-generation context-retrieval ethora ai-demos

UpdatedOct 29, 2025
Python

pradumn203 /SEARCHD---Search-Engine-for-Advanced-Retrieval-with-Cross-Encoder-and-Hypothetical-Documents

Star1

SEARCHD enhances the existing information retrieval mechanism and reduces the latency of LLM-based retrievers. This framework generates a partially correct document using a LLM which is clubbed along with the original query for context retrieval.

re-ranking artificial-intelligence data-representation llm context-retrieval

UpdatedNov 14, 2024
Jupyter Notebook

kvnpetit /structured-repo-context-mcp

Star1

MCP server for semantic code search and codebase analysis — AST parsing, Tree-sitter, embeddings and vector search for AI assistants and LLMs

cli tree-sitter typescript ai mcp code-analysis ast embeddings code-search developer-tools semantic-search rag code-intelligence vector-search ai-tools llm context-retrieval model-context-protocol mcp-server codebase-indexing

UpdatedFeb 9, 2026
TypeScript

ZuninoLuca /Modern_natural_language_processing

Star0

Repository containing the projects of the EPFL course "Modern natural language processing".

natural-language-processing chatbot t5-model context-retrieval

UpdatedSep 23, 2023
Jupyter Notebook

sravan1023 /LLM-Agent

Star0

Local LLM agent Framework for building context-aware assistants with RAG, tool use, and database integration.

autonomous-agents rag langchain context-retrieval

UpdatedOct 14, 2025
Python

framerecall /FrameRecall

Star0

Store millions of text chunks inside ultra-compact MP4 files, index them with local embeddings, and retrieve answers instantly for fully offline RAG with any LLM.

python ai chatbot qr-code openai chunking semantic-search video-encoding memory-systems multimodal file-processing document-ingestion llm context-retrieval

UpdatedJul 2, 2025
Python

karrtikiyer /context_bridge

Star0

Agentic Search using multiple enterprise nature data sources

python jira mcp confluence atlassian enterprise-search rag llm context-retrieval agentic-ai context-engineering

UpdatedDec 11, 2025
Python

Omolex /agent-context

Star0

🔍 Build durable software that requires minimal maintenance by focusing on essential questions and user-centric design.

python search open-source ai deep-learning integration mcp developer-tools cursor codex search-api data-connectors rag enterprise-data ai-tools context-retrieval agent-memory claude-code

UpdatedFeb 20, 2026

piporyx /doc-qa-agent

Star0

🤖 Create an interactive chatbot that answers questions from documents using OpenAI and Ollama, with a user-friendly Gradio interface.

chat agent ai chatbot embeddings knowledge-base gradio rag fastapi streamlit vector-database phidata langchain llm-agent ollama context-retrieval rag-chatbot documment-ai

UpdatedFeb 20, 2026
Python

KishoreMuruganantham /6S-Consulting-PDF-RAG-System

Sponsor

Star0

FastAPI backend for AI-powered PDF context search and Q&A. Ingest any PDF, index with semantic embeddings, and answer queries via LLM-powered RAG pipeline.

pdf consulting ai chatbot embeddings semantic-search pinecone faiss rag fastapi llm chromadb context-retrieval