René's URL Explorer Experiment

Title: GitHub - LeDat98/NexusRAG: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models. · GitHub

Open Graph Title: GitHub - LeDat98/NexusRAG: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models.

X Title: GitHub - LeDat98/NexusRAG: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models.

Description: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models. - LeDat98/NexusRAG

Open Graph Description: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming c...

X Description: Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming c...

Opengraph URL: https://github.com/LeDat98/NexusRAG

X: @github

direct link

Domain: github.com

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hovercard-subject-tag	repository:1182227156
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/LeDat98/NexusRAG
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twitter:card	summary_large_image
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og:image:alt	Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming c...
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octolytics-dimension-repository_nwo	LeDat98/NexusRAG
octolytics-dimension-repository_public	true
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octolytics-dimension-repository_network_root_id	1182227156
octolytics-dimension-repository_network_root_nwo	LeDat98/NexusRAG
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ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

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GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
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Code ReviewManage code changes	https://github.com/features/code-review
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Reload	https://github.com/LeDat98/NexusRAG
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NexusRAG	https://github.com/LeDat98/NexusRAG
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46 Commits	https://github.com/LeDat98/NexusRAG/commits/main/
	https://github.com/LeDat98/NexusRAG/commits/main/
backend	https://github.com/LeDat98/NexusRAG/tree/main/backend
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showcase	https://github.com/LeDat98/NexusRAG/tree/main/showcase
tasks	https://github.com/LeDat98/NexusRAG/tree/main/tasks
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README.md	https://github.com/LeDat98/NexusRAG/blob/main/README.md
docker-compose.services.yml	https://github.com/LeDat98/NexusRAG/blob/main/docker-compose.services.yml
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docker-compose.yml	https://github.com/LeDat98/NexusRAG/blob/main/docker-compose.yml
docker-compose.yml	https://github.com/LeDat98/NexusRAG/blob/main/docker-compose.yml
nginx.conf	https://github.com/LeDat98/NexusRAG/blob/main/nginx.conf
nginx.conf	https://github.com/LeDat98/NexusRAG/blob/main/nginx.conf
run_bk.sh	https://github.com/LeDat98/NexusRAG/blob/main/run_bk.sh
run_bk.sh	https://github.com/LeDat98/NexusRAG/blob/main/run_bk.sh
run_fe.sh	https://github.com/LeDat98/NexusRAG/blob/main/run_fe.sh
run_fe.sh	https://github.com/LeDat98/NexusRAG/blob/main/run_fe.sh
setup.sh	https://github.com/LeDat98/NexusRAG/blob/main/setup.sh
setup.sh	https://github.com/LeDat98/NexusRAG/blob/main/setup.sh
README	https://github.com/LeDat98/NexusRAG
	https://github.com/LeDat98/NexusRAG#nexusrag
	https://github.com/LeDat98/NexusRAG#hybrid-knowledge-base-with-agentic-chat-citations--knowledge-graph
	https://python.org
	https://react.dev
	https://fastapi.tiangolo.com
	https://docker.com
	https://github.com/LeDat98/NexusRAG/blob/main/LICENSE
	https://www.linkedin.com/in/leducdat-profile
Features	https://github.com/LeDat98/NexusRAG#features
Quick Start	https://github.com/LeDat98/NexusRAG#quick-start
Model Recommendations	https://github.com/LeDat98/NexusRAG#multi-provider-llm
Tech Stack	https://github.com/LeDat98/NexusRAG#tech-stack
	https://github.com/LeDat98/NexusRAG#architecture
	https://github.com/LeDat98/NexusRAG/blob/main/showcase/nexusrag_architecture.jpg
	https://github.com/LeDat98/NexusRAG#showcase
	https://github.com/LeDat98/NexusRAG#beyond-traditional-rag
Marker	https://github.com/datalab-to/marker
	https://github.com/LeDat98/NexusRAG#features
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	https://github.com/LeDat98/NexusRAG#gemini-cloud
	https://github.com/LeDat98/NexusRAG#ollama-local--self-hosted
	https://github.com/LeDat98/NexusRAG#kg-embedding-providers
	https://github.com/LeDat98/NexusRAG#evaluation
	https://github.com/LeDat98/NexusRAG/blob/main/showcase/eval_phase1.png
	https://github.com/LeDat98/NexusRAG/blob/main/showcase/eval_ragas_comparison.png
rag_evaluation_report.md	https://github.com/LeDat98/NexusRAG/blob/main/showcase/rag_evaluation_report.md
	https://github.com/LeDat98/NexusRAG#tech-stack
	https://github.com/LeDat98/NexusRAG#quick-start
	https://github.com/LeDat98/NexusRAG#option-a-docker-full-stack
http://localhost:5174	http://localhost:5174
	https://github.com/LeDat98/NexusRAG#option-b-local-development
http://localhost:5174	http://localhost:5174
	https://github.com/LeDat98/NexusRAG#configuration
	https://github.com/LeDat98/NexusRAG#required
	https://github.com/LeDat98/NexusRAG#llm
	https://github.com/LeDat98/NexusRAG#kg-embedding
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gemini	https://github.com/topics/gemini
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knowledge-base	https://github.com/topics/knowledge-base
reranking	https://github.com/topics/reranking
rag	https://github.com/topics/rag
fastapi	https://github.com/topics/fastapi
vector-search	https://github.com/topics/vector-search
document-parsing	https://github.com/topics/document-parsing
chromadb	https://github.com/topics/chromadb
retrieval-augmented-generation	https://github.com/topics/retrieval-augmented-generation
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lightrag	https://github.com/topics/lightrag
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