AgenticRAG-Survey
★ 1.7k
vs
ragflow
★ 92.7k
AgenticRAG-Survey vs ragflow
AgenticRAG-Survey: This repository serves as a comprehensive survey on Agentic Retrieval-Augmented Generation (Agentic RAG), a transformative AI paradigm integrating autonomous agents into RAG pipelines. It details foundational principles, taxonomy, comparative analysis, real-world applications, challenges, and future directions for researchers and practitioners.; ragflow: RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that integrates RAG with Agent capabilities. It provides a superior context layer for LLMs and offers a streamlined RAG workflow adaptable to enterprises of any scale.
01
TL;DR
AgenticRAG-SurveyRAG / Knowledge Base · ★ 1.7k
Enhanced medical diagnostics and information retrieval in healthcare.
ragflowRAG / Knowledge Base · ★ 92.7k
When to choose:
- Your documents have complex layouts (PDFs, scanned files, tables, slides) and you need layout analysis, OCR, and traceable citations.
- You want an Apache-2.0 all-in-one RAG platform where you can inspect and hand-tune template-based chunks in a web UI.
When to skip:
- Your server has less than 4 CPU cores and 16 GB RAM; RAGFlow's multi-service stack is heavy.
- You want an autonomous web research agent that writes 2,000-word reports from live search rather than indexing a local document corpus; GPT Researcher fits better.
02
Side-by-Side Comparison
Field
AgenticRAG-SurveyragflowCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 1.7k
★ 92.7k
License
—
Apache-2.0
Install Command
git clone https://github.com/asinghcsu/AgenticRAG-Survey.git
docker compose -f docker-compose.yml up -d
Updated
1y ago
1d ago
Open Source
Yes
Yes
Tags
Agentic RAG, LLM, AI Agents
RAG, AI Agent, LLM
03
Features
AgenticRAG-Survey01Comprehensive exploration of Agentic Patterns like reflection, planning, and tool use.
02Detailed taxonomy of Agentic RAG systems, including single-agent, multi-agent, and hierarchical architectures.
03Comparative analysis highlighting distinctions between Traditional RAG, Agentic RAG, and Agentic Document Workflows (ADW).
04Discussion of various Agentic Workflow Patterns for dynamic collaboration and efficiency (e.g., Prompt Chaining, Routing, Parallelization).
05Identification of key challenges and future research directions for Agentic RAG, covering scalability, ethical AI, and multimodal integration.
ragflow01Deep document understanding for knowledge extraction from unstructured data.
02Intelligent and template-based chunking with explainable options.
03Grounded citations with reduced hallucinations and traceable references.
04Compatibility with heterogeneous data sources including documents, images, and web pages.
05Automated and effortless RAG workflow orchestration with configurable models and fused re-ranking.
04
Use Cases
AgenticRAG-Survey↳Enhanced medical diagnostics and information retrieval in healthcare.
↳Advanced financial analysis and risk assessment.
↳Streamlined legal research and compliance analysis.
ragflow↳Building high-fidelity, production-ready AI systems with complex data.
↳Developing enterprise-scale knowledge base and intelligent Q&A chatbots.
↳Facilitating intelligent document processing and advanced information retrieval.
05
Best For
AgenticRAG-Survey—
ragflowMost PopularEssentialTrending
FAQ
FAQ
What is the difference between AgenticRAG-Survey and ragflow?
Both AgenticRAG-Survey and ragflow are in the RAG / Knowledge Base category. AgenticRAG-Survey has 1.7k stars, while ragflow has 92.7k stars.
Which is better, AgenticRAG-Survey or ragflow?
The best choice depends on your use case. Choose AgenticRAG-Survey if Enhanced medical diagnostics and information retrieval in healthcare., and ragflow if Building high-fidelity, production-ready AI systems with complex data..
Is AgenticRAG-Survey free or open source?
Yes, AgenticRAG-Survey is open source on GitHub.
Is ragflow free or open source?
Yes, ragflow is open source on GitHub (Apache-2.0).
Cloud Infrastructure
AdDeploy on DigitalOcean
Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.
→