AgentIndex icon
AgentIndex
AgenticRAG-Survey logo
AgenticRAG-Survey
★ 1.7k
vs
kaas logo
kaas
★ 151

AgenticRAG-Survey vs kaas

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.; kaas: KaaS transforms disparate information sources like notes and documents into a structured, searchable personal wiki using a unique LLM-driven compilation pipeline. Unlike traditional RAG systems, it generates human-readable Markdown articles, making knowledge bases editable and Git-manageable, and also offers integration with AI coding agents.

01

TL;DR

AgenticRAG-Survey logo
AgenticRAG-SurveyRAG / Knowledge Base · ★ 1.7k

Enhanced medical diagnostics and information retrieval in healthcare.

Read AgenticRAG-Survey full review →
kaas logo
kaasRAG / Knowledge Base · ★ 151

Compiling scattered internal company knowledge into a central, queryable wiki.

Read kaas full review →
02

Side-by-Side Comparison

Field
AgenticRAG-Survey logoAgenticRAG-Survey
kaas logokaas
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 1.7k
★ 151
License
—
MIT
Install Command
git clone https://github.com/asinghcsu/AgenticRAG-Survey.git
curl -fsSL https://raw.githubusercontent.com/bybit-exchange/kaas/main/install.sh | sh
Updated
1y ago
1mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Agentic RAG, LLM, AI Agents
Knowledge Management, LLM Compilation, Personal Wiki
03

Features

AgenticRAG-Survey logoAgenticRAG-Survey
01Comprehensive 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.
kaas logokaas
014-Phase Compile Pipeline
02Streaming Chat with Citations
03Multiple Input Sources
04Incremental Compilation
05Git-Friendly Markdown Output
04

Use Cases

AgenticRAG-Survey logoAgenticRAG-Survey
↳Enhanced medical diagnostics and information retrieval in healthcare.
↳Advanced financial analysis and risk assessment.
↳Streamlined legal research and compliance analysis.
kaas logokaas
↳Compiling scattered internal company knowledge into a central, queryable wiki.
↳Retaining institutional knowledge when team members change roles or leave.
↳Providing AI agents with a structured, grounded knowledge base for better context and answers.
↳Creating a personal or team knowledge base from various document types (notes, transcripts, docs).
FAQ

FAQ

What is the difference between AgenticRAG-Survey and kaas?
Both AgenticRAG-Survey and kaas are in the RAG / Knowledge Base category. AgenticRAG-Survey has 1.7k stars, while kaas has 151 stars.
Which is better, AgenticRAG-Survey or kaas?
The best choice depends on your use case. Choose AgenticRAG-Survey if Enhanced medical diagnostics and information retrieval in healthcare., and kaas if Compiling scattered internal company knowledge into a central, queryable wiki..
Is AgenticRAG-Survey free or open source?
Yes, AgenticRAG-Survey is open source on GitHub.
Is kaas free or open source?
Yes, kaas is open source on GitHub (MIT).
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