bagel
★ 400
vs
ragflow
★ 92.6k
bagel vs ragflow
bagel: Bagel enables users to query robotics, drone, and IoT data using plain English, performing calculations with auditable DuckDB SQL queries. It also features an intelligent edge data reduction pipeline to process data on the device and integrates with various LLMs for conversational data interaction.; 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
bagelRAG / Knowledge Base · ★ 400
Summarizing metadata and analyzing sensor data from various robotics, drone, and IoT data formats (e.g., ROS, PX4, MQTT).
ragflowRAG / Knowledge Base · ★ 92.6k
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
bagelragflowCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 400
★ 92.6k
License
Apache-2.0
Apache-2.0
Install Command
git clone https://github.com/Extelligence-ai/bagel.git && cd bagel && docker compose run --service-ports ros2-kilted
docker compose -f docker-compose.yml up -d
Updated
4d ago
2d ago
Open Source
Yes
Yes
Tags
Robotics, IoT, Data Analysis
RAG, AI Agent, LLM
03
Features
bagel01Ask in plain language, eliminating the need for deep domain expertise.
02Transparent calculations using deterministic SQL queries, ensuring auditable results.
03Natural-language data reduction pipelines to process and keep only relevant event windows on the edge.
04Broad LLM support, integrating with models like Claude Code, Gemini, Cursor, Codex, and local LLMs.
05Extensible capabilities through POML files, allowing users to teach Bagel new tricks.
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
bagel↳Summarizing metadata and analyzing sensor data from various robotics, drone, and IoT data formats (e.g., ROS, PX4, MQTT).
↳Analyzing sensor data with natural language queries to find peaks, running averages, or cross-topic correlations.
↳Automating event detection and data snippet extraction (e.g., finding decelerations and cutting relevant time windows).
↳Monitoring and analyzing ROS text logs for errors and warnings without needing to open a bag file.
↳Implementing standing edge data reduction pipelines to continuously record, keep event windows, and drop the rest across a fleet of devices.
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
bagelHidden Gem
ragflowMost PopularEssentialTrending
FAQ
FAQ
What is the difference between bagel and ragflow?
Both bagel and ragflow are in the RAG / Knowledge Base category. bagel has 400 stars, while ragflow has 92.6k stars.
Which is better, bagel or ragflow?
The best choice depends on your use case. Choose bagel if Summarizing metadata and analyzing sensor data from various robotics, drone, and IoT data formats (e.g., ROS, PX4, MQTT)., and ragflow if Building high-fidelity, production-ready AI systems with complex data..
Is bagel free or open source?
Yes, bagel is open source on GitHub (Apache-2.0).
Is ragflow free or open source?
Yes, ragflow is open source on GitHub (Apache-2.0).
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