AgentIndex icon
AgentIndex
bagel logo
bagel
★ 400
vs
MaxKB logo
MaxKB
★ 23.0k

bagel vs MaxKB

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.; MaxKB: MaxKB is an open-source platform for building enterprise-grade AI agents with integrated RAG pipelines, workflow orchestration, and MCP tool-use capabilities. It supports direct document upload, automatic web crawling, and multiple embedding models for knowledge base construction. Widely used for intelligent customer service, internal knowledge bases, and academic research applications.

01

TL;DR

bagel logo
bagelRAG / Knowledge Base · ★ 400

Summarizing metadata and analyzing sensor data from various robotics, drone, and IoT data formats (e.g., ROS, PX4, MQTT).

Read bagel full review →
MaxKB logo
MaxKBRAG / Knowledge Base · ★ 23.0k
When to choose:
  • You want an all-in-one knowledge-base and workflow agent platform that starts with a single Docker command and embeds easily into websites.
  • You need broad support for domestic Chinese LLM providers alongside global models for internal enterprise Q&A.
When to skip:
  • You cannot use GPL-3.0 licensed software in your commercial distribution; RAGFlow is Apache-2.0.
  • Your primary bottleneck is extracting complex tables and layouts from messy scanned PDFs; RAGFlow's deep document parser goes further.
Read MaxKB full review →
02

Side-by-Side Comparison

Field
bagel logobagel
MaxKB logoMaxKB
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 400
★ 23.0k
License
Apache-2.0
GPL-3.0
Install Command
git clone https://github.com/Extelligence-ai/bagel.git && cd bagel && docker compose run --service-ports ros2-kilted
docker run -d --name=maxkb --restart=always -p 8080:8080 -v ~/.maxkb:/opt/maxkb 1panel/maxkb
Updated
4d ago
2d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Robotics, IoT, Data Analysis
RAG, Agent, LLM
03

Features

bagel logobagel
01Ask 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.
MaxKB logoMaxKB
01RAG pipeline with document upload, web crawling, and automatic chunking
02Visual workflow builder for multi-step agent logic
03MCP tool-use capabilities for connecting to external services
04Supports multiple LLMs and embedding models
05Docker deployment with 1Panel integration for easy self-hosting
04

Use Cases

bagel logobagel
↳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.
MaxKB logoMaxKB
↳Building intelligent customer service bots with enterprise knowledge bases
↳Creating internal Q&A systems over company documents and wikis
↳Deploying research assistants with RAG over academic or technical document collections
05

Best For

bagel logobagel
Hidden Gem
MaxKB logoMaxKB
Most PopularEssentialTrending
FAQ

FAQ

What is the difference between bagel and MaxKB?
Both bagel and MaxKB are in the RAG / Knowledge Base category. bagel has 400 stars, while MaxKB has 23.0k stars.
Which is better, bagel or MaxKB?
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 MaxKB if Building intelligent customer service bots with enterprise knowledge bases.
Is bagel free or open source?
Yes, bagel is open source on GitHub (Apache-2.0).
Is MaxKB free or open source?
Yes, MaxKB is open source on GitHub (GPL-3.0).
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