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AgentIndex
beever-atlas logo
beever-atlas
★ 451
vs
lilbee logo
lilbee
★ 65

beever-atlas vs lilbee

beever-atlas: Beever Atlas automatically pulls conversations from Slack, Discord, Microsoft Teams, and Mattermost, extracts atomic facts, deduplicates them, and clusters them into topic pages with citations. It provides an LLM-first wiki that grows on its own, and allows natural language querying with answers cited back to source messages. The system also offers an MCP server for integration with AI agents like Claude Code and Cursor.; lilbee: lilbee allows you to interactively or programmatically chat with a database of documents using strictly your own hardware, completely offline. It can augment any AI agent via MCP or shell, supports a wide range of document formats (PDF, Office, images, code, etc.), and includes a built-in REST API for integration into any GUI. It also provides per-project isolated indexes for privacy and organization.

01

TL;DR

beever-atlas logo
beever-atlasRAG / Knowledge Base · ★ 451

Automatically build a browsable wiki from team chat history for onboarding and reference.

Read beever-atlas full review →
lilbee logo
lilbeeRAG / Knowledge Base · ★ 65

Local document Q&A with offline privacy

Read lilbee full review →
02

Side-by-Side Comparison

Field
beever-atlas logobeever-atlas
lilbee logolilbee
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 451
★ 65
License
Apache-2.0
MIT
Install Command
git clone https://github.com/beever-ai/beever-atlas.git && cd beever-atlas && ./atlas
pip install lilbee
Updated
1mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
discord-bot, fastapi, gemini
ai-agent, chatbot, cli
03

Features

beever-atlas logobeever-atlas
01Multi-Platform Integration (Slack, Discord, Teams, Mattermost)
02Message Sync (on-demand or scheduled, resumable, rate-limit aware)
03Memory Ingestion (6-stage ADK pipeline extracting facts, entities, relationships)
04LLM Wiki (auto-maintained per-channel wiki with topics, decisions, citations)
05QA Agent (streaming answers with semantic/graph hybrid retrieval)
lilbee logolilbee
01Completely offline and private, no cloud or telemetry
02Supports 150+ code languages, PDFs, Office docs, images (OCR), and ebooks
03Augment any AI agent via MCP or shell with hybrid RAG search
04Built-in REST API for integrating document search into any GUI or tool
05Per-project isolated databases with `lilbee init` (like `.git/`)
04

Use Cases

beever-atlas logobeever-atlas
↳Automatically build a browsable wiki from team chat history for onboarding and reference.
↳Query team knowledge in natural language with answers cited back to original messages.
↳Integrate with AI coding assistants via MCP to access team knowledge from within Claude Code or Cursor.
lilbee logolilbee
↳Local document Q&A with offline privacy
↳RAG augmentation for AI coding agents
↳Terminal-based interactive chat with indexed documents
FAQ

FAQ

What is the difference between beever-atlas and lilbee?
Both beever-atlas and lilbee are in the RAG / Knowledge Base category. beever-atlas has 451 stars, while lilbee has 65 stars.
Which is better, beever-atlas or lilbee?
The best choice depends on your use case. Choose beever-atlas if Automatically build a browsable wiki from team chat history for onboarding and reference., and lilbee if Local document Q&A with offline privacy.
Is beever-atlas free or open source?
Yes, beever-atlas is open source on GitHub (Apache-2.0).
Is lilbee free or open source?
Yes, lilbee is open source on GitHub (MIT).
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Related

Alternatives to beever-atlas →Alternatives to lilbee →beever-atlas details →lilbee details →