AgentIndex icon
AgentIndex
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompareGuides
Submit Tool
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompare
Home/
RAG / Knowledge Base/
lilbee
lilbee logo

lilbee

Active·★ 65·MIT·Updated 2026-10-22

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.

#ai-agent#chatbot#cli#code-search#knowledge-base#llm#local-first
© 2026 AgentIndex.app|Built by a 10-year iOS Developer.
Best by use caseAboutContactAdvertisePrivacy PolicyTerms of UseQYSGitHubBuy me a coffee ☕

Browse by Category

MCP ServersCode AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

Not affiliated with Anthropic, OpenAI or Microsoft.

Guides
#local-llm
$ Install
$ pip install lilbee
↗ Visit site★ GitHub
01

Features

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/`)
02

Compatibility

macOS
macOS
Verified via docs
Linux
Linux
Verified via docs
Windows
Windows
Verified via docs
03

Quick start

1
$ pip install lilbee
04

Use cases

↳Local document Q&A with offline privacy
↳RAG augmentation for AI coding agents
↳Terminal-based interactive chat with indexed documents
05

Alternatives

⚡Top VS:
VSVault-for-LLM★50→VScoco-search★37→VSbeever-atlas★451→

Comments

Log in to leave a comment

No comments yet. Be the first!

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
VS
sparql-llm
★130
→
Vault-for-LLM logo
Vault-for-LLM★ 50
🧠 Local-first knowledge system for LLM agents — sqlite-vec + ONNX embeddings, no cloud/Docker/PyTorch dependency
VSCompare→
coco-search logo
coco-search★ 37
Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion. Supports 30+ languages. Features CLI, MCP server, WEB dashboard and interactive REPL.
VSCompare→
beever-atlas logo
beever-atlas★ 451
Your First LLM-Wiki Conversation Knowledge Base
VSCompare→
sparql-llm logo
sparql-llm★ 130
🦜✨ Chat system, MCP server, and reusable components to improve LLMs capabilities when generating SPARQL queries
VSCompare→
Vera logo
Vera★ 120
Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with file paths, line ranges, and symbol metadata. Built in Rust.
VSCompare→
nex-as-a-skill logo
nex-as-a-skill★ 55
Turn every AI agent session into company intelligence. Nex silently unifies every AI agent conversation with your email, Slack, CRM, and 100+ tools into one knowledge graph. The more your team works, the smarter every agent gets.
VSCompare→
perp-cli logo
perp-cli★ 39
Multi-DEX perpetual futures CLI + MCP server — Pacifica (Solana), Hyperliquid, Lighter (Ethereum). 18 MCP tools for AI-powered trading
VSCompare→
synaptic-memory logo
synaptic-memory★ 33
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
VSCompare→
See all alternatives →
tobocop2 /
lilbee
↗

Chat with your documents offline using your own hardware. Augment any AI agent via MCP with hybrid RAG search over PDFs, code, and 150+ formats. Integrate with your favorite GUI via REST API.

65MIT
Last commit1d ago
StatusActive
CategoryRAG / Knowledge Base
Links
Documentation↗Discussion↗Issues↗Releases↗
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit