Analyzing Repository
Cloning the repo, scanning real files, and building your onboarding guide.
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Codebase in
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SmartOnboard combines deterministic repository scans with AST-aware hybrid RAG and a tool-calling ReAct agent to generate cited, role-specific onboarding guides.

Try:
95%
Onboarding time saved
60s
Average analysis time
$20K
Saved per new hire
500+
Files analyzed at once

Everything a new developer
needs to know

Powered by deterministic grounding, hybrid vector+BM25 retrieval, and tool-calling agent reasoning.

⚑
Real Repository Analysis

Performs actual git clone, scans manifests, detects languages from extensions, and identifies entry points β€” not mocked data, not templates.

Hybrid RAG + ReAct
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Architecture Diagrams

Auto-generated Mermaid diagrams showing component relationships, data flow, and directory structure.

Auto-generated
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Role-Specific Views

Engineers get setup commands. Managers get risk areas. Architects get system design insights.

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Interactive Q&A

Chat with your codebase using cached analysis. Ask follow-up questions, get context-aware answers.

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Export Anywhere

Download as HTML, Markdown, or Agent Skill format. Share with your team or reuse across projects.

From URL to guide
in four steps

1
Paste GitHub URL

Any public repository. SmartOnboard does the rest.

2
Select Your Role

Engineer, Manager, or Architect β€” get tailored content.

3
AI Analysis

Real clone, AST chunking, hybrid retrieval, agent reasoning.

4
Read & Contribute

Comprehensive guide ready. First PR on day one.

Built on a modern
AI engineering stack

AST-Aware Chunking Hybrid RAG (sqlite-vec + RRF) Llama 3.3 70B Python Flask GitPython Mermaid.js Marked.js Claude Code Skill & MCP

What the guide
looks like

Real content from a real repository scan. Structured, readable, immediately useful.

  • Project overview from README analysis
  • Tech stack with version numbers
  • Mermaid architecture diagrams
  • Key files table with line counts
  • Setup commands inferred from manifests
  • First contribution ideas
overview.md
architecture.md
setup.sh
# SmartOnboard Guide: sindresorhus/is
 
| Field | Value |
|---|---|
| Generated | 2026-05-15 23:42:41 |
| Repository | https://github.com/sindresorhus/is |
| Role | Engineer |
 
## Project Overview
 
A utility library for type checking in JavaScript/
TypeScript. Provides a comprehensive set of type-
checking utilities with full TypeScript support.
 
- Files scanned: 19
- Lines scanned: 6,552
- Languages: TypeScript, JavaScript
- Frameworks: npm, Jest
 
## Setup Commands
 
git clone https://github.com/sindresorhus/is
cd is && npm install
npm test

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