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HomeProjectsAutonomous Multi-Agent Code Review Swarm
AI•Advanced•8–10 hours build time

Autonomous Multi-Agent Code Review Swarm

Architect a supervisor-worker AI agent network for automated PR review and linting.

PythonOpenAILangGraphFastAPI
920 scholars building

Problem Statement

Engineering teams lose hours conducting repetitive code reviews. In this project, you will build an autonomous agent swarm where specialized LLMs (Security, Performance, and Architecture) inspect git diffs.

What You'll Build

A supervisor-worker AI agent network that receives GitHub pull_request webhooks, orchestrates parallel subagent reviews, and writes inline annotations directly onto code lines.

Technology Stack

Python
Primary Tool
OpenAI
Primary Tool
LangGraph
Primary Tool
FastAPI
Primary Tool

Skills You'll Master

Agentic Loops
LangGraph
Tool Calling
AST Parsing
GitHub Checks API

Requirements & Prerequisites

  • Python 3.11+ and virtual environment setup.
  • API key from OpenAI, Gemini, or local Ollama endpoint.

Guided Milestones (3)

Step-by-Step Architecture
1

Git Diff Parser & Context Tokenizer

Parse unified diffs into clean structured file blocks with line number mapping.

Expected Deliverables:
  • Diff parser module
  • Token-budgeted prompt builder
2

LangGraph Multi-Agent Architecture

Construct supervisor graph that delegates chunks to Security and Performance agents.

3

GitHub Webhook & Bot Feedback Loop

Deploy FastAPI webhook handler that posts structured GitHub check runs.

Project Submission & Verification

Submit your public GitHub repository and live deployment link for automated test checks.

Add to ASCI Portfolio

Recruiter Portfolio Showcase Preview
Autonomous Multi-Agent Code Reviewer

Demonstrates practical production-grade AI agent engineering beyond simple chatbot wrappers.

LangGraphAI AgentsPython
Capstone Credential
ASCI Verified Capstone
Domain:AI
Difficulty:Advanced
Estimated Time:8–10 hours
Milestones:3 Steps
Enrolled:920 Scholars
Verified Specification+ Certificate
AI · Advanced
8–10 hours build time
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