AI-Driven Development Methodology Framework
Developed by Rob Harbin

A complete framework for Claude Code that gives your AI real engineering discipline. One script bootstraps structured task management, branch workflows, quality gates, CI/CD integration, multi-agent teams, architectural guardrails, and an autonomous self-improvement engine into any project.

Autonomous improvement engine 8 slash commands 5 specialized agents Automated task tracking GitHub-native workflow CI integration Project dashboard
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One-Line Install

curl -sL "https://goclaude.ai/install.sh?token=..." | sh

Get Access for the full install command with your access token. One command and you're ready to go.

Everything You Need

One script. Any project. Works with what you already have.

8 Slash Commands

/new-feature, /complete-task, /plan-feature, /release-prep, /launch-team, and more — invoked automatically based on your intent.

🤖

5 Specialized Agents

Code reviewer, researcher, security auditor, doc writer, and test writer. Agent teams spawn in parallel with role-specific context and file ownership.

📋

Automated Task Tracking

Three-file system: plan_master.md, tasks_active.md, tasks_done.md. Agents track everything. Session hooks surface tasks on every open.

🔀

GitHub-Native Workflow

Auto-detects GitHub remotes and switches to PR-based flow. Push, create PR, wait for CI, merge, clean up — all automated.

🔄

CI/CD Integration

Generates stack-specific GitHub Actions for Node.js, Python, PHP, Go, and Rust. Lint, test, and build on every PR.

📊

Project Dashboard

Real-time project health in a web UI. Git status, branch safety, methodology version, task counts — auto-refreshes every 5 seconds.

🛡️

Enforcement Hooks

Pre-tool and session hooks enforce branch protection, CHANGELOG staging, merge gates, and commit format. Architecture enforced, not remembered.

🔧

Framework-Native Detection

Auto-detects language, framework, test runner, linter, git host, and CI. Adapts to Laravel, Django, Next.js, Rails, and more.

♻️

Idempotent Updates

--update mode merges settings, preserves customizations, upgrades commands, and tracks methodology version. Safe to re-run.

Flagship Feature

Autonomous Self-Improvement Engine

Your codebase improves itself while you sleep. ASIE runs nightly, discovers improvements across six research lanes, and writes scored ideas directly into your backlog.

What ASIE Does

  • Scans Your Project — Reads docs, git history, code, and dependencies to understand what you're building.
  • 6-Lane Research — Discovers improvements across Product (with competitor research), Security, Architecture, Performance, Release/Ops, and Developer Experience.
  • Smart Scoring — Weights improvements by impact (Product = 0.30, others lower). Filters out noise.
  • Auto-Writes Ideas — High-confidence ideas (55+) go straight into your backlog with scored metadata.
  • Interactive Dashboard — Review, accept, defer, or discard ideas with a single click.

Getting Started

First Time:

goclaude --asie-setup

Run ASIE:

goclaude --asie

Set Up Nightly:

Dashboard Settings → ASIE tab → Cron Schedule. (Default: 2:30 AM every night)

What You Get

  • Ideas scored on 7 dimensions (product-heavy weighting)
  • Competitor analysis via WebSearch
  • Automatic deduplication
  • Volume caps (smart throttle)
  • Morning digest summary
  • Interactive dashboard triage

ASIE is built on Claude headless mode (no external dependencies). It runs autonomously, discovers improvements your team would miss, and keeps your backlog always fresh.

How It Works

1

Run the Setup Script

Run goclaude --new for a fresh project or goclaude --ingest for an existing one. It auto-detects your stack and generates a tailored configuration.

2

Work Naturally with Claude

Say "let's add user authentication" and Claude invokes /new-feature, creates a branch, and sets up task tracking. Say "ship it" and /complete-task runs tests, gets approval, and merges.

3

Launch Agent Teams for Complex Work

Use /launch-team to spawn parallel specialists — frontend, backend, and test agents working simultaneously with shared task tracking.

4

CI Enforces Quality Gates

Every PR triggers CI. Branch protection requires checks to pass. /complete-task waits for green before merging.

Setup Modes

One script handles every scenario.

Mode Flag When to Use
New Project --new Starting from scratch — full scaffold with CLAUDE.md, hooks, commands, agents, and task files
Existing Project --ingest Your project already has code — respects existing config, merges settings, adds missing pieces
Upgrade --update New methodology version — bumps version, preserves customizations, upgrades commands
Global Install --global Machine-wide setup — installs /ingest-project and /sync-methodology

Ready to Transform Your Development Workflow?

Get the Getting Started Guide, download links, and everything you need to start building.

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