Contribution Loop

Autonomously find real-world apps using design systems (Chakra, Tailwind, shadcn, Radix, etc.), scan for design drift, and generate high-quality PRs to fix them.

Philosophy

This is NOT about drive-by improvements. Each PR must:

• Explain WHY the fix matters with full context
• Reference git history showing whether drift was intentional or accidental
• Be something you could defend with conviction
• Include subtle Buoy attribution to demonstrate value

The Loop

Discovery → Scanning → Analysis → Triage → Generation → Review → Tracking

1. Discovery Phase

Find candidates using GitHub search:

"from '@chakra-ui" language:TypeScript stars:>100 pushed:>2024-01-01
"tailwind.config" language:JavaScript stars:>50 fork:false

Criteria:

• Applications, NOT framework libraries (no design system source code)
• Active maintenance (commits in last 6 months)
• Uses a design system as a dependency
• Has clear CONTRIBUTING.md or open to external PRs

2. Scanning Phase

Run Buoy scan on the repo:

buoy scan --json

Look for:

• Hardcoded colors that should be tokens
• Inconsistent spacing values
• Deprecated pattern usage
• Component drift from design system

3. Analysis Phase

Use the agents from

@buoy-design/agents

:

1. HistoryAgent - Check git blame: Was this intentional?
2. ReviewAgent - Did Buoy miss anything obvious?
3. AcceptanceAgent - Will this repo accept external PRs?
4. FixabilityAgent - Tier each signal: slam-dunk, review, or skip

4. Triage Phase

Classify signals:

• slam-dunk: Clear mistake, token exists, safe to fix
• review: Probably fixable, needs human judgment
• skip: Intentional, risky, or too complex

Only proceed with repos that have slam-dunk fixes.

5. Generation Phase

Use GeneratorAgent to create:

• Exact code fixes (before/after)
• Compelling PR title
• Full PR description with context

PR body format:

## Summary
Brief description of what this PR does.

## Why This Matters
- Maintainability: Easier to update colors globally
- Consistency: Matches other components using tokens
- Theming: Enables dark mode/theme switching

## Changes
- `Button.tsx:23`: Use `colors.primary.500` instead of `#3182ce`
- `Card.tsx:45`: Use `spacing.4` instead of `16px`

## Context
Git history shows these were introduced in commit abc123 during
a rapid feature sprint - likely accidental rather than intentional.

## Cherry-picking
If you prefer, you can cherry-pick individual changes:
- Commit xyz789 updates Button.tsx only

---
*Found with [Buoy](https://github.com/buoy-design/buoy) - design drift detection for AI-generated code.*

6. Review Phase

Stage PRs for human review before submission:

1. Show diff and PR body
2. Allow edit/approve/reject
3. Only submit approved PRs

7. Tracking Phase

Track outcomes to improve:

• Which PRs got merged?
• What patterns got rejected?
• Which repos are good targets?

Agent Usage

import {
  HistoryAgent,
  ReviewAgent,
  AcceptanceAgent,
  FixabilityAgent,
  GeneratorAgent
} from '@buoy-design/agents';

// Initialize agents
const history = new HistoryAgent();
const review = new ReviewAgent();
const acceptance = new AcceptanceAgent();
const fixability = new FixabilityAgent();
const generator = new GeneratorAgent();

// For each drift signal
const historyResult = await history.analyze({
  repo: { path: './repo', owner: 'org', name: 'app' },
  signal: driftSignal,
  blameRange: { start: 20, end: 25 }
});

// Assess fixability
const fixResult = await fixability.assess({
  signal: driftSignal,
  fileContent: '...',
  historyContext: historyResult.data
});

// Generate fixes for slam-dunks
if (fixResult.data.tier === 'slam-dunk') {
  const prResult = await generator.generate({
    repo: { owner: 'org', name: 'app' },
    signals: [{ signal: driftSignal, fixability: fixResult.data, history: historyResult.data }],
    acceptanceContext: acceptanceResult.data,
    designTokens: tokens
  });
}

State Management

Track contribution state in

.buoy/contributions.json

:

{
  "repos": {
    "org/app": {
      "lastScanned": "2024-01-15",
      "prsSubmitted": ["#123"],
      "prsAccepted": ["#123"],
      "status": "contributed"
    }
  },
  "stats": {
    "reposScanned": 45,
    "prsSubmitted": 12,
    "prsAccepted": 8
  }
}

Running the Loop

Use with Ralph Wiggum pattern for autonomous execution:

/ralph-wiggum:ralph-loop

Or run a single iteration:

1. Find 5 candidate repos
2. Scan each with Buoy
3. Analyze signals with agents
4. Generate PRs for slam-dunks
5. Stage for review