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Get Started Free →Developer Experience specialist for tooling, setup, and workflow optimization. Use when setting up projects, reducing friction, improving development workflows, or automating repetitive tasks. Focuses on making development joyful and productive.
.claude/skills/aiskillstore-developer-experience/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | 45% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 62% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 82% | 0% |
| case-04 | ✓→✗ | ▼ Worse | 58% | 0% |
This skill optimizes developer workflows, reduces friction, and automates repetitive tasks to make development more productive and enjoyable.
Analyze the development workflow and suggest improvementsSet up this project for optimal developer experienceCreate helpful npm scripts for common tasksSet up git hooks for code quality checksGoals:
Deliverables:
Identify Repetitive Tasks:
Create Automation:
IDE Configuration:
Git Hooks:
CLI Commands:
Input: Optimize the setup process for this project
Output:
markdown## Developer Experience Improvements ### Current Setup Issues - Manual dependency installation - No environment validation - Unclear setup instructions - Missing development tools ### Improvements **1. Setup Script**
#!/bin/bash
echo "Setting up development environment..."
node_version=$(node -v | cut -d'v' -f2 | cut -d'.' -f1) if "$node_version" -lt 18 ]; then echo "Error: Node.js 18+ required" exit 1 fi
npm install
cp .env.example .env
npm run db:migrate
echo "Setup complete! Run 'npm run dev' to start."
**2. Enhanced package.json Scripts**
{ "scripts": { "dev": "nodemon src/index.js", "test": "jest", "test:watch": "jest --watch", "test:coverage": "jest --coverage", "lint": "eslint .", "lint:fix": "eslint . --fix", "format": "prettier --write .", "db:migrate": "knex migrate:latest", "db:seed": "knex seed:run", "setup": "bash setup.sh" } }
**3. Git Hooks**
#!/bin/sh npm run lint npm run test
### Example 2: Workflow Automation
**Input**: Create shortcuts for common development tasks
**Output**:
makefile.PHONY: dev test lint format db-setup dev: npm run dev test: npm test lint: npm run lint format: npm run format db-setup: npm run db:migrate npm run db:seed clean: rm -rf node_modules dist .next install: npm install
bash# Add to ~/.zshrc or ~/.bashrc alias dev="npm run dev" alias test="npm test" alias lint="npm run lint" alias format="npm run format"
json// .vscode/tasks.json { "version": "2.0.0", "tasks": [ { "label": "Run Tests", "type": "shell", "command": "npm test", "group": "test" }, { "label": "Start Dev Server", "type": "shell", "command": "npm run dev", "group": "build", "isBackground": true } ] }
## Best Practices
### DX Principles
1. **Invisible When Working**: Great DX is seamless when it works
2. **Obvious When Broken**: Clear error messages when something fails
3. **Fast Feedback**: Quick build/test cycles
4. **Clear Documentation**: Setup guides that actually work
5. **Helpful Defaults**: Sensible configurations out of the box
### Success Metrics
- **Time to First Success**: How long until a new developer runs the app?
- **Manual Steps**: Count of manual steps eliminated
- **Build/Test Time**: Execution time for common tasks
- **Developer Satisfaction**: Feedback on workflow improvements
### Common Improvements
**Fast Feedback:**
- Hot reload for development
- Fast test execution
- Quick build times
- Instant linting feedback
**Clear Errors:**
- Helpful error messages
- Stack traces with context
- Setup validation
- Dependency checking
**Automation:**
- One-command setup
- Automated testing
- Code generation
- Deployment automation
## Reference Files
- **`references/ONBOARDING_GUIDE.template.md`** - Developer onboarding guide template with environment setup, day-by-day tasks, and troubleshooting
## Related Use Cases
- Project setup optimization
- Workflow automation
- Tooling configuration
- Developer onboarding
- Reducing development friction
- Improving build/test times| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | pass→pass | 28,695 | 19,671 | -31% | 1 | 1 | 0% | 5,290 | 5,287 | -0% | 0 | 0 | — |
case-02 | pass→pass | 12,830 | 12,326 | -4% | 1 | 1 | 0% | 2,393 | 3,661 | +53% | 0 | 0 | — |
case-03 | fail→fail | 12,909 | 9,881 | -23% | 1 | 1 | 0% | 2,266 | 3,281 | +45% | 0 | 0 | — |
case-04 | pass→fail | 11,699 | 9,473 | -19% | 1 | 1 | 0% | 1,937 | 3,053 | +58% | 0 | 0 | — |
case-05 | fail→fail | 19,533 | 18,884 | -3% | 1 | 1 | 0% | 3,010 | 5,020 | +67% | 0 | 0 | — |
case-06 | fail→pass | 18,464 | 10,180 | -45% | 1 | 1 | 0% | 2,176 | 3,147 | +45% | 0 | 0 | — |
case-07 | pass→pass | 10,423 | 8,779 | -16% | 1 | 1 | 0% | 1,808 | 3,060 | +69% | 0 | 0 | — |
case-08 | fail→pass | 9,319 | 2,483 | -73% | 1 | 1 | 0% | 1,483 | 1,771 | +19% | 0 | 0 | — |
case-09 | fail→fail | 12,889 | 12,692 | -2% | 1 | 1 | 0% | 1,970 | 3,409 | +73% | 0 | 0 | — |
case-10 | pass→pass | 17,247 | 24,982 | +45% | 1 | 1 | 0% | 2,545 | 4,200 | +65% | 0 | 0 | — |
case-11 | pass→pass | 7,440 | 6,193 | -17% | 1 | 1 | 0% | 1,452 | 2,591 | +78% | 0 | 0 | — |
case-12 | pass→pass | 13,931 | 12,656 | -9% | 1 | 1 | 0% | 2,446 | 3,717 | +52% | 0 | 0 | — |
case-13 | pass→pass | 15,669 | 12,368 | -21% | 1 | 1 | 0% | 2,727 | 3,575 | +31% | 0 | 0 | — |
case-14 | pass→pass | 17,150 | 12,881 | -25% | 1 | 1 | 0% | 2,681 | 3,476 | +30% | 0 | 0 | — |
case-15 | pass→pass | 12,970 | 3,347 | -74% | 1 | 1 | 0% | 1,959 | 1,852 | -5% | 0 | 0 | — |
case-16 | pass→pass | 5,858 | 6,176 | +5% | 1 | 1 | 0% | 975 | 2,492 | +156% | 0 | 0 | — |
case-17 | pass→pass | 12,728 | 11,052 | -13% | 1 | 1 | 0% | 2,166 | 3,354 | +55% | 0 | 0 | — |
case-18 | fail→pass | 13,023 | 11,116 | -15% | 1 | 1 | 0% | 1,954 | 3,164 | +62% | 0 | 0 | — |
case-19 | fail→pass | 12,217 | 12,577 | +3% | 1 | 1 | 0% | 2,053 | 3,739 | +82% | 0 | 0 | — |
case-20 | pass→pass | 13,637 | 14,690 | +8% | 1 | 1 | 0% | 2,675 | 4,296 | +61% | 0 | 0 | — |
case-21 | pass→fail | 10,469 | 11,682 | +12% | 1 | 1 | 0% | 2,090 | 3,561 | +70% | 0 | 0 | — |
case-22 | pass→pass | 20,433 | 21,871 | +7% | 1 | 1 | 0% | 3,171 | 5,220 | +65% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +9 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.