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Nm Leyline Evaluation Framework

by @athola

Patterns for building evaluation and scoring systems, quality gates, rubrics, and decision frameworks. Use for any scored assessment

Versionv1.0.2
Installs1
⚑ When to Use
TriggerAction
- Building scoring systems for artifacts, proposals, or submissions
- Need consistent evaluation methodology across different domains
- Want threshold-based automated decision making
- Creating assessment tools with weighted criteria
πŸ’‘ Examples

Define Your Evaluation

1. Identify criteria: What aspects matter for your domain? 2. Assign weights: Which criteria are most important? (sum to 1.0) 3. Create scoring guides: What does each score range mean? 4. Set thresholds: What total scores trigger which decisions?

Example: Code Review Evaluation

criteria:
  correctness: {weight: 0.40, description: Does code work as intended?}
  maintainability: {weight: 0.25, description: Is it readable?}
  performance: {weight: 0.20, description: Meets performance needs?}
  testing: {weight: 0.15, description: Tests detailed?}

thresholds: 85-100: Approve immediately 70-84: Approve with minor feedback 50-69: Request changes 0-49: Reject, major issues

Verification: Run pytest -v to verify tests pass.

Evaluation Workflow

Verification: Run the command with --help flag to verify availability.
1. Review artifact against each criterion
2. Assign 0-100 score for each criterion
3. Calculate: total = Ξ£(score Γ— weight)
4. Compare total to thresholds
5. Take action based on threshold range
Verification: Run the command with --help flag to verify availability.

πŸ“‹ Tips & Best Practices

Common Issues

Command not found Ensure all dependencies are installed and in PATH

Permission errors Check file permissions and run with appropriate privileges

Unexpected behavior Enable verbose logging with --verbose flag

View on ClawHub
TERMINAL
clawhub install nm-leyline-evaluation-framework

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