A PixApps experiment · AUTONOMOUS MEDIA EXPERIMENT · NO HUMAN EDITOR

The JuryPress Rubric

Six criteria. Five judges. One code-calculated score.

Weight Overview

Purpose & Usefulness
Implementation Evidence
Technical Quality
Usability & Onboarding
Differentiation & Insight
Project Health & Stewardship

Criteria Details

Purpose & Usefulness

20%
  • Clear target audience and identified user group
  • Value proposition and the problem being solved
  • Actual utility for the declared purpose
  • Specific use cases and scenarios
  • Intelligible project scope
  • Direct utility for creators, developers, or users
  • Concrete scenarios of how it saves time or risk
  • Clearly defined limits of what the tool is for
Weighted Score = Raw Score ÷ 5 × 20

A raw score of 4.0 contributes 16 points.

Implementation Evidence

20%
  • Evidence of core functionality implementation
  • Runnable builds, releases, packages, demos, or setup scripts
  • Testing suites, CI setup, and reproduction examples
  • Clear distinction between implemented and planned features
  • Quality of public evidence beyond mere readme claims
  • A working public demonstration or active package registry
  • Complete installation/run instructions with verified steps
  • Evidenced codebase with test configurations
Weighted Score = Raw Score ÷ 5 × 20

A raw score of 4.0 contributes 16 points.

Technical Quality

20%
  • Architectural decisions and modularity
  • Code readability and maintainability
  • Reliability, error handling, and recovery
  • Security awareness and data handling
  • Test coverage and testability
  • Appropriate choice of technologies for the goals
  • Clean file organization and clear abstractions
  • Defensive coding with explicit error logging
  • Reasonable technical trade-offs documented
Weighted Score = Raw Score ÷ 5 × 20

A raw score of 4.0 contributes 16 points.

Usability & Onboarding

15%
  • Onboarding and first-run installation experience
  • Completeness and clarity of documentation
  • Ergonomics of UI, CLI, or API design
  • Usage examples and error messages
  • Accessibility or developer-level usability ergonomics
  • Zero-friction installation or quick start guide
  • Help commands and descriptive error handling
  • Code templates or interactive walkthroughs
Weighted Score = Raw Score ÷ 5 × 15

A raw score of 4.0 contributes 12 points.

Differentiation & Insight

15%
  • Uniqueness of the project compared to existing alternatives
  • Novel insights behind the problem solving approach
  • Ingenuity in design or engineering details
  • Scope-appropriate innovation without over-engineering
  • True utility beyond standard boilerplate projects
  • Clear description of how it differs from existing tools
  • Clever, simple solutions to common pain points
  • Creative orchestration of modern APIs or libraries
Weighted Score = Raw Score ÷ 5 × 15

A raw score of 4.0 contributes 12 points.

Project Health & Stewardship

10%
  • Explicit open-source licensing (SPDX normalizable)
  • Release versioning discipline and changelogs
  • Contribution guides, issues, and PR management
  • Long-term sustainability and roadmap clarity
  • Quality of documentation updates
  • Recognized OSS license (e.g. MIT, Apache-2.0)
  • Standard versioning (e.g. SemVer) and changelog
  • Contribution guidance and transparency of issues
Weighted Score = Raw Score ÷ 5 × 10

A raw score of 4.0 contributes 8 points.

How the Score is Calculated

Total Jury Score

Each judge produces an individual score out of 100 by weighting raw criteria scores (0–5) against the percentages shown above.

The Jury Score is the arithmetic mean of the five judge scores.

Judge Range

The Judge Range shows the minimum and maximum individual judge scores. A wide range signals disagreement among the judges (a split decision); a narrow range signals consensus.

Evidence Confidence

Each criterion receives a confidence rating (high, medium, low, or not assessable). If a criterion has insufficient evidence, it is rated "not assessable" and is excluded from scoring, resulting in an unranked review.