Skip to content
cccskills
FreePublished on GitHub

judge

Scoring framework for test-kitchen cookoff and omakase-off. Invoked at Phase 4 to evaluate implementations using 5-criteria scoring. Do not invoke directly - called by cookoff/omakase-off.

The English summary is being prepared. Showing the original description.

Run score Not tested

See how to install

Files included (2)

  • SKILL.md5.7 KB
  • skill-report.json9.5 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Test Kitchen Judge

Score implementations using the 5-criteria framework. Fill out ALL sections exactly as shown.

Terminology: This skill uses "impl" but works for both:

  • Cookoff: impl-1, impl-2, impl-3 (same design, different implementations)
  • Omakase: variant-a, variant-b (different approaches/designs)

REQUIRED OUTPUT FORMAT

You MUST produce this exact structure. Do not summarize or abbreviate.

## Gate Check
| Impl | Tests Pass | Design Adherence |
|------|------------|------------------|
| impl-1 | X/X ✓ or ✗ | Yes/No |
| impl-2 | X/X ✓ or ✗ | Yes/No |

## Feasibility Check
| Impl | Status | Notes |
|------|--------|-------|
| impl-1 | ✓ OK / ⚠️ Flag | Details |
| impl-2 | ✓ OK / ⚠️ Flag | Details |

## Scoring Worksheet

### impl-1
**Fitness for Purpose** (Does it solve the actual problem?)

*Functional requirements:*
- [ ] Primary use case works end-to-end?
- [ ] All explicitly stated requirements implemented?
- [ ] Handles realistic scenarios, not just happy path?

*User needs (beyond literal requirements):*
- [ ] Would the user actually use this, or just demo it?
- [ ] Does it solve the real problem, not just the literal request?
- [ ] Does deployment/distribution match stated needs?

*Future considerations (if relevant):*
- [ ] If growth/scaling mentioned, does architecture support it?
- [ ] If team/collaboration mentioned, is it maintainable by others?

Checklist: _/8 YES → **Score: _/5** (7-8=5, 5-6=4, 4=3, 2-3=2, 0-1=1)
*Note: Not all items apply to every project. Score based on relevant items.*

**Justified Complexity** (Every line earning its keep?)
- Unnecessary abstractions: ___
- Dead code: ___
- Bloat estimate: ___%

*Line count comparison (if multiple impls):*
- This impl: ___ lines
- Smallest impl: ___ lines
- Extra lines justified by: ___

→ **Score: _/5** (5=minimal, 4=slight bloat <10%, 3=10-25% bloat, 2=25-50%, 1=>50%)

**Readability** (Understand core flow in 5 min?)
Violations:
- [ ] Single-letter vars (not loop index): +1 each = __
- [ ] Functions >50 lines: +1 each = __
- [ ] Nesting >3 levels: +1 each = __
- [ ] Magic numbers: +1 each = __
- [ ] Bad function names: +1 each = __
Total violations: __ → **Score: _/5** (0=5, 1-2=4, 3-4=3, 5-7=2, 8+=1)

**Robustness & Scale** (Handles unexpected + growth?)
- [ ] Input validation?
- [ ] External call error handling?
- [ ] Useful error messages?
- [ ] Null/empty handling?
- [ ] Async timeouts?
- [ ] No unbounded loops?
- [ ] O(n log n) or better?
- [ ] Bounded memory?
- [ ] Queries paginated?
- [ ] No blocking I/O in hot path?
- [ ] Backoff/retry logic?
- [ ] Handles 10x load?
Checklist: _/12 YES + feasibility flags → **Score: _/5**
(11-12 + no flags=5, 9-10 or minor flag=4, 7-8=3, 5-6 or major flag=2, <5 or critical flag=1)

**Maintainability** (Pain of next change?)
- [ ] Single responsibility per function?
- [ ] Explicit dependencies (no globals)?
- [ ] Business logic separated from infra?
- [ ] New feature = ≤3 files changed?
- [ ] Config externalized?
- [ ] Tests catch regressions?
Checklist: _/6 YES → **Score: _/5** (6=5, 5=4, 4=3, 2-3=2, 0-1=1)

### impl-2
[REPEAT SAME FORMAT]

### impl-3 (if applicable)
[REPEAT SAME FORMAT]

## Judge Scorecard
| Criterion | impl-1 | impl-2 | impl-3 | Best |
|-----------|--------|--------|--------|------|
| Fitness for Purpose | | | | |
| Justified Complexity | | | | |
| Readability | | | | |
| Robustness & Scale | | | | |
| Maintainability | | | | |
| **TOTAL** | /25 | /25 | /25 | |

## Hard Gates
| Gate | Result |
|------|--------|
| Fitness Gate (Δ ≥ 2) | Triggered/Not triggered |
| Critical Flaw (any = 1) | Triggered/Not triggered |

## Winner Selection
**Winner: impl-X** (Score: __/25)

**Selection rationale:**
[2-3 sentences explaining WHY this implementation won]

**Trade-offs acknowledged:**
[What the other implementations did better]

Scoring Reference

Scores Meaning

ScoreMeaning
5Excellent - exceeds expectations
4Good - fully meets requirements
3Adequate - core works, some gaps
2Poor - significant issues
1Critical flaw - disqualifying

Hard Gates (Automatic)

  1. Fitness Gate: If Fitness Δ ≥ 2 between impls → Higher fitness WINS immediately
  2. Critical Flaw: If ANY criterion = 1 → That impl is ELIMINATED

Fitness Gate Interpretation

The Fitness Gate triggers the same way in both contexts, but means different things:

ContextWhat Fitness Δ ≥ 2 Means
CookoffOne implementation deviated from or misunderstood the design. All impls should have similar Fitness since they're implementing the same spec. A large gap is a red flag.
OmakaseOne approach genuinely solves the problem better. Different approaches can legitimately have different Fitness. A large gap means one approach is clearly superior.

In both cases, higher Fitness wins. The interpretation just explains why the gap exists.

Feasibility Red Flags

Check before scoring:

  • O(n²) or worse on unbounded data
  • Unbounded memory growth
  • Self-DDoS patterns (polling, no backoff)
  • Missing pagination
  • Blocking I/O in hot path
  • No error recovery

Process

  1. Read all implementation code (should already be in context)
  2. Fill out the worksheet for EACH implementation - do not skip sections
  3. Check hard gates
  4. Announce winner with rationale

CRITICAL: Use integer scores only (1-5). Do not use half points like 4.5.

CRITICAL: Fill out every checkbox. Do not summarize or abbreviate the worksheet.

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy (academy.claude.com), Anthropic's learning hub. Trigger on: "how do I", "how can I", "getting started with", "what can Claude do", "teach me", "learn to use"; questions about artifacts, projects, skills, plugins, connectors, MCP; requests about rolling Claude out to a team, class, or organization; and any ask for training materials, onboarding content, or learning resources. Use it when the user is learning how to use a feature or product — not when they are mid-task and just want the task done. This skill composes with other skills: after consulting product documentation to answer how a Claude feature works, also check here for a matching course or tutorial — a docs-grounded answer and an Academy recommendation belong together. Only recommend on a strong match; never invent Academy content.

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

Trigger for: explaining current FAR, DFARS, or agency-supplement text; determining documented acquisition-policy status for an agency and FAR part; comparing codified text, RFO model text, and agency deviations; tracing acquisition rulemaking; finding procurement comment periods; analyzing public comments; refreshing prior policy analysis; or producing an Acquisition Policy Impact Brief. Use published federal sources and supplied policy documents without making legal or procurement-specific applicability determinations. Do not use for clause selection, market research execution, opportunities, pricing, grants, or cooperative agreements.

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

Systematic framework for extracting actionable items from documents and organizing them into prioritized, trackable checklists. Use when converting reports, meeting notes, audits, or any document with embedded action items into structured TODO lists.

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

Browser automation for AI agents via inference.sh. Navigate web pages, interact with elements using @e refs, take screenshots, record video. Capabilities: web scraping, form filling, clicking, typing, drag-drop, file upload, JavaScript execution. Use for: web automation, data extraction, testing, agent browsing, research. Triggers: browser, web automation, scrape, navigate, click, fill form, screenshot, browse web, playwright, headless browser, web agent, surf internet, record video

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance on agent structure, system prompts, triggering conditions, or agent development best practices for Claude Code plugins.

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

Run AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok

The English summary is being prepared. Showing the original description.

aiskillstore/marketplace443Updated Oct 23, 2026

See all skills by aiskillstore

Report a problem with this skill