Skip to content
cccskills
FreePublished on GitHub

reputation-patterns

Agent reputation scoring, performance tier system, trust calibration, and task affinity matching

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

See how to install

Files included (1)

  • SKILL.md3.3 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Reputation Patterns

Agent Reputation Score (ARS)

interface AgentReputation {
  agentId: string
  score: number           // 0-100
  tier: 'S' | 'A' | 'B' | 'C' | 'D'
  totalTasks: number
  successRate: number     // 0-1
  firstPassRate: number   // QA'den ilk seferde geçme oranı
  avgRetries: number
  specialties: string[]   // Başarılı olduğu task tipleri
  weaknesses: string[]    // Başarısız olduğu task tipleri
}

// Score hesaplama
function calculateARS(agent: AgentReputation): number {
  const weights = {
    successRate: 0.35,
    firstPassRate: 0.25,
    consistency: 0.20,    // son 10 task varyansı
    efficiency: 0.20      // ortalama retry sayısı
  }

  return (
    agent.successRate * weights.successRate * 100 +
    agent.firstPassRate * weights.firstPassRate * 100 +
    (1 - agent.avgRetries / 3) * weights.consistency * 100 +
    (agent.totalTasks > 5 ? 1 : 0.5) * weights.efficiency * 100
  )
}

Tier System

TierARS RangeYetkiAçıklama
S90-100OtonomHer task'ı alabilir, QA skip
A75-89GüvenilirÇoğu task, standart QA
B60-74NormalStandart task, tam QA
C40-59İzlemedeBasit task, sıkı QA
D0-39KısıtlıCross-training gerekli

Decay & Recovery

Decay:
- 7 gün inaktif → -2 puan
- 14 gün inaktif → -5 puan
- QA FAIL → -5 puan (severity'ye göre)
- Escalation → -10 puan

Recovery:
- QA PASS (first try) → +3 puan
- QA PASS (retry) → +1 puan
- Complex task başarı → +5 puan
- Cross-training başarı → +2 puan

Task-Type Affinity

## Agent Affinity Matrix

| Agent | Frontend | Backend | DB | Security | Score |
|-------|----------|---------|----|---------|----|
| spark | 85 | 70 | 50 | 40 | B |
| kraken | 60 | 90 | 80 | 65 | A |
| frontend-dev | 95 | 30 | 20 | 30 | S(FE) |
| backend-dev | 20 | 92 | 75 | 60 | S(BE) |

Task assignment: Highest affinity agent with available capacity

Reliability Prediction

def predict_success(agent_id: str, task_type: str) -> float:
    """Agent'ın belirli task tipinde başarı olasılığı"""
    agent = get_agent(agent_id)
    base_rate = agent.success_rate
    type_affinity = agent.affinity.get(task_type, 0.5)
    recent_trend = agent.last_5_tasks_success_rate

    return (base_rate * 0.4 + type_affinity * 0.35 + recent_trend * 0.25)

Canavar Integration

# Skill matrix'ten data çek
cat ~/.claude/canavar/skill-matrix.json | jq '.agents[] | {name, score, tier}'

# Error ledger'dan failure pattern
cat ~/.claude/canavar/error-ledger.jsonl | jq 'select(.agent == "spark")'

# Leaderboard
node ~/.claude/hooks/dist/canavar-cli.mjs leaderboard

Checklist

  • Her agent'ın ARS score'u tracked
  • Tier assignment otomatik
  • Decay/recovery mekanizması aktif
  • Task-type affinity matrisi var
  • Reliability prediction kullanılıyor
  • Cross-training plan (D-tier agent'lar için)
  • Canavar error-ledger entegre

Anti-Patterns

  • Tüm agent'lara eşit güvenme (reputation'a bak)
  • Low-tier agent'a kritik task verme
  • Score'u sadece success/fail'e dayandırma (context önemli)
  • Recovery yolu olmayan punishment

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

WCAG 2.2 AA compliance, ARIA patterns, keyboard navigation, screen reader optimization

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

vibeeval/vibecosystem538Updated Aug 9, 2026

axe-core integration, WCAG 2.2 AA checklist, keyboard navigation testing, screen reader testing, and ARIA pattern validation.

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

vibeeval/vibecosystem538Updated Aug 9, 2026

Steam-style achievement system with XP, levels, streaks, and skill trees. Gamifies the development workflow. 25 achievements across 5 categories.

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

vibeeval/vibecosystem538Updated Aug 9, 2026

Framework for measuring and tracking agent response quality over time. Detects regressions before they reach production. Use when evaluating agent changes, auditing quality, or establishing performance baselines.

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

vibeeval/vibecosystem538Updated Aug 9, 2026

Agent Context Isolation

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

vibeeval/vibecosystem538Updated Aug 9, 2026

Agent ve skill dosyalarinin yapisal dogrulamasi. Frontmatter kontrol, naming convention, zorunlu bolum kontrolu, tutarlilik denetimi. Yeni agent/skill eklendiginde veya mevcut dosyalar duzenlediginde otomatik calistirilir.

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

vibeeval/vibecosystem538Updated Aug 9, 2026

See all skills by vibeeval

Report a problem with this skill