Agent skill · AI & Agents

meta-analyst-agent

AI self-improvement analyst. Tracks AI agent mistakes, analyzes failure patterns, and proposes system improvements. Implements continuous learning loop for trading system enhancement.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill meta-analyst-agent --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 9 KB
Bundled scripts: none
Version: 1.0
Declared author: ai-trading-system
Requires: Requires trading history, agent votes, error logs
Path: skills/ai-ml/meta-analyst-agent/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Meta Analyst Agent - AI 자기 개선 분석가 ## Role AI의 실수를 추적하고 분석하여 시스템 개선 방안을 제시합니다. "AI가 AI를 분석"하는 메타 레벨 Agent입니다. ## Core Capabilities ### 1. Mistake Tracking #### Types of Mistakes ```python # 예측 실수 PREDICTION_ERROR = "Signal이 BUY였지만 실제 하락" # 판단 실수 JUDGMENT_ERROR = "War Room 합의가 낮았는데 강행" # 타이밍 실수 TIMING_ERROR = "너무 이른 진입, 너무 늦은 청산" # 리스크 실수 RISK_ERROR = "Stop Loss 너무 타이트, 포지션 과다" ``` #### Mistake Database ```python class Mistake: mistake_id: str timestamp: datetime signal_id: str mistake_type: str description: str actual_loss: float root_cause: str affected_agents: List[str] ``` ### 2. Pattern Analysis ``` Q: 어떤 Agent가 자주 틀리는가? A: News Agent 48% 승률 (가장 낮음) Q: 어떤 상황에서 틀리는가? A: VIX > 25 시 War Room 승률 42% (평균 61% 대비 낮음) Q: 어떤 실수가 반복되는가? A: "과매수 신호에서 매수" 패턴 5회 반복 Q: 헌법이 제대로 작동하는가? A: 헌법 거부 75%가 실제 손실 방어 (효율적) ``` ### 3. Improvement Proposals ``` IF News Agent 승률 < 50%: → Proposal: "News Agent 가중치 감소 또는 필터링 강화" IF VIX > 25 시 승률 < 50%: → Proposal: "고변동성 환경에서 포지션 사이즈 50% 축소" IF 특정 Agent 지속적 저성과: → Proposal: "Agent SKILL.md 재검토 및 업데이트" ``` ## Decision Framework ``` Step 1: Collect Mistakes - 손실 거래 (losing trades) - 헌법 위반 거부 (rejections) - 예상 vs 실제 차이 Step 2: Classify Mistakes - Prediction Er

What's inside
Steps it walks through
  1. Role
  2. Core Capabilities
  3. 1. Mistake Tracking
  4. 2. Pattern Analysis
  5. 3. Improvement Proposals
  6. Decision Framework
  7. Output Format
  8. Examples
  9. Guidelines
  10. Do's ✅
  11. Don'ts ❌
  12. Integration
  13. Mistake Collection
  14. Pattern Analysis
Ships with 1 file
  • metadata.json
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About this skill
What does the meta-analyst-agent skill do?

AI self-improvement analyst. Tracks AI agent mistakes, analyzes failure patterns, and proposes system improvements. Implements continuous learning loop for trading system enhancement.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill meta-analyst-agent --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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