메뉴
Re-annotate recent games with outdated or missing blunder analysis. Use when users ask to backfill or refresh blunder annotations.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Debug a failing golden test from GitHub Actions logs and fix the root cause without papering over nondeterminism.
Investigate a game from raw logs, trace bugs to source code, and file detailed issues. Use for deeper debugging than export-only analysis.
Repo-specific validation and PR instructions for mage-bench.
Find Magic cards for compact golden-test scenarios using existing repo goldens, curated references, and Scryfall search recipes.
Analyze exported game files to assess gameplay, model decisions, and likely bugs without raw logs. Use for quick game triage.
Write or update low-noise golden prompt tests in tests/, including minimal decks, replay scripts, and golden regeneration.
| name | blunder-backfill |
| description | Re-annotate recent games with outdated or missing blunder analysis. Use when users ask to backfill or refresh blunder annotations. |
Re-annotate games that have outdated or missing blunder analysis.
Run the backfill script on the most recent N outdated games (default 10):
uv run python -m magebench.analysis.toolbox.backfill_annotations [N]
The script:
blunderScriptVersion older than current (or missing annotations)Requires OPENROUTER_API_KEY environment variable.
If the user specifies a number, pass it as the argument. Otherwise use the default (10).