菜单
Re-annotate recent games with outdated or missing blunder analysis. Use when users ask to backfill or refresh blunder annotations.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
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| description | Re-annotate recent games with outdated or missing blunder analysis.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Re-annotate games that have outdated or missing blunder analysis.
Run the backfill script on the most recent N outdated games (default 10):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).