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。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/majiayu000/claude-skill-registry --skill cfn-expert-update命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
基于 SOC 职业分类
正在显示 SKILL.md
| name | cfn-expert-update |
| description | Update CFN system expert agent with relevant git commits and project changes |
| version | 1.0.0 |
| tags | ["expert","update","git","knowledge"] |
| status | production |
Updates the CFN system expert agent's knowledge base with relevant git commits and project changes. This skill analyzes recent commits, determines their relevance to the CFN system, and injects new knowledge into the expert agent to keep it up-to-date with the latest system changes.
# Basic usage (scan last 10 commits or since last update)
bash .claude/skills/cfn-expert-update/update-expert.sh
# Dry run to see what would be updated
bash .claude/skills/cfn-expert-update/update-expert.sh --dry-run
# Scan commits since specific hash
bash .claude/skills/cfn-expert-update/update-expert.sh --since=<commit_hash>
# Force update even if no changes detected
bash .claude/skills/cfn-expert-update/update-expert.sh --force
# Combine options
bash .claude/skills/cfn-expert-update/update-expert.sh --dry-run --since=HEAD~5 --force
--dry-run: Show what would be updated without making changes--since=<hash>: Update from specific commit instead of last tracked--force: Force update even if no new commits detectedThe skill classifies commits into three relevance levels:
CLAUDE.md--- in the agent fileEach relevant commit generates a knowledge block like:
# HIGH PRIORITY UPDATE
Commit: <hash>
Message: <commit message>
## System Changes
<diff summary>
## Impact
This commit contains critical system updates that affect CFN Loop methodology...
.claude/agents/custom/cfn-system-expert.mdEnsure you're running the script from within a git repository.
Check that the expert agent exists at the expected location. The skill looks for:
.claude/agents/custom/cfn-system-expert.md
Install the missing commands listed in the error message.
--dry-run - output goes to stderr in dry run modegit log --oneline HEAD~5..HEAD--force flag to override no-change detectionThe skill creates directories and files in .claude/state and .claude/backups. Ensure you have write permissions.
This skill is typically run:
The skill maintains state in .claude/state/cfn-expert-last-commit to track the last processed commit, avoiding duplicate updates.
bash .claude/skills/cfn-expert-update/update-expert.sh --dry-run
bash .claude/skills/cfn-expert-update/update-expert.sh --since=abc123
bash .claude/skills/cfn-expert-update/update-expert.sh --force
bash .claude/skills/cfn-expert-update/update-expert.sh --dry-run --since=HEAD~5