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 knowledge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 | knowledge |
| description | Display knowledge base status and recent learnings |
| user_invokable | true |
Display the current state of the project's knowledge base and recent learnings.
Shows:
knowledge/state.json for learning mode statusknowledge/cache/classifications.mdknowledge/learnings/patterns.mdknowledge/learnings/quirks.mdknowledge/learnings/decisions.md╔═══════════════════════════════════════════════════╗
║ Project Knowledge Base ║
╚═══════════════════════════════════════════════════╝
📚 Learning Status
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Mode: ON (since 2026-01-08 14:00)
Last Extraction: 5 minutes ago
Extractions This Session: 3
📊 Knowledge Statistics
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Cache:
- Classification entries: 23
Learnings:
- Patterns: 8 entries
- Quirks: 3 entries
- Decisions: 5 entries
- Total: 16 insights
📝 Recent Learnings
───────────────────────────────────────────────────
[Pattern] "Use async/await for API calls in this codebase"
Discovered: 2026-01-08 | Confidence: high
[Quirk] "Auth module uses non-standard token format"
Discovered: 2026-01-07 | Confidence: high
[Decision] "Chose Redis over in-memory cache for session storage"
Made: 2026-01-06 | Confidence: high
💡 Commands
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/learn - Extract insights now
/learn-on - Enable continuous learning
/learn-off - Disable continuous learning
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║ Project Knowledge Base ║
╚═══════════════════════════════════════════════════╝
📚 Learning Status
───────────────────────────────────────────────────
Mode: OFF
No extractions yet
📊 Knowledge Statistics
───────────────────────────────────────────────────
Knowledge base is empty.
💡 Get Started
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Use /learn to extract insights from your current session.
Use /learn-on to enable continuous learning.
The knowledge base will grow as you work, capturing:
- Patterns that work well in this project
- Quirks and gotchas to remember
- Decisions and their rationale
knowledge/state.json## Pattern:, ## Quirk:, ## Decision: headers)entry_count field or by counting ## headers