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 learned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 | learned |
| description | Log a learning, discovery, or decision to the vault with full context from the current conversation. |
| user-invocable | true |
| argument-hint | <what you learned> [--type correction|decision|discovery|pattern|gotcha] |
| allowed-tools | ["Read","Write","Edit","Glob","Grep"] |
Log something you or the user discovered during the current conversation to the vault. This is for learnings that hooks can't auto-detect — debugging insights, root cause discoveries, architecture gotchas, performance findings, etc.
Parse the argument — extract what was learned and the type. Default type is discovery.
Determine metadata from conversation context:
vault/shared/project-knowledge/ for registered projects, or general)architecture, debugging, deployment, api, database, tooling, workflow, etc.)high if it caused a bug or could cause one again, medium for useful knowledge, low for nice-to-knowCheck for duplicates — search vault/learnings/ for similar entries. If one exists, update its recurrence-count and last-seen instead of creating a new file.
Write the vault entry to vault/learnings/<TYPE>-<YYYYMMDD>-<SEQ>.md:
---
id: <TYPE>-<YYYYMMDD>-<SEQ>
logged: <ISO timestamp>
type: learning
priority: <high|medium|low>
status: new
category: <type from arg>
area: <determined from context>
agent: main
project: <determined from context>
pattern-key: <short kebab-case key for dedup>
recurrence-count: 1
first-seen: <YYYY-MM-DD>
last-seen: <YYYY-MM-DD>
tags: [<relevant tags>]
related: [<wikilinks to related entries if any>]
---
# <Concise title>
## What happened
<Brief description of />
| Type | Prefix | Use for |
|---|---|---|
correction | LRN | User corrected Claude's approach |
decision | LRN | Architecture or design choice with rationale |
discovery | LRN | Found something non-obvious while working |
pattern | LRN | Recurring theme across interactions |
gotcha | ERR | Something that fails silently or is easy to get wrong |