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Search and analyze the vault knowledge base. Query learnings by type, status, tags, or pattern-key. Show promotion candidates and recurring patterns.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
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 vault-query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 | vault-query |
| description | Search and analyze the vault knowledge base. Query learnings by type, status, tags, or pattern-key. Show promotion candidates and recurring patterns. |
| user-invocable | true |
| argument-hint | <query | stats | promotions | recent | by-tag <tag>> |
| context | fork |
| agent | researcher |
| allowed-tools | ["Read","Glob","Grep"] |
| model | sonnet |
Search and analyze the vault knowledge base from the CLI.
Parse $ARGUMENTS to determine which subcommand to run:
statsCount learnings by status and type, show promotion candidates:
Glob for vault/learnings/*.mdtype (learning/error/feature), status, area, and projectrecurrence-count >= 3 as promotion candidatespromotionsList learnings eligible for promotion:
Grep for recurrence-count: in vault/learnings/*.mdrecurrence-count >= 3recent (or recent N)Show the last N learnings (default 10):
Glob for vault/learnings/*.mdby-tag <tag>Filter learnings by tag:
Grep for the tag in vault/learnings/*.md frontmatter tags: linesFor any other $ARGUMENTS, treat it as a search query:
Grep for the query in vault/learnings/*.md (both frontmatter and body)vault/shared/**/*.mdpattern-key, tags, and section contentUse concise tables for structured output. Example:
| ID | Type | Title | Status | Tags |
|----|------|-------|--------|------|
| LRN-20250310-001 | learning | Claude CLI env stripping | resolved | [cli, env, spawn] |
For stats, use summary format:
Vault Stats:
Learnings: 12 (8 resolved, 3 new, 1 promoted)
Errors: 5 (4 resolved, 1 investigating)
Features: 3 (1 built, 2 requested)
Promotion candidates: 2