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 research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 | research |
| description | Multi-source parallel research with confidence-based synthesis. |
Multi-source parallel research with confidence-based synthesis.
When user asks:
| Mode | Speed | Depth | Use Case |
|---|---|---|---|
| quick | ~30s | Shallow | Fact check, simple lookup |
| standard | ~2min | Moderate | Typical research |
| extensive | ~8min | Deep | Comprehensive analysis |
/ai-dev-kit:research [mode] [query]
Need quick answer? ─────────────► quick
│
├─ Need current info? ────────► standard
│
└─ Need comprehensive? ───────► extensive
| Type | Sources | Best For |
|---|---|---|
| Web | WebSearch | Current events, latest docs |
| Docs | Local ai-docs/ | Library usage, patterns |
| Code | Codebase grep | Implementation examples |
| Level | Meaning | Source Count |
|---|---|---|
| HIGH | Very reliable | 3+ agree |
| MEDIUM | Likely accurate | 2 agree |
| LOW | Needs verification | 1 only |
| CONFLICTING | Check manually | Sources disagree |
cookbook/quick-mode.md - Fast fact-checking patterncookbook/standard-mode.md - Balanced research patterncookbook/extensive-mode.md - Deep research patternreference/researcher-types.md - Available researcher agentsreference/synthesis-patterns.md - How findings are combined