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 reddit-insights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 | reddit-insights |
| version | 1.0.0 |
| description | Extract insights from Reddit discussions. Track communities, sentiment, and trends. |
| metadata | {"openclaw":{"emoji":"🔴","category":"research"}} |
Extract insights from Reddit discussions. Track communities, sentiment, and trends.
| Subreddit | Focus |
|---|---|
| r/MachineLearning | ML research, papers |
| r/LocalLLaMA | Local AI, open models |
| r/OpenAI | OpenAI products, API |
| r/ClaudeAI | Anthropic, Claude |
| r/selfhosted | Self-hosting, homelab |
| r/docker | Containers, DevOps |
| r/programming | General development |
| r/webdev | Web development |
| r/startups | Startup ecosystem |
| r/ExperiencedDevs | Senior perspectives |
Use web_search:
Search Reddit for:
- "OpenClaw OR 'Open Claw'" site:reddit.com
- "MCP server" site:reddit.com
- "self-hosted AI" site:reddit.com
Track specific threads:
Monitor r/LocalLLaMA for:
- New model releases
- Performance benchmarks
- Quantization techniques
Look for patterns:
| Signal | What to Track |
|---|---|
| Frustration | Pain points, complaints |
| Excitement | New releases, features |
| Confusion | Documentation gaps |
| Requests | Feature requests |
## r/Subreddit - Topic
**Thread:** [Title](URL)
**Posted:** Date
**Engagement:** Upvotes, comments
**Key Insights:**
1. Main point
2. Counter-argument
3. Consensus
**Quotes:**
> "Important quote" — u/username
**Action Items:**
- [ ] Follow up on X
- [ ] Add to research queue
{
"name": "reddit-weekly-scan",
"schedule": {"kind": "cron", "expr": "0 10 * * 1"},
"payload": {
"kind": "agentTurn",
"message": "Search Reddit for: 'Claude', 'OpenClaw', 'MCP servers', 'autonomous agents'. Find 3 high-engagement threads. Extract insights."
},
"sessionTarget": "isolated"
}