Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases, deployments. Use for planning interventions, debugging failures, predicting outcomes, backfilling historical data for analysis, or answering "what happens if I do X?" Also trigger when reviewing past actions to understand what worked/failed and why.
数据来源：ClawHub。 在 ClawSkills 查看
选择你使用的 Agent
方法一：命令行安装（推荐）
推荐（无需提前安装 clawhub）
npx clawhub@latest --dir ~/.claude/skills install causal-inference或使用 clawhub CLI（需提前安装）
clawhub --dir ~/.claude/skills install causal-inference⚠️ 需要 Node.js 18+，没有 Node？请使用下方方法二直接下载 ZIP。 安装 Node.js →
方法二：手动下载安装（无需 Node）
下载 ZIP，解压后将文件夹放到以下路径，重启 Agent 即可：
安装路径
~/.claude/skills/causal-inference/💡解压后将文件夹放到上方路径，重启 Agent 即可生效
Add causal reasoning to agent actions.
Key capabilities include Core Invariant, Email Backfill, Calendar Backfill, Message Backfill (WhatsApp/Discord/Slack), and Generic Backfill Pattern.
Great for teams and individuals who want to automate and enhance their communication workflows. Widely adopted by the OpenClaw and Claude community.
安装 Causal Inference 后，可以对 AI 说这些话来触发它
Send a Slack message to the #engineering channel about the deployment
Formats and sends the message with relevant context, tagging the right people
Summarize all unread messages in my inbox from today
Reads messages across connected channels and returns a prioritized summary
Draft a reply to this customer complaint and send it for review
Writes an empathetic, professional response and routes it to the approval queue
将技能文件夹放到 ~/.claude/skills/causal-inference/ 目录（个人级，所有项目可用），或 .claude/skills/causal-inference/（项目级）。重启 AI 客户端后，用 /causal-inference 主动调用，或让 AI 根据上下文自动发现并使用。
Causal Inference 支持 Claude、Cursor、OpenClaw，可与这些 AI 平台无缝集成，扩展其能力。
Causal Inference 可免费安装使用。请查阅仓库了解许可证信息。
Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases, deployments. Use for planning interventions, debugging failures, predicting outcomes, backfilling historical data for analysis, or answering "what happens if I do X?" Also trigger when reviewing past actions to understand what worked/failed and why.
Causal Inference 属于「Communication」分类，该分类的技能帮助 AI 智能体在此领域执行专业任务。