Causal Inference is an OpenClaw skill. 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. It belongs to the Other collection. For background, see 606. OpenClaw Code Executor Skill in our wiki.
Causal Inference 邮件、日历、文件工具，支持部署、调试、审查。
Causal Inference has 2.2K downloads from the OpenClaw community.
Deployment management
Notifications and alerts
One-command install via OpenClaw
Installing Causal Inference in OpenClaw takes just one command. Make sure you have OpenClaw set up and running before proceeding.
Run the following command in your terminal to add Causal Inference to your OpenClaw instance:
openclaw skill install causal-inferenceConfirm the skill is properly installed and ready to use:
openclaw skill listThe skill is now available in your OpenClaw conversations. Simply describe what you want to accomplish, and OpenClaw will automatically invoke Causal Inference when relevant.
What people do with Causal Inference:
| Author | oswalpalash |
| Category | Other |
| Version | 0.2.0 |
| Updated | 2026-03-01 |
| Downloads | 2,161 |
| Score | 1,088 |
| Homepage | https://clawhub.ai/oswalpalash/causal-inference |
Causal Inference is an OpenClaw skill. 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, purchase.. Install it with one command and it works inside your existing setup.
Run "openclaw skill install causal-inference" in your terminal. OpenClaw must be set up first. After install, the skill is available in your conversations automatically.
Yes. Causal Inference is free and open-source. Install it from the OpenClaw skill directory at no cost. Maintained by oswalpalash.
Add Causal Inference to your OpenClaw setup. One command. Done.
Install SkillDiscover other popular skills in the Other category.