Communityv0.2.0

Causal Inference

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.

2.9kdownloads6stars7active installsoswalpalash
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Skill Details

Slug
causal-inference
Latest Version
0.2.0
Author
oswalpalash
Published
Jan 26, 2026
Updated
Apr 28, 2026
Total Versions
2

How to Install

  1. 1 on OpenClawdBots (takes under 60 seconds).
  2. 2Open your bot dashboard and go to the Skills tab.
  3. 3Switch to the ClawHub tab and search for Causal Inference.
  4. 4Click Install and the skill is deployed to your bot automatically.

Changelog — v0.2.0

Expanded triggers to all high-level actions, added backfill scripts for email/calendar/messages, broader domain coverage