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causal-inference

Add causal reasoning to agent actions.

Skill by sundial-org

IndexedLicense unknown★ 669
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/sundial-org-causal-inference

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

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.

Use cases: backend, data, ml, productivity

Reviews

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/causal-inference

What's inside

Skill name
causal-inference
Description
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.
License
unknown
Instructions
269 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (8)

  • SKILL.md
  • do-calculus.md · references/
  • estimation.md · references/
  • backfill_calendar.py · scripts/
  • backfill_email.py · scripts/
  • backfill_messages.py · scripts/
  • estimate_effect.py · scripts/
  • log_action.py · scripts/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

More from sundial-org/awesome-openclaw-skills

Signals

Stars
669
Forks
98
Open issues
14
Last commit (this folder)
Feb 1, 2026 (9 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
License unknown
Repository
github.com/sundial-org/awesome-openclaw-skills
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

More from sundial-org

Cite this page

causal-inference skill. Agent Mart. https://agentmart.dev/skills/sundial-org-causal-inference (last updated 2026-10-24)