What this skill does
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 is part of the Developer Tools category — developer tools that help your agent write, review, debug, and ship code. You can install it on its own or alongside other developer tools skills from the OpenClaw catalog.
How to install Causal Inference
The easiest path is via the OpenClaw Easy desktop app — one click, no terminal required:
- Download OpenClaw Easy for macOS or Windows (free, one-click installer, ~30 seconds).
- Open the in-app Skills panel.
- Search for
causal-inferenceand click Install. - The skill activates automatically when an incoming message matches its description.
Install from the command line
If you already run the OpenClaw CLI, add Causal Inference with a single command:
openclaw skills add causal-inference
This pulls causal-inference from ClawHub and installs it into ~/.openclaw/skills/causal-inference/. Restart the OpenClaw gateway afterwards so the new skill is discovered.
How to use Causal Inference
Once installed, Causal Inference activates on its own: when an incoming message on WhatsApp, Telegram, Slack, Discord, Feishu or Line matches the skill's description, your OpenClaw agent loads it and runs the workflow. You can also trigger it explicitly by describing the task in chat. No extra configuration is required after install.
Manual install (advanced)
If you prefer manual installation:
- Click the Download .zip button above to grab
causal-inference-0.2.0.zipdirectly from our S3 mirror. - Unzip into
~/.openclaw/skills/causal-inference/(create the directory if it does not exist). - Restart OpenClaw Easy (or the OpenClaw CLI gateway) so the new skill is discovered.
Frequently asked questions
How do I install Causal Inference?
Install Causal Inference in the OpenClaw Easy desktop app by opening the Skills panel, searching for causal-inference, and clicking Install. From a terminal you can run: openclaw skills add causal-inference. Either way the skill is placed in ~/.openclaw/skills/causal-inference/.
Is Causal Inference free?
Yes. Causal Inference is free and open-source, distributed under the Apache-2.0 license through ClawHub. No account or payment is required to download or run it.
What does Causal Inference do?
Add causal reasoning to agent actions.
Related: more developer tools skills
If Causal Inference looks useful, you may also want to check out other developer tools skills in the OpenClaw catalog:
Browse the full OpenClaw skill catalog
This page covers just one skill. The OpenClaw skill hub has 10,000+ more — search, sort by downloads or stars, and install any of them in one click. There is also a curated awesome-openclaw-skills list grouped by use case.
Get OpenClaw Easy — Free
Install Causal Inference and 10,000+ other OpenClaw skills in one click. Free, open-source, runs locally on macOS & Windows.
Free, open-source · Apache-2.0 · Works with Claude, ChatGPT, Gemini, or local Ollama models