Data Anomaly Detector
What this skill does
Detect anomalies and outliers in construction data: unusual costs, schedule variances, productivity spikes. Statistical and ML-based detection methods.
Data Anomaly Detector is part of the Automation & Workflows category — automation and workflow skills that schedule, trigger, and orchestrate tasks. You can install it on its own or alongside other automation & workflows skills from the OpenClaw catalog.
How to install Data Anomaly Detector
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
data-anomaly-detectorand 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 Data Anomaly Detector with a single command:
openclaw skills add data-anomaly-detector
This pulls data-anomaly-detector from ClawHub and installs it into ~/.openclaw/skills/data-anomaly-detector/. Restart the OpenClaw gateway afterwards so the new skill is discovered.
How to use Data Anomaly Detector
Once installed, Data Anomaly Detector 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
data-anomaly-detector-2.1.0.zipdirectly from our S3 mirror. - Unzip into
~/.openclaw/skills/data-anomaly-detector/(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 Data Anomaly Detector?
Install Data Anomaly Detector in the OpenClaw Easy desktop app by opening the Skills panel, searching for data-anomaly-detector, and clicking Install. From a terminal you can run: openclaw skills add data-anomaly-detector. Either way the skill is placed in ~/.openclaw/skills/data-anomaly-detector/.
Is Data Anomaly Detector free?
Yes. Data Anomaly Detector 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 Data Anomaly Detector do?
Detect anomalies and outliers in construction data: unusual costs, schedule variances, productivity spikes. Statistical and ML-based detection methods.
Related: more automation & workflows skills
If Data Anomaly Detector looks useful, you may also want to check out other automation & workflows skills in the OpenClaw catalog:
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Free, open-source · Apache-2.0 · Works with Claude, ChatGPT, Gemini, or local Ollama models