OpenClaw Automation: Automate Repetitive Tasks with AI

What Can You Automate?

OpenClaw turns repetitive tasks into one-line commands. Instead of manually performing the same steps every day, describe the task once and let your AI agent handle it.

Common automation categories:

• File management — organizing, renaming, converting, cleaning up
• Communication — email summaries, Slack notifications, message drafting
• Development — code review, testing, deployments, dependency updates
• Data processing — report generation, data transformation, analysis
• System maintenance — backups, monitoring, cleanup

Getting Started with Automation

The simplest automation is a direct command:

claw run "Find all PNG files larger than 5MB in ~/Downloads and compress them to 80% quality"

OpenClaw figures out the steps: find the files, select a compression tool, process each file, and report the results.

For tasks you repeat, save them as aliases:

claw alias create compress-images \
  "Find all PNG files larger than 5MB in ~/Downloads and compress them to 80% quality"

Now run it anytime:

claw compress-images

File Management Automation

Organize Downloads

claw run "Sort files in ~/Downloads into folders by type:
- Images → ~/Downloads/Images
- PDFs → ~/Downloads/Documents
- Videos → ~/Downloads/Videos
- Code files → ~/Downloads/Code
- Everything else → ~/Downloads/Other
Move files, don't copy them. Skip anything modified in the last hour."

Clean Up Old Files

claw run "Find files in ~/Downloads older than 30 days.
List them with sizes. Delete only files over 100MB after showing me the list."

Batch Rename

claw run "Rename all files in ~/project/assets/ to lowercase
with hyphens instead of spaces. Example: 'My Image.PNG' → 'my-image.png'"

Convert File Formats

claw run "Convert all .docx files in ~/reports/ to PDF using pandoc.
Keep the originals. Put PDFs in ~/reports/pdf/"

Communication Automation

Daily Email Digest

Create a scheduled summary of important emails:

claw schedule "Check my Gmail for unread emails from the last 12 hours.
Summarize the 5 most important ones with sender, subject, and a one-line summary.
Post the digest to my #personal Slack channel." \
  --cron "0 8 * * *"

Meeting Prep

Before your morning meetings:

claw run "Prepare for my 10 AM standup:
1. List my git commits from yesterday
2. Check my open PRs and their review status
3. List any JIRA tickets assigned to me that are in progress
Format as bullet points I can read in 30 seconds."

Draft Responses

claw run "Draft a response to the email from Sarah about the Q1 report.
Acknowledge her concerns about the timeline, confirm we'll hit the
March 15 deadline, and ask about the budget allocation.
Professional but friendly tone. Keep it under 150 words."

Development Workflow Automation

Automated Code Review

claw run "Review the changes in my current git branch compared to main.
Focus on:
- Security vulnerabilities
- Performance issues
- Missing error handling
- Code style consistency
Provide specific line references and suggested fixes."

Dependency Updates

claw run "Check for outdated npm dependencies in ~/projects/myapp.
List each outdated package with current and latest versions.
For major version bumps, note any breaking changes from the changelog.
Update only minor and patch versions, then run tests."

Test Coverage Report

claw run "Run the test suite for ~/projects/myapp.
Generate a coverage report. Identify the 5 files with the lowest
coverage and suggest specific test cases that would improve coverage."

PR Description Generator

claw run "Generate a PR description for my current branch.
Include: summary of changes, list of files modified, testing done,
and any breaking changes. Format in markdown."

Changelog Generation

claw run "Generate a changelog for all commits since the last tag (v2.3.0).
Group by: Features, Bug Fixes, Performance, Documentation.
Use conventional commit messages to categorize. Output in CHANGELOG.md format."

Data Processing Automation

CSV Analysis

claw run "Analyze sales-data.csv in ~/reports.
Calculate: total revenue, average order value, top 5 products by revenue,
month-over-month growth rate. Create a summary report."

Log Analysis

claw run "Parse the Nginx access logs at /var/log/nginx/access.log
from the last 24 hours. Report: total requests, unique IPs,
top 10 requested URLs, any 5xx errors with details, and
average response time."

Report Generation

claw schedule "Generate a weekly project report:
1. Git activity (commits, PRs merged, branches)
2. Issue tracker stats (opened, closed, in progress)
3. Deployment history
4. Test suite health
Save to ~/reports/weekly/week-$(date +%U).md" \
  --cron "0 17 * * 5"

Scheduling Tasks

One-Time Scheduled Tasks

# Run once at a specific time
claw schedule "Send the deployment notification to #ops" --at "2026-03-01 14:00"

Recurring Schedules

# Every weekday at 9 AM
claw schedule "morning-briefing" --cron "0 9 * * 1-5"

# Every hour during business hours
claw schedule "health-check" --cron "0 9-17 * * 1-5"

# First Monday of each month
claw schedule "monthly-report" --cron "0 9 1-7 * 1"

Managing Schedules

# List all scheduled tasks
claw schedule list

# View schedule details
claw schedule show morning-briefing

# Pause a schedule
claw schedule pause morning-briefing

# Resume a schedule
claw schedule resume morning-briefing

# Delete a schedule
claw schedule delete morning-briefing

Building Automation Chains

For complex automations, chain multiple tasks:

claw run "Do the following in order:
1. Pull the latest code in ~/projects/myapp
2. Run the full test suite
3. If tests pass, build the production bundle
4. If build succeeds, deploy to staging
5. Run smoke tests against staging
6. Report results to #deployments on Slack

If any step fails, stop and report the failure with details."

For reusable chains, create a workflow instead.

Best Practices

Be Specific

Vague instructions produce inconsistent results. Instead of "clean up my files," specify what files, what "clean up" means, and what to do with them.

Start Small

Test automations with dry runs before letting them modify files or send messages:

claw run "List all files you WOULD delete in ~/Downloads older than 30 days.
Don't actually delete anything yet — just show me the list."

Add Safety Guards

For destructive operations, build in confirmations:

claw run "Find duplicate files in ~/photos. Show me the list grouped by content.
For each group, keep the one with the earliest creation date and
list the others you'd delete. Wait for my approval before deleting."

Log Everything

Enable logging for automated tasks:

claw run --log ~/logs/automation.log "Process the daily batch"

Test Schedules First

Run any scheduled task manually before setting the cron:

# Test it first
claw run "Generate the weekly report"

# Then schedule it
claw schedule "Generate the weekly report" --cron "0 17 * * 5"

Further Reading

• OpenClaw Workflow Automation — Build complex multi-step automations with YAML workflows
• OpenClaw Prompt Engineering Tips — Write better prompts for more reliable automations
• Best OpenClaw Skills in 2026 — Find skills that supercharge your automations