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[ { "role": "user", "content": "Classify: ls -la" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: cat /etc/hosts" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git log --oneline -20" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git status" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git diff HEAD~1" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker ps -a" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker images" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl get pods -n production" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl describe svc nginx" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: npm list --depth=0" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: pip show requests" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: cargo check" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: systemctl status nginx" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: curl -s https://api.example.com/health" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: find . -name '*.go' -type f" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: rm -rf node_modules" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: git commit -m 'fix auth bug'" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: git push origin main" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: git checkout -b feature/login" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: docker rm -f my-container" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: docker build -t myapp ." }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: kubectl delete pod foo" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: kubectl apply -f deployment.yaml" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: npm install express" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: pip install flask" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: chmod 755 deploy.sh" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: mv old.txt new.txt" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: cp -r src/ backup/" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: systemctl restart nginx" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: cargo build --release" }, { "role": "assistant", "content": "mutating" } ]
[ { "role": "user", "content": "Classify: ls" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ls -lah /var/log" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ls -R src/" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: cat README.md" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: cat -n main.go" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: head -20 server.py" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: tail -f /var/log/syslog" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: tail -100 app.log" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: less /etc/nginx/nginx.conf" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: wc -l *.py" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: file output.bin" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: stat config.yaml" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: du -sh /home/user" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: df -h" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: free -m" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: uptime" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: uname -a" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: hostname" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: whoami" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: id" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: env" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: printenv PATH" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: echo $HOME" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: pwd" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: which python" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: type git" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: whereis gcc" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ps aux" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ps -ef | grep nginx" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: top -bn1" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: htop" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: lsof -i :8080" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ss -tulnp" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: netstat -an" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ip addr show" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ifconfig" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: ping -c 3 google.com" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: traceroute 8.8.8.8" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: dig example.com" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: nslookup example.com" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: curl -I https://example.com" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: curl -s https://api.github.com/users/octocat" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: wget --spider https://example.com" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git branch -a" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git remote -v" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git show HEAD" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git log --graph --all" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git blame src/main.rs" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git shortlog -sn" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git tag -l" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git stash list" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git reflog" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git config --list" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git diff --cached" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: git diff main..feature" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker inspect my-container" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker logs web" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker stats" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker network ls" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker volume ls" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker compose ps" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker top my-container" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: docker exec -it web bash" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl get nodes" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl get svc -A" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl get events --sort-by=.metadata.creationTimestamp" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl logs -f deploy/api" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl top pods" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl describe node worker-1" }, { "role": "assistant", "content": "exploring" } ]
[ { "role": "user", "content": "Classify: kubectl get configmap -n kube-system" }, { "role": "assistant", "content": "exploring" } ]
End of preview. Expand in Data Studio

cmdguard-dataset

Hand-labeled CLI commands for training a binary classifier: exploring (read-only) vs mutating (changes state).

Format

Chat-style JSONL — each line is:

{"messages": [{"role": "user", "content": "Classify: git status"}, {"role": "assistant", "content": "exploring"}]}

Splits

Split Examples Balance
train.jsonl 354 168 exploring / 168 mutating + 18 targeted
eval.jsonl 20 10 exploring / 10 mutating

Coverage

git, docker, kubectl, helm, terraform, npm/yarn/pnpm, pip, cargo, go, systemctl, apt/dnf/pacman/brew/nix, AWS CLI, gcloud, az, filesystem ops, networking tools, process management, databases, and more.

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Models trained or fine-tuned on qmxme/cmdguard-dataset