overthinkos/openclaw-full-ml
ov-images/skills/openclaw-full-ml/SKILL.md
OpenClaw full + ML tools + Ollama + Sway desktop + VNC. GPU-accelerated. Currently disabled. Enable in image.yml to build. MUST be invoked before building, deploying, or troubleshooting the openclaw-full-ml image.
tools
Updated Apr 24, 2026
$ install --global
skillsauthnpx skillsauth add overthinkos/overthink-plugins openclaw-full-mlInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 24, 2026, 2:26 PM128.9s1 file scanned
SKILL.md
- name:
- openclaw-full-ml
- description:
- |
openclaw-full-ml
GPU-accelerated OpenClaw with all tools, ML capabilities (whisper, sherpa-onnx TTS), Ollama, Sway desktop, and VNC.
Image Properties
| Property | Value |
|----------|-------|
| Base | nvidia |
| Layers | agent-forwarding, openclaw-full-ml, sway-desktop-vnc, ollama |
| Platforms | linux/amd64 |
| Ports | 18789 (gateway), 5900 (VNC), 9222 (CDP), 11434 (Ollama) |
| Status | disabled (set enabled: true in image.yml) |
| Registry | ghcr.io/overthinkos |
Full Layer Stack
fedora→fedora-nonfree→nvidia(CUDA base)openclaw-full-mlmetalayer:openclaw-full(28 tool layers)whisper— speech-to-textsherpa-onnx— offline TTS
sway-desktop-vnc— desktop + VNCollama— LLM inference server
Ports
| Port | Service | Protocol | |------|---------|----------| | 18789 | OpenClaw gateway | HTTP | | 5900 | VNC | TCP | | 9222 | Chrome DevTools | HTTP | | 11434 | Ollama API | HTTP |
Quick Start
# Enable in image.yml first (remove enabled: false)
ov image build openclaw-full-ml
ov config openclaw-full-ml
ov start openclaw-full-ml
Key Layers
/ov-layers:openclaw-full-ml— Full tools + ML (whisper, sherpa-onnx)/ov-layers:ollama— LLM server/ov-layers:cuda— GPU support (via nvidia base)
Related Images
/ov-images:openclaw-ollama-sway-browser— enabled GPU variant (same concept)/ov-images:openclaw-full-sway— without ML/Ollama (disabled)/ov-images:openclaw-full— headless, no ML (disabled)
When to Use This Skill
MUST be invoked when the task involves the openclaw-full-ml image or the combined ML-capable OpenClaw desktop deployment.
Related
/ov:image— image family umbrella (image:entries inoverthink.yml, build/validate/inspect/list)/ov:build—build.ymlvocabulary (distros, builders, init-systems)
Related Skills
overthinkos/plugin
tools
VerifiedTrustedCommunity
Use when authoring or modifying a charly PLUGIN — a candy with a `plugin:` block that contributes Providers (verbs/kinds/deploy-targets/steps/builders/commands), its own CUE schema, builtin (compiled-in) or external (out-of-tree git repo). Covers the unified Provider model, the per-plugin CUE-schema contract (single source → Go params for dev + schema-over-Describe RPC for runtime), the SDK, and the loader.
SKILL.mdUpdated Jun 22, 2026
overthinkos/cue
tools
VerifiedTrustedCommunity
The CUE data-validation / configuration CLI (cue), pinned to v0.16.1. Use when working with the cue candy, installing the cue binary into a box or onto a target:local dev host, or running the offline schema-vendoring pipeline that feeds charly's egress validation.
SKILL.mdUpdated Jun 16, 2026
overthinkos/egress
tools
VerifiedTrustedCommunity
CUE EGRESS validation — validating (and, where it adds value, generating) the config files charly WRITES to a system BEFORE the bytes hit disk. MUST be invoked before working on charly/egress.go, the vendored schemas under candy/plugin-egress/egress-schemas/vendor/, the ValidateEgress / registerVendoredEgressKind path, the offline `task cue:vendor` pipeline, or adding an egress schema for any written artifact (cloud-init, k8s manifests, traefik routes, runtime config, install ledger, systemd/quadlet units, ssh_config, libvirt XML).
SKILL.mdUpdated Jun 16, 2026
overthinkos/check-k8s
tools
VerifiedTrustedCommunity
Kubernetes cluster-probe declarative check verb — the `kube:` check verb (nodes, pods, ingress, storage class, addon health, apply/delete, and arbitrary resource GETs) served out-of-process by the candy/plugin-kube plugin (vendored client-go; no external kubectl required).
SKILL.mdUpdated Jun 14, 2026