Register a new Docker Compose project on UGOS Pro (NASync) when the compose file lives in the nanoclaw repo. Plumbs the `/volume1/docker/PROJECT_NAME` directory symlink, the in-repo `.env` symlink, and the UGOS Pro SQLite registration row so the project appears in the Projects UI without UGOS rewriting the tracked compose file. Use when adding a new sidecar that needs UGOS Pro UI Start/Stop visibility, when wiring a repo-tracked compose project onto the NASync for the first time, when migrating an existing service to the symlinked-compose topology, or when asked to "register a UGOS project" / "add a sidecar to UGOS Pro".

List pending skills and rules on the NAS staging area. Shows what the agent has created or updated that hasn't been promoted to plugins yet. Use before running promote, or when the user asks what's on staging.

Sequential workflow for migrating an admin-plugin skill, rule, or script set into a per-chat overlay plugin. Audits cadence frontmatter, state-plane couplings, and cross-skill imports; moves files across two plugin repos; updates per-group additionalTiles config; ships each side through the publish pipeline; verifies live materialisation. Use when extracting an admin skill to an overlay, refactoring admin content into per-chat plugins, splitting capabilities out of nanoclaw-admin, or wiring additionalTiles for a freshly extracted overlay.

One-coroutine-per-device debounce controller for rate-limited IoT APIs in Kotlin. Min-interval throttle, 2-tick stability filter, send-latest semantics. Min-interval is 0.2s for LAN devices, 1.2s for cloud APIs. Dispatches on Dispatchers.IO. Use when a real-time producer (camera loop, sensor feed, Flow<T>) drives a cloud or LAN IoT device that can't keep up with per-frame updates, or when you see flicker / HTTP 429 errors from hammering an actuator.

Render a segmented LED progress bar that fills bottom-up with red/yellow/green gradient — thermometer pattern, not falling-bar. Handles top-indexed hardware (where segment[0] is physically at the top) and bottom-indexed hardware. Use when wiring a quantised level (0..N) into an LED bar, especially Govee H6056, Hue Lightstrip, or similar segmented devices where fill direction and gradient matter.

Discretise continuous producer signals (Float, Double) into Int targets so the debounce controller's stability filter can actually commit. Without quantization, a noisy 0.42-vs-0.43-vs-0.42 signal blocks every commit and the actuator stays dark. Use when wiring a continuous producer (confidence score, sensor reading, audio level) into a debounce controller, or debugging "I call submit() but onApply() never fires".

Search Google Scholar for academic papers and author profiles. Use when discovering papers to triage — by keyword, author, or year range. Returns titles, authors, abstracts, and links. Triggers: search papers, find papers, google scholar, search scholar, find author, author profile, literature search, paper discovery, search academic literature.

Search and analyze biomedical literature from PubMed using the free E-utilities API. Use when researching medical topics, discovering clinical papers, fetching article metadata by PMID, performing deep paper analysis, or downloading open-access PDFs from PubMed Central. Triggers: pubmed search, search biomedical literature, find medical papers, PMID lookup, pubmed metadata, clinical literature search, biomedical research, life sciences papers, PMC download, ncbi search.

Reproduce and verify the benchmark claims of a tool or paper already triaged in the research repo. Locates the benchmark harness, runs it, and records verified vs. reported figures in benchmarks/sources/{slug}-repro.md. Triggers: reproduce benchmark, verify claims, run benchmark, check benchmark, benchmark reproduction, verify numbers.

Inspect pod logs, analyze resource quotas, trace network policies, check deployment rollout status, and run cluster health checks for Kubernetes. Use this skill when diagnosing Kubernetes cluster issues, debugging failing pods, investigating network connectivity problems, analyzing resource usage, troubleshooting deployments, or performing cluster health checks.

Comprehensive toolkit for generating, validating, and managing Kubernetes YAML resources. Use this skill when creating Kubernetes manifests (Deployments, Services, ConfigMaps, StatefulSets, etc.), working with Custom Resource Definitions (CRDs), or generating production-ready K8s configurations.

Comprehensive toolkit for validating, linting, and testing Kubernetes YAML resources. Use this skill when validating Kubernetes manifests, debugging YAML syntax errors, performing dry-run tests on clusters, or working with Custom Resource Definitions (CRDs) that require documentation lookup.