
Run the local NullClaw host security app for skill governance, curated-source discovery, guarded threat suppression, and self-governance on Windows hosts.
Manage Apple Reminders via remindctl CLI (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.
Discord ops via the message tool (channel=discord).
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).
Notion API for creating and managing pages, databases, and blocks.
Local speech-to-text with the Whisper CLI (no API key).
Best practices for using the oracle CLI (prompt + file bundling, engines, sessions, and file attachment patterns).
Run browser automation with Playwright using a no-assets, low-churn workflow. Use when you need navigation, form actions, extraction, or screenshots without installing icon/image assets that can trigger repeated rg.exe scans.
Operate the local teacher-student Qwen training workbench for long-running dataset-factory, staggered continuation batches, and training-agent supervision. Use when advancing or monitoring the private Huihui-to-Qwen3.5-4B pipeline, switching workstation modes, checking batch artifacts, or resuming overnight local training without media-workbench contention.
Protect Repo A DDC telemetry/privacy and encrypted KV pager contracts. Use when editing repo_c_trace adapters, Repo C policy gate logic, KV tiering/crypto code, or retention/privacy behavior tied to role acceptance.
Operate and debug <PRIVATE_REPO_B> Control Center and thin-waist service surfaces. Use when working on connector routing, Lighthouse checks, MCP/Agent Bridge endpoints, pose bridge, canonical desktop startup/restart behavior, shortcut ownership, or window lifecycle/state ownership.
Maintain ranking engine behavior and schema compatibility in <PRIVATE_REPO_C>. Use when modifying scoring weights, ranking/multiplier logic, report serialization, or `ranking_report` schema contracts consumed by downstream systems.
Search and analyze your own session logs (older/parent conversations) using jq.
Control Sonos speakers (discover/status/play/volume/group).
Diagnose and fix a desktop VRM app's avatar lighting and MToon material failures when a VRM looks washed out, has bright edges, shows inverted-looking cloth shadows, or shades clothing differently from skin and legs. Use when you need to inspect the live .vrm, separate scene-light problems from material problems, patch the correct layer, and verify with a rebuilt packaged app.
Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user chats).
A CLI tool for making authenticated requests to the X (Twitter) API. Use this skill when you need to post tweets, reply, quote, search, read posts, manage followers, send DMs, upload media, or interact with any X API v2 endpoint.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, performing sign-in (single account or multiple accounts), or reading/injecting/running secrets via op.
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Use when you need to send or manage iMessages via BlueBubbles (recommended iMessage integration). Calls go through the generic message tool with channel="bluebubbles".
Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.
iMessage/SMS CLI for listing chats, history, and sending messages via Messages.app.
Batch-generate images via OpenAI Images API. Random prompt sampler + `index.html` gallery.
Control Philips Hue lights and scenes via the OpenHue CLI.
Foodora-only CLI for checking past orders and active order status (Deliveroo WIP).
Capture and automate macOS UI with the Peekaboo CLI.
Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
Manage Trello boards, lists, and cards via the Trello REST API.
Reduce paid credit spend and rate-limit risk with deterministic usage analysis and budget guardrails. Use when planning high-volume agent work, reviewing recent burn, or setting lean/standard/surge operating caps.
Extract frames and short clips from local video files with ffmpeg. Use when you need quick visual checkpoints without opening a full editor.
Start voice calls via the OpenClaw voice-call plugin.
Control Eight Sleep pods (status, temperature, alarms, schedules).
Review recent open diffs across multiple repos, classify repeated release/docs/tests gaps, and route each gap to the right remediation skill. Use when several repos are carrying unreleased work and you need a deterministic audit before patching or curating new skills.
Audit Cybertron remote-host readiness, repo parity, WinRM auth-state, MeshGPT host-terminal bootstrap, canonical model-matrix validation, Starframe/Cybertron offload checks, and VRM display readiness.
Operate Media Workbench source staging, prompt-head generation order, lane assignment, and resume-safe draft continuity as one workflow surface. Use when staging, previews, or generation-order logic change together.
Browse and manage Feishu Drive folders and files via the feishu_drive tool. Use when listing shared folders, inspecting file metadata, creating folders, moving files, or deleting Drive items the bot can access.
Operate and secure the Continue Agent Bridge in <PRIVATE_REPO_B>. Use when configuring bridge modes, validating /api/agent endpoints, enforcing controlled-write safety gates, or diagnosing bridge availability and permission failures.
Orchestrate app-first, registry-aware bring-up and health validation for local multi-app meta-harness stacks. Use when startup order, runtime registry, launcher scripts, control-center bring-up, or cross-app health checks change together.
Operate AvatarCore bridge sessions, heartbeats, engine-event queues, and directive drains as one contract. Use when Unreal bridge lifecycle and queue semantics change together.
Align desktop autonomy, speech fallback, live research, and chat-route runtime behavior across avatar-facing local apps after model-plane or harness shifts. Use when runtime handoff and UI behavior change together.
Enforce AvatarCore workstation desktop-launch acceptance when frontend/backend launcher ownership, stale-window cleanup, and health proof must be explicit. Use when backend-only startup is being mistaken for app readiness or when a combined launcher is being introduced or repaired.
Present, navigate, snapshot, and hide HTML content on connected OpenClaw nodes (Mac, iOS, Android) via the canvas tool. Use when displaying games, visualizations, dashboards, or interactive demos on remote node canvas views, or when debugging canvas URL routing across loopback, LAN, and Tailscale bind modes.
Govern queue ownership, backpressure, retry and cancel semantics, and mutual-exclusion behavior across STARFRAME local apps. Use when `9040`, `9041`, bridge queues, or operator queue surfaces change together.
Govern the local-first Penny speech plane across ASR, TTS, endpoint voice behavior, and backend action routing. Use when Shockwave, AvatarCore, VRM Sandbox, or control-plane voice contracts shift together.
Read, write, append, and manage Feishu/Lark documents via the feishu_doc tool. Use when creating, reading, or editing Feishu Docx documents, managing document blocks, creating tables, uploading images or file attachments, or extracting doc_token from Feishu URLs.
Manage Feishu file and document permissions via the feishu_perm tool. Use when listing collaborators, granting access, revoking access, or checking whether a file, folder, wiki node, or document has the correct permission level.
Navigate and manage Feishu Wiki spaces and nodes via the feishu_wiki tool. Use when listing spaces, browsing wiki trees, creating or moving wiki pages, renaming nodes, or resolving a wiki node into the backing Docx object for feishu_doc edits.
Fetch GitHub issues, spawn sub-agents to implement fixes and open PRs, then monitor and address PR review comments. Usage: /gh-issues [owner/repo] [--label bug] [--limit 5] [--milestone v1.0] [--assignee @me] [--fork user/repo] [--watch] [--interval 5] [--reviews-only] [--cron] [--dry-run] [--model glm-5] [--notify-channel -1002381931352]
Validate a mixed local-plus-remote AI stack with privacy-safe evidence, endpoint health checks, inference smokes, and repo lockstep gates. Use when a request spans multiple local services, remote hosts, and heterogeneous inference lanes that must be tested end to end without launching restricted avatar endpoints.
Execute multi-step workflows with approval checkpoints via the Lobster pipeline engine. Use when the user wants repeatable automations (email triage, PR monitoring, scheduled syncs), when actions need human approval before executing (send, post, delete), or when multiple tool calls should run as one deterministic pipeline operation.
Enforce local-first Codex execution through VS Code workspace and connected local apps/services/hardware, with MemryX shim priority and fail-closed remote-host checks.
Correlate local decision telemetry, trace recording, and emitted evidence across STARFRAME services. Use when arbiter, media, dashboard, or embodiment traces need to line up as one operator-readable storyline.
Govern Media Workbench indexing posture across metadata-only baselines, opt-in content-derived indexing, local manifest storage, and operator-facing index summaries. Use when indexing tools, manifests, catalog DBs, or media-root governance change together.
Guard the STARFRAME Media Workbench worker ownership contract, queue/work-item lifecycle, and desktop-to-worker status surfaces. Use when changes touch `9040`, job payloads, resumable work items, operator snapshots, or worker-facing docs/tests.
Align the four core local app surfaces under the shared meta-harness contract. Use when PC Control, shim/control-center, STARFRAME app, and avatar-runtime defaults or docs drift on model authority, canonical repo root, continuity, or endpoint expectations and one coordinated pass must repair them together.
Split multi-lane requests into deterministic parallel workstreams and merge them with explicit evidence checks. Use when a request has 2+ independent objectives that can run concurrently.
Operate the Qwen Training Workbench campaign lane across `9041` worker queue ownership, named campaign catalogs, dependency-aware job expansion, and restart-safe continuation semantics. Use when campaign configs, worker APIs, or continuation scheduling change together.
Build, enrich, distill, and validate local training datasets for the Qwen Training Workbench. Use when dataset export, weighted-study assembly, label distillation, workstation-mode enforcement, or training-input validation change together.
Enforce hardware-first diagnosis and fixes in <PRIVATE_REPO_B>. Use for runtime probe, telemetry, inference, and integration failures where strict real-hardware behavior, no new stubs, deterministic diagnostics, and no unrequested driver/runtime mutation are required.
Run credit-first local Agent Bridge orchestration in <PRIVATE_REPO_B> with strict read-only validation, bounded indexing, and fail-closed guidance hints. Excludes MCP Comfy diagnostics.
Operate and diagnose the Windows-host plus WSL-auxiliary split for <PRIVATE_REPO_B>. Use when validating hybrid service reachability, enforcing hardware-on-Windows boundaries, or debugging cross-host connectivity for ComfyUI and LM Studio helpers.
Enforce one-brain routing across VRM Sandbox, PC Control, and MemryX shim with shim-first public endpoint authority on port 9000. Use when VRM chat/control behavior must be governed by PC Control without changing the public model-plane endpoint.
Operate and debug the Shockwave dashboard/router lane when shim-first model routing, startup contracts, tool-bridge behavior, and operator handoff must stay aligned. Use when recent dashboard work touches startup verification, bridge services, authority metadata, or router-facing docs.
Preserve Shockwave operator handoff across startup, control-rail contract display, chat/status surfaces, and voice/manual recovery behavior. Use when dashboard changes affect how the operator sees mode, authority, services, playback, or degraded-state transitions.
Maintain Shockwave voice-command parity across parser order, source-aware filtering, touch-surface analogs, and missing driving-command gaps. Use when voice command behavior and dashboard controls drift together.
Install and admit-test local skills with strict personal policy in the skill-arbiter repo. Use when adding or updating personal skills, requiring local-only sources, pre-admission artifact cleanup, immutable pinning, blacklist quarantine, and rg.exe churn evidence.
Audit skill candidates and classify each changed skill as unique or upgrade with severity findings. Use when creating/updating skills, preparing admission evidence, or producing audit JSON for skill-game scoring.
Apply practical sanity checks before and after coding work to prevent avoidable mistakes. Use when verifying dependency surfaces, cleaning generated artifacts, checking privacy policy compliance, auditing artifact hygiene, or ensuring multi-skill chain guardrail evidence is present before claiming readiness.
Route user requests into the smallest deterministic skill chain. Use when work spans multiple domains or repositories, when lane selection is ambiguous, or when you need ordered skill handoff and loopback criteria before execution.
Watch SkillHub source reputation over time by tracking fetch failures, review posture, security metadata, and promotion blockers across marketplace sources. Use when the repo needs a bounded reputation ledger instead of a one-shot snapshot.
Track SkillHub trend and topic drift, maintain a bounded rewrite watchlist, and surface emerging gaps worth turning into repo-owned skills. Use when the marketplace query set shows new families or when the current shortlist has gone stale.
Discover, triage, and prioritize Codex skills for a repository or workspace. Use for one-time audits and recurring curation runs after cross-repo MX3/shim drift scans.
Align documented voice-command catalogs, endpoint action allowances, and live runtime handlers so operator-visible voice surfaces match what the stack can actually execute. Use when voice command docs, parser matrices, endpoint permissions, or runtime action routing drift apart.
Validate and repair VRM Sandbox startup acceptance with shim-first local model authority, frontend/backend bring-up, and avatar-runtime launch proof. Use when launch behavior, chat handoff, voice fallback, or runtime bridge acceptance must be verified end to end.
Run a defender-first security sweep on code, configs, prompts, model/tooling surfaces, or third-party contribution lanes. Use when a request involves safe bug, leak, zero-day-class, exploit, or hack hunting for protection, when contributing to outside repositories and you want a focused security pass, or when touching auth, secrets, permissions, network exposure, prompt/tool boundaries, data flow, or update/build surfaces. This skill is defensive only and must never be used for weaponization or unauthorized access.
Capture frames or clips from RTSP/ONVIF cameras.
Use the diffs tool to produce real, shareable diffs (viewer URL, file artifact, or both) instead of manual edit summaries.
Create, search, and manage Bear notes via grizzly CLI.
Sweep one or more local repositories for implementation gaps and produce deterministic, evidence-backed remediation lanes. Use when you need cross-repo detection of missing tests, docs lockstep drift, risky TODO/FIXME additions, and release-hygiene misses.
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro).
Edit PDFs with natural-language instructions using the nano-pdf CLI.
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.
Transcribe audio via OpenAI Audio Transcriptions API (Whisper).
Local-first operator language cleanup for prompts, run titles, queue notes, QC summaries, and user-visible output text across local app stacks. Use when tightening wording without changing meaning, policy, IDs, paths, flags, or system behavior. This skill is explicit opt-in and must never rewrite system prompts, personality files, or hidden instructions.
OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.
Run and debug Repo A DDC node/coordinator smoke workflows. Use when changing coordinator endpoints, job fetch/submit flow, runtime registration, or backend dispatch paths that must be verified with local coordinator execution.
Operate profile-driven ComfyUI pipelines with optional AMUSE enhancement and CapCut export guidance in <PRIVATE_REPO_B>. Use when validating /api/comfy/pipelines/*, /api/amuse/*, or CapCut handoff metadata.
Compatibility wrapper for legacy local Comfy orchestration requests in <PRIVATE_REPO_B>. Route new MCP/Comfy operations to repo-b-mcp-comfy-bridge.
Validate <PRIVATE_REPO_B> STARFRAME API, AvatarCore proxy, persona registry, heartbeat contract, and degraded-mode guardrails.
Run shard-first mass-index operations for <PRIVATE_REPO_C> governance lanes. Use when scanning policy schemas, ranking/trace contracts, and trust-layer boundaries in very large trees where scope partitioning is required.
Validate Repo C policy files and schema contracts in <PRIVATE_REPO_C>. Use when editing policy manifests, schema files, policy validation CLI logic, or tests that rely on schema conformance.
Run Windows-local packaging and release validation for <PRIVATE_REPO_D>. Use when building distributables, fixing packaging regressions, or validating installer/portable outputs without introducing CI workflows.
Resume previously requested work deterministically after interruptions. Use when context switches, AFK gaps, or multi-lane pauses require checkpointed state, explicit next actions, and fail-closed resume validation.
Run release bump and PR release-hygiene workflow in skill-arbiter. Use when changes are release-impacting and require synchronized pyproject version, changelog entry, and CI release gate compliance.
Measure first-run versus warm-run skill performance and generate prewarm/auto-invoke policy plans. Use when cold starts inflate latency or trigger retry storms.
Keep a local reliability ledger for skills using recorded outcomes and arbiter evidence. Use when deciding whether to trust, restrict, or block skills over time.
Terminal Spotify playback/search via spogo (preferred) or spotify_player.
Manage Things 3 via the `things` CLI on macOS (add/update projects+todos via URL scheme; read/search/list from the local Things database). Use when a user asks OpenClaw to add a task to Things, list inbox/today/upcoming, search tasks, or inspect projects/areas/tags.
Review and reconcile USB-delivered repo exports as Git-like sources. Use when a USB drive carries a repo clone or host bundle that must be compared, reviewed, backed up, and only then applied.
Extract VRoid Studio Photo Booth animation clips from a local AssetRipper Unity export and batch-convert them into valid .vrma files via Unity + UniVRM. Use when direct AssetBundle loading fails due Unity version/build-target mismatch.
Use when you need to control Slack from OpenClaw via the slack tool, including reacting to messages or pinning/unpinning items in Slack channels or DMs.
Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.
Run fast non-sharded mass-index operations for <PRIVATE_REPO_B> service lanes. Use when triaging bridge wiring, thin-waist routes, control-center connectors, and runtime helper scripts where quick endpoint-path discovery is required.
Canonical MCP adapter and Comfy bridge operations for <PRIVATE_REPO_B>. Use when enabling MCP, validating shim.comfy resources/tools, operating workflow/pipeline submissions, or running fail-closed Comfy diagnostics with optional AMUSE and CapCut contract checks.
Validate MX3 shim model-router, ORT provider, and runtime packaging contracts. Use when changing route-mode derivation, router environment mapping, capability metadata, inference routing responses, exact ORT provider builds, or Electron/embedded-Node ABI ownership.
Operate local-only ComfyUI Wan image-to-video workflows with MultiGPU placement, quality-first source staging, long-clip validation, and Explorer-based export handoff. Use when Codex needs to turn private local stills into local video artifacts without browser-only UX, while avoiding destructive crops, stray console windows, and GPU contention with chat models.
Operate the STARFRAME Media Workbench desktop app and its local 9040 worker as one restart-safe local contract. Use when fixing or validating the Electron shell, source staging flow, prompt-head automation, queue submission, live telemetry, output preview, or desktop startup acceptance for the private media app.
Summarize per-model usage cost from local CodexBar cost JSON. Use when you need current-model or all-model cost breakdowns for Codex or Claude usage.
Route plain-language requests for Pi, Claude Code, Codex, OpenCode, Gemini CLI, or ACP harness work into either OpenClaw ACP runtime sessions or direct acpx-driven sessions ("telephone game" flow). For coding-agent thread requests, read this skill first, then use only `sessions_spawn` for thread creation.
Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks OpenClaw to add a note, list notes, search notes, or manage note folders.
Run a checkpointed, in-foreground Blender workflow for VRM clothing fit and rig transfer. Use when dress/shoe fitting must be reviewed live before export and destructive body edits are not acceptable.
Monitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.
Delegate coding tasks to Codex, Claude Code, or Pi agents via background process for feature builds, PR reviews, large refactors, and iterative implementation. Avoid trivial edits, read-only tasks, ACP thread harness requests, or ~/clawd workspace. Claude Code uses --print --permission-mode bypassPermissions (no PTY). Codex/Pi/OpenCode require pty:true.
Enforce explicit desktop startup acceptance across local app repos. Use when normalizing Windows app launchers, stale-window cleanup, frontend/backend coupling, state restore, shortcut ownership, or machine-specific app rosters.
Keep repository policy docs aligned and privacy-safe before PRs. Use when changing workflow/policy text across AGENTS.md, README.md, CONTRIBUTING.md, SKILL.md, PR templates, or skill candidate docs.
Gemini CLI for one-shot Q&A, summaries, and generation.
GitHub operations via `gh` CLI: issues, PRs, CI runs, code review, API queries. Use when: (1) checking PR status or CI, (2) creating/commenting on issues, (3) listing/filtering PRs or issues, (4) viewing run logs. NOT for: complex web UI interactions requiring manual browser flows (use browser tooling when available), bulk operations across many repos (script with gh api), or when gh auth is not configured.
Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs.
Query Google Places API (New) via the goplaces CLI for text search, place details, resolve, and reviews. Use for human-friendly place lookup or JSON output for scripts.
Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).
Run Playwright browser automation with Microsoft Edge as the default channel. Use when users request Edge-specific validation, screenshots, or parity checks while keeping deterministic low-churn automation flow.
Operate the local Qwen Training Workbench desktop shell and its `9041` worker as one restart-safe local contract. Use when fixing or validating the Electron shell, launcher path, local dashboard load, queue or campaign controls, job visibility, or desktop startup acceptance for the private training app.
Operate and validate <PRIVATE_REPO_A> admin-host desktop, client-host surfaces, and USB host-bundle workflows. Use when changing admin terminal UIs, host packaging/install scripts, startup acceptance, or USB-delivered host updates.
Enforce Repo A DDC policy and acceptance gates before PRs. Use when changing policy files, node runtime behavior, guardrail-sensitive config, or validation tooling that must satisfy AGENTS.md acceptance commands.
Run and validate <PRIVATE_REPO_B> AvatarCore proxy, provider routing, and Unreal bridge lifecycle surfaces.
Enforce <PRIVATE_REPO_B> preflight gates and documentation lockstep. Use before PRs to run required validation profiles and keep README.md, docs/PROJECT_SCOPE.md, and docs/SCOPE_TRACKER.md synchronized with shipped behavior.
Validate and troubleshoot thin-waist REST routing in <PRIVATE_REPO_B>. Use when changing /v1 models/chat/vision routes, async job queue endpoints, connector routing policy, or bind/exposure behavior.
Keep <PRIVATE_REPO_C> changes aligned with BOUNDARIES.md and AGENTS.md governance. Use when modifying trust-layer architecture, cross-repo interfaces, packaging docs, or any change that could blur cognitive vs hardware execution boundaries.
Maintain persona pack discovery and manifest-driven stack loading in <PRIVATE_REPO_C>. Use when adding/updating persona packs, editing manifest.persona.json files, or changing registry loader behavior in repo_c/persona_registry.py.
Validate Repo C/repo_c_trace NDJSON packet integrity in <PRIVATE_REPO_C>. Use when changing trace packet fields, guardian reroute behavior, or validation tooling that checks packet monotonicity and required envelope keys.
Run UI-and-packaging mass-index operations for <PRIVATE_REPO_D> workspace trees. Use when scanning renderer components, Electron startup files, workspace packages, and packaging scripts while aggressively excluding generated build artifacts.
Enforce <PRIVATE_REPO_D> AGENTS.md guardrails for UI/Electron work. Use when modifying apps/desktop, packages/ui, packages/engine, packages/services, or docs tied to deterministic visuals, startup acceptance, state persistence, no-download policy, local-only behavior, and no-CI constraints.
ElevenLabs text-to-speech with mac-style say UX.
Local text-to-speech via sherpa-onnx (offline, no cloud)
Simulate pre-install/pre-enable skill impact and require acknowledgement when risk exceeds thresholds. Use when admitting new skills or evaluating potentially risky updates.
Govern per-skill credit and token spend with deterministic warn/throttle/disable actions. Use when usage spikes, agent chatter, or budget overruns must be detected and contained.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Inspect skill-to-skill dependencies and detect fan-out, cycles, and N+1 invocation risk. Use when scaling skill stacks or diagnosing hidden cross-skill cost/latency amplification.
Enforce cross-repo policy and boundary alignment before completion. Use when a request touches multiple repositories, shared contracts, or policy docs that must stay synchronized.
Run local-first skill installation with lockdown admission and a learning recommendation loop. Use when adding/updating skills so installs are evidence-gated and future install choices improve from prior outcomes.
Consolidate repository-specific skills into modular, reusable sets. Use when auditing skill overlap, splitting monolithic skills, reducing one-shot skills, defining per-repo core vs advanced skills, and planning safe deprecations with lockdown admission tests.
Detect recent cross-repo work and produce deterministic JSON evidence for skill curation and routing decisions. Use when workflows span multiple repos and you need a bounded view of recent commits, touched files, and policy/contract-sensitive changes.
Vet third-party skill catalogs with deterministic security and quality scoring before arbiter admission. Use when mining external repos (for example openclaw/nullclaw) for safe candidate imports.
Gate VRM importer/exporter changes using Blender, UniVRM, and VRM4U round-trip metrics. Use when PRs can affect bones, expressions, materials, or animation fidelity.
Get current weather and forecasts via wttr.in or Open-Meteo. Use when: user asks about weather, temperature, or forecasts for any location. NOT for: historical weather data, severe weather alerts, or detailed meteorological analysis. No API key needed.
Admit Penny voice endpoints with explicit identity, role, and action limits before they can issue backend actions. Use when edge voice devices, endpoint profiles, or voice-initiated tool permissions change.
Discover and normalize VRoid/AvatarMaker clothing templates and texture assets into a deterministic manifest for Blender and Unity lanes. Use when template paths are inconsistent or assets were saved manually.
Reconcile OpenClaw and NullClaw upstream changes into router-aware MeshGPT, MX3 shim, and AvatarCore lanes with privacy-safe attribution, release-provenance gating, and deterministic test gates.
Keep local training dataset provenance, merged outputs, and manifest truth aligned across dataset-building repos. Use when teacher distillation, enrichment exports, or study manifests change together.
Build and query bounded metadata-only repository indexes without rg process churn. Use when working in very large repos and you need deterministic file discovery by path, extension, language, scope, or freshness.
Enforce REPO_B shim runtime contract expectations in <PRIVATE_REPO_C>. Use when changing shim-facing adapters, telemetry dependencies, integration tests, or fail-closed behavior tied to REPO_B_SIDECAR_URL and mock-shim fixtures.
Curate SkillHub marketplace discovery into repo-owned alignment artifacts, source reputation, and bounded promotion decisions. Use when SkillHub query sets, shortlist coverage, source ledgers, or alignment-matrix generation must be refreshed without promoting third-party skills past discovery-only by accident.
Evaluate saved Qwen training checkpoints against batch-aligned training samples and trained-adapter eval lanes. Use when inspecting checkpoint.eval.json, validating a saved batch adapter on the Radeon eval lane, or comparing baseline student behavior against a newly trained checkpoint before promotion.
Investigate rg.exe churn and quarantine decisions in skill-arbiter runs. Use when a skill causes CPU spikes, unexpected scans, blacklist actions, or when arbitration thresholds need evidence-backed tuning.
Diagnose <PRIVATE_REPO_D> setup wizard and runtime state issues. Use when debugging LM Studio/Kokoro/Lovense setup paths, renderer hydration, profile persistence, overlay/background behavior, startup acceptance, or audio-baseline drift.
Keep generated catalogs, operator snapshots, and documented summaries aligned after workflow or command-surface changes. Use when visible command matrices, media/staging catalogs, or skill/status summaries drift from the runtime or generated source of truth.