qvac

Team-wide PR dashboard for the SDK pod. Shows open PRs touching SDK pod paths or authored by SDK roster members, sorted oldest-first, grouped by author tier (SDK Core / Platform / External) into needs-your-re-review / stale / needs-review / fully-approved, with merge-conflict and CI-red warnings. Use when checking team SDK pod PR status or invoking /qv-sdk-pr-status.

Generate NOTICE files with third-party attributions for all packages in the monorepo.

Generate changelogs for SDK pod packages using tag-based GitFlow. Use when preparing a release, generating changelog, or creating CHANGELOG_LLM.md.

Inspect GitHub Actions self-hosted runner queues when a developer provides a run URL, job URL, runner label, or reports a blocked CI job, or invokes /qv-devops-runner-queue.

Benchmark an optimization (PR or branch) on a Device Farm device via the vlm-benchmark framework — baseline vs optimized, quality-regression-aware.

Generate PR descriptions for SDK pod packages following template and format rules. Use when creating an SDK pod PR or invoking /qv-sdk-pr-create.

Update and verify the QVAC coding-agent package stack across @qvac/sdk, @qvac/cli, @qvac/ai-sdk-provider, and @qvac/opencode-plugin. Use when syncing CLI to a newer SDK release, preparing agent-stack package releases, or checking OpenCode / AI SDK provider compatibility.

Catalog of all repo qv-* custom skills with one-line purpose and when-to-use. Use when the user asks what skills exist, which skill to use, how to invoke a skill, or invokes /qv-skill-list.

Deep-dive review of any GitHub PR in tetherto/qvac. Validates gitflow, CI, title/body format, code quality, security, and applicable repo rules. Posts a PENDING review with inline comments. Use when reviewing a PR, given a PR link, or invoking /qv-pr-review.

Use when drafting a QIP, after qv-qip-triage recommends creating one, shaping a fuzzy technical proposal with alternatives and consequences, or invoking /qv-qip-create.

Reviews a QIP draft or Slack Canvas proposal for approval readiness, missing alternatives, unclear consequences, architecture principle conflicts, and consultation coverage. Produces blockers, clarifying questions, suggested edits, and optional Slack-ready review comments. Use when reviewing a QIP or invoking /qv-qip-review.

Use during planning, implementation, PR review, or /qv-qip-triage when a change may affect public SDK API, native dependency, plugin contract, model registry contract, runtime, transport, storage, release flow, deployment, security, NFR, or technical principles.

Team-wide PR dashboard for the DevOps pod, scoped to PRs authored by pod-roster members. Shows open PRs touching DevOps-owned paths and authored by DevOps leads/members, grouped into needs-your-re-review / stale (>3d) / needs-review, with merge-conflict warnings and a separate Excluded section for non-roster authors. Use when checking DevOps pod PR status, asking about stale PRs, or invoking /qv-devops-pr-status.

Review C++ changes for string parameter and call-site efficiency conventions (`std::string_view`, `std::string&&`, `const std::string&`, `const char*`, and TransparentStringMap lookup). Use when reviewing C++ code, refactoring addon interfaces, or invoking /cpp-string-api-review.

Plan and run local PR validation for tetherto/qvac PRs. Reuses the shared PR worktree, discovers touched packages and package.json scripts, recommends a test tier, and analyzes results. Use when testing a PR or invoking /qv-pr-test.

Plans and scaffolds e2e tests in packages/sdk/e2e for a new or changed public SDK API. Use when adding or modifying SDK functionality that is exposed to consumers. Enforces happy / sad / error coverage, deterministic model-output assertions, mobile/desktop placement, smoke-suite selection, and local validation with run:local.

Release a package to NPM. Validates version bump, changelog, creates release branch, monitors CI, verifies publish.

Diagnose why CI checks are not running on a PR and/or why a PR cannot be merged, by cross-referencing the live PR state (via gh CLI) against the repo's labels, teams, CODEOWNERS, label-gate trust model, and tier-based approval rules. Read-only by default — proposes labels / re-review comments / unblock actions in plan-then-apply mode. Use when a developer asks "why aren't my checks running", "why can't I merge", "what's blocking my PR", or invokes /qv-devops-why-my-pr-not with a PR URL.

Generate changelog entries for a target add-on package. Use when preparing a new release.

Generate PR descriptions for addon packages (non-SDK inference addons, decoder, OCR). Use when creating a PR description or user asks to "prepare PR description" for an addon package.

Generate release notes for addon packages (non-SDK inference addons, decoder, OCR). Use when preparing release notes or user asks to "generate release notes" for an addon package.

Look up and update Asana tasks using local developer-workflow config and direct Asana REST calls. Use when the user asks to sync an Asana task, move task status, add a PR link to Asana, or validate Asana configuration.

Generate a concise end-of-day work update from local diary, GitHub activity, PR queue state, and optional Asana config. Use when the user asks for daily update, EOD update, standup, or what they did today.

Set up the opt-in local dev diary for any developer. Use when the user asks to enable diary logging, initialize diary capture, run diary --init, or configure local daily work updates.

Read, inspect, and add local dev diary entries after diary setup. Use when the user asks to view today's diary, edit diary notes, add work to the diary, or check what has been logged.

Compose a daily standup in the team's Slack format (🔨 Done today / 📅 Planned for tomorrow / 🚧 Blockers / risks), aggregating recent PRs, reviews, and CI from tetherto/qvac. Use when asked for a daily update, standup, EOD, or invoking /qv-devops-daily-update.

Generate PR titles and descriptions for DevOps surfaces (CI/CD, composite actions, automation scripts, IaC) following the devops.md PR template and commit/PR format rule. Use when creating a DevOps PR or invoking /qv-devops-pr-create.

PR review for DevOps changes — runs the generic /qv-pr-review flow then layers a structured GitHub Actions security audit (action pinning, permissions, OIDC, hardened runner, secrets handling). Use when reviewing a PR that touches DevOps paths or invoking /qv-devops-pr-review.

Guides discovery and development with Holepunch ecosystem libraries. Use when working with P2P stack (Hypercore, Hyperswarm, Autobase, Hyperdb, Corestore), Bare runtime (bare-* modules like bare-fs), or Pear app framework (pear-* modules). Teaches on-the-fly API discovery via docs.pears.com and gh CLI.

Show the current user's open PRs across every pod registered under .github/teams/, grouped by merge readiness, with copy-paste Slack ping messages routed to the owning pod's team. Use when the user asks about their own PRs, merge readiness, who to ping, or invokes /qv-pr-mine.

Reference material for Autobase, HyperDB, and multi-writer patterns in the QVAC registry server. Use when working with Autobase, HyperDB schemas, blind pairing/peering, Hyperdispatch, or debugging Corestore/replication issues.

Open the follow-up "backmerge" PR that lands a release's version bump + changelog onto main. Use after (or alongside) creating a release PR for an SDK pod package.

Run the full implement → test → CI → review → PR pipeline for a task. Coordinates implementer, test-writer, ci-validator, and code-reviewer agents.

Trace a commit to its published npm versions, including transitive SDK resolution with time-aware accuracy

Run a comprehensive code review with 4 specialized reviewers (security, correctness, performance, consistency) in parallel.

Run packages/ocr-onnx/.agent/setup.sh to install skills, knowledge, and config for Claude Code or Cursor

Trigger a CI workflow for a package, wait for completion, and report results