Agent skill

Qv SDK PR Create

by tetherto in tetherto/qvac

Generate PR descriptions for SDK pod packages following template and format rules.

Apache-2.0Auto-check passedAI & LLM Engineering

Install Qv SDK PR Create

skills CLI
$ npx skills add tetherto/qvac --skill qv-sdk-pr-create -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install tetherto/qvac qv-sdk-pr-create --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qv-sdk-pr-create .claude/skills/qv-sdk-pr-create && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
qv-sdk-pr-create
GitHub stars
681
Token cost
~4.4k tokens
SKILL.md length
2,215 words
Files
1
Skills in repo
50
Repo updated
First seen
Licence
Apache-2.0

At a glance

Generate PR descriptions for SDK pod packages following template and format rules.

  • Works in 3 steps: Base (target) must be exactly release--… → Head (working branch) must not start… → GitHub cannot retarget a PR's head. To…
  • Creating an SDK pod PR
  • SKILL.md covers When to use this skill, Branch / remote preference, Release PR branch naming… and Workflow, plus 11 more sections
  • Calls git, gh and bun

What it does

Qv SDK PR Create is an agent skill from tetherto/qvac. 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.

Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering, covering Pull requests. The repository describes itself as: Open-source local AI SDK - run AI on-device with no cloud, no API keys. Supports GGUF, RAG, image, music, and video generation, speech-to-text, P2P inference, and more… The licence is Apache-2.0.

When your agent uses it

  • Creating an SDK pod PR
  • Invoking /qv-sdk-pr-create

Example prompts

  • “/qv-sdk-pr-create”

Requirements

  • Python 3

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Base (target) must be exactly release-- (e.g. release-sdk-0.17.0).
  2. Head (working branch) must not start with release- when pushed to the
  3. GitHub cannot retarget a PR's head. To rename a bad head: push the same

What it can do on your machine

Read from SKILL.md and the folder at commit c3a6030. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • gh
    • bun

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use git and gh, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Qv SDK PR Create loads about 4.4k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 2,215 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~4.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from tetherto/qvac at commit c3a6030, republished under its Apache-2.0 licence (© tetherto). 2,215 words, ~4,353 tokens.

Download SKILL.mdSave it as .claude/skills/qv-sdk-pr-create/SKILL.md (or your agent's skills folder).
name
qv-sdk-pr-create
description
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.

SDK Pod PR Creation

Generate PR titles and descriptions for SDK pod packages, following the team's template and format rules.

When to use this skill

Applies to SDK pod packages whose paths are owned by .github/teams/sdk.json.

Use when:

  • Creating a PR for any SDK pod package
  • User asks to generate PR description
  • User invokes /qv-sdk-pr-create

Branch / remote preference

Preferred path for internal SDK work: push the head branch to the org repo (tetherto/qvac) and open a same-repo PR. Org-branch ready PRs get baseline CI without any fork trust gate. Heavy tiers still opt in via labels (test-e2e-smoke / test-e2e-full, addon stage labels, etc.). Prefer Ready for review over Draft when you want baseline checks to run (drafts run nothing until ready).

Fallback: personal-fork → org PRs still work, but a personal fork counts as external. Privileged CI needs a merge/release-team member to approve the fork-ci environment on each workflow run for the current head SHA; each new push re-prompts. Do not ask the PR author to self-approve fork-ci.

Resolve remotes from git remote -v:

  • Org remote — URL contains tetherto/qvac (often named upstream, sometimes origin)
  • Fork remote — contributor fork, if present (often named origin when org is upstream)

In command examples below, ORG_REMOTE / FORK_REMOTE / BRANCH are placeholders — substitute the resolved remote and branch names. Do not run those tokens literally.

Release PR branch naming (org-branch path)

publish-sdk.yml (and sibling publish workflows) run Release Merge Guard on push to any release-* ref. The guard validates github.ref_name — the branch that was pushed — not the PR base. It requires release-<pkg>-x.y.z (three-part semver).

Consequences for release changelog / metadata PRs:

  1. Base (target) must be exactly release-<pkg>-<x.y.z> (e.g. release-sdk-0.17.0). Short cuts like release-sdk-0.17 fail the guard on merge/publish. If the cut is short-named, STOP and ask a repo admin to rename it to the three-part form before relying on publish (protected-branch rename needs admin).
  2. Head (working branch) must not start with release- when pushed to the org remote. Prefer chore/<pkg>-<x.y.z>-changelog (e.g. chore/sdk-0.17.0-changelog). Names like release-sdk-0.17.0-changelog trip Release Merge Guard on the helper push and can leave a failing check on that commit SHA.
  3. GitHub cannot retarget a PR's head. To rename a bad head: push the same commits under the new name, open a new PR, close the old one, delete the old remote head. If the new PR still shows a stale Release Merge Guard fail on the same SHA, push an empty [skiplog] commit so checks reattach to a fresh SHA.

backmerge/release-<pkg>-<x.y.z> heads are fine — they do not match the release-* push trigger.

Release changelog PRs (metadata + notes onto release-<pkg>-x.y.z):

  • Title is chore: (optional [mod] when the cut is catalog-only). Do not put [bc] on the release title; breaking lives in breaking.md.
  • Body API / Models / Breaking sections are copied from changelog/<this version>/, not from an earlier hop or the generator summary. Delete a section only when that file is absent.

Workflow

  1. Identify base and current branch — note whether the base is main or a release-<pkg>-<x.y.z> branch. For release PRs, apply Release PR branch naming above (base three-part; head not release-*)
  2. Resolve the head remote (prefer org remote; see above). Collect commits/diff from <base>...<head-remote>/<branch> (or local HEAD if not yet pushed)
  3. Infer ticket, prefix, and tags from changes (see Inference Strategy)
  4. Only ask user for input when inference confidence is low
  5. Generate title: TICKET prefix[tags]: subject
  6. Fill template sections based on changes
  7. Validate tag requirements ([bc]/[api]/[mod])
  8. If the diff exposes or changes a user-facing SDK capability, apply first-class product parity (see below) before outputting the description
  9. If diff touches the version of packages/sdk or its @qvac/inference range, or sdk's dep blocks, chain into the qv-sdk-inference-version skill (see "SDK @qvac/inference Version Trigger" below)
  10. If the diff touches user-facing paths under packages/sdk, packages/cli, or packages/sdk-python and docs/website/content/docs is not already in the diff, apply the docs website trigger (see "Docs Website Trigger" below) before outputting the description
  11. Output complete PR description
  12. If base is a release branch, chain into the dual-PR flow (see "Release Target Dual-PR Flow" below)

Inference Strategy

Infer first, ask only if uncertain:

Ticket number:

  • Extract from branch name pattern: QVAC-\d+, SDK-\d+
  • Extract from commit messages if referenced
  • ASK only if no ticket found

Prefix (feat/fix/doc/test/chore/infra):

  • Extract from branch name prefix: feat/, fix/, infra/, etc.
  • Use majority prefix from commit messages
  • If no conventional commits, infer from diff:
    • New files/exports → feat
    • Bug-related changes → fix
    • Only .md files → doc
    • Only test files → test
  • ASK only if mixed signals or unclear

Tags ([api]/[bc]/[mod]):

  • [api]: new exported functions/types in public API
  • [bc]: removed/changed existing public API signatures
  • [mod]: changes to model constant definitions
  • ASK only if change scope is ambiguous
  • Release changelog PRs (base release-*, diff is notes / NOTICE / version / generated docs): title is chore: (optional [mod]). Do not copy [bc] / [api] from the notes into the title. Body API / Models / Breaking still copy changelog/<this version>/.

Testing section:

  • If test files modified → "Unit tests added/updated for X"
  • If no tests → ASK what manual testing was done

Format References

  • PR title format: See docs/gitflow.md and the validation rules below
  • PR body template: See .github/PULL_REQUEST_TEMPLATE/sdk-pod.md

Fill template sections based on the diff analysis. Delete sections that don't apply.

First-class product parity (CLI)

Trigger: the diff touches packages/sdk/server/bare/plugins/**, packages/sdk/client/api/**, a plugin *-config.ts schema, or a request/sampling schema used by serve, and the change is a user-facing inference capability (new modality, new request field, new load-time modelConfig field). Native addon-only diffs skip this.

See packages/sdk/AGENTS.md.

If triggered and packages/cli is unchanged:

  1. ASK: "CLI not updated. Add CLI in this PR, mark library-only in the body, or skip?"
  2. Add CLI: stop until the CLI diff is present. Library-only: one-line why in the body. Skip: reminder at the end.

Output Format

ALWAYS output the PR in this copy-ready format, even when making corrections:

## PR Title
```
TICKET prefix[tags]: subject
```

## PR Body
```markdown
## 🎯 What problem does this PR solve?
...
```

gh CLI Integration

After generating the PR description, check for gh CLI:

  1. Check if gh is installed: which gh
  2. Check remotes: git remote -v — identify the org remote (tetherto/qvac) and any fork remote
  3. If available, ask user: "Create PR now with gh CLI?" [Yes / No / Preview first]
  4. If yes, ensure changes are committed, then push the head branch to the org remote when the user has write access. Only push to a personal fork when org push is unavailable or the user explicitly chooses the fork path
  5. Create the PR:
bash
# Preferred — org-branch (same-repo) PR.
# ORG_REMOTE = remote whose URL is tetherto/qvac (often `upstream` or `origin`).
git push -u ORG_REMOTE BRANCH
gh pr create \
  --repo tetherto/qvac \
  --base main \
  --head BRANCH \
  --title "TICKET prefix: subject" \
  --body "..."

# Fallback — personal fork -> org PR (external CI path; needs merge/release fork-ci approval per run):
git push -u FORK_REMOTE BRANCH
gh pr create \
  --repo tetherto/qvac \
  --base main \
  --head FORK_OWNER:BRANCH \
  --title "TICKET prefix: subject" \
  --body "..."

# Then open in browser:
gh pr view --repo tetherto/qvac BRANCH --web

Important:

  • --web alone only opens browser for manual creation, does NOT create the PR
  • For fork PRs, must specify --repo, --base, and --head FORK_OWNER:BRANCH explicitly
  • For org-branch PRs, --head BRANCH (no owner:) is enough when --repo tetherto/qvac
  • Do not add fork trust gates on org-branch PRs; baseline CI runs without them. For fork PRs, tell the user a merge/release reviewer must approve the pending fork-ci deployment after reviewing the current head
  • Commit and push before creating PR
  1. If gh not available, output the copy-ready markdown format above
  2. As part of the output, provide a clickable hyperlink (not plain text) to the PR on GitHub.

SDK @qvac/inference Version Trigger

Trigger: the PR diff (<base>...<head-remote>/<branch> or local HEAD) modifies the version of packages/sdk/package.json or its @qvac/inference range, or sdk's dependencies / optionalDependencies / peerDependencies.

When triggered, prompt the user to run qv-sdk-inference-version so the versions and the generated Python client are right in the same commit/PR: @qvac/sdk's version and its @qvac/inference range sharing a major.minor, and tetherto-qvac-sdk (generated SDK_VERSION / _generated/) at the SDK's version. A range on a different major.minor fails the SDK's lint on every PR.

A change to packages/inference/package.json alone is not a trigger — the engine has its own version and its own release.

Steps (after Step 8 of Workflow above)
  1. Detect the trigger condition by inspecting the diff:
    • git diff <base>...<head-remote>/<branch> -- packages/sdk/package.json (or vs local HEAD) shows changes
    • Changes touch sdk's version line, its @qvac/inference range, OR sdk's dependencies / optionalDependencies / peerDependencies block
  2. If triggered, ask user: "PR touches sdk's deps/version. Run qv-sdk-inference-version (version + sdk-python)?" [Yes / No (skip)]
  3. If yes, read .agents/skills/qv-sdk-inference-version/SKILL.md and follow it inline.
  4. Verify: bun run enforce-inference-versions in packages/sdk and packages/sdk-python generate.py --check must both pass.
  5. Stage and commit the version changes onto the same branch BEFORE proceeding to Output step.
Show full SKILL.md (857 more words)Show less
Opt-out

To skip this sync for a single run, the user can invoke /qv-sdk-pr-create --no-sync. The skill proceeds normally and emits a reminder at the end: "Reminder: sdk deps/version changed but the @qvac/inference version was not synced. Run /qv-sdk-inference-version before merge."

Docs Website Trigger

Trigger: diff touches user-facing paths under packages/sdk, packages/cli, or packages/sdk-python, and docs/website/content/docs is not already in the diff.

Steps (after Step 9 of Workflow above)
  1. When triggered, ask: "user-facing SDK/CLI change with no docs-website diff. run /qv-docs-update before opening the PR?" [Yes / No (library-only)]
  2. If yes, read .agents/skills/qv-docs-update/SKILL.md and follow it. Don't open the PR until it reports DONE, NO_DOCS_IMPACT, or GENERATED_DOCS_ONLY.
  3. If no (library-only), put the library-only note in the PR body — one line on why the change needs no docs.

This is not the generated API summary — that still ships via qv-sdk-changelog on release.

Docs Artifacts (SDK Releases)

Context: for @qvac/sdk releases, the qv-sdk-changelog skill (Step 8) now generates the documentation-site API reference + release notes locally and ships them in this same release PR. There is no longer a separate auto-generated docs PR (the old docs-release.yml workflow was removed).

Staging works the same as for the rest of the release commit — no special handling is needed. Step 8's committable surfaces — the API summary (minor only) and the release notes of the SDK's current documentation line, docs/website/content/docs/sdk/(v<X.Y>)/reference/{api,release-notes}.mdx — show up in git status alongside the changelog, while every generation/build byproduct (api-data.json, .next/, .source/, out/, dist/, next-env.d.ts, packages/sdk/dist/) is gitignored and therefore never appears. Review git status and commit the shown files as usual.

Reviewers should expect the reference/api + reference/release-notes diff in the release PR alongside the changelog.

Release Target Dual-PR Flow

Trigger: the just-created PR's base is release-<pkg>-<x.y.z> for any SDK pod package.

When triggered, automatically chain into the sdk-backmerge skill so a follow-up PR is also opened against main with the same version-bump + changelog metadata. This applies the gitflow.md "Keep main aligned" rule at PR-creation time so nobody has to remember a follow-up step after the release PR merges.

Preflight before opening the release PR: confirm base matches ^release-<pkg>-\d+\.\d+\.\d+$ and the org head is not release-* (see Release PR branch naming). Do not open / chain the dual-PR flow against a short-named cut if publish is expected on merge.

Steps (after Step 5 of gh CLI Integration above)
  1. Capture context for the backmerge:
    • Just-created release PR number and URL
    • Release branch name (release-<pkg>-<x.y.z>) and parsed <pkg> / <x.y.z>
    • Source head branch, org-remote-qualified when possible (e.g. ORG_REMOTE/<branch>, or the release PR headRefOid if the remote tip is missing)
    • Ticket number from the title
  2. Invoke the sdk-backmerge workflow inline with these inputs (read .agents/skills/qv-sdk-backmerge/SKILL.md and follow it).
  3. Fail-stop policy — if the backmerge cherry-pick produces a conflict outside sdk-backmerge's auto-resolve list, STOP. Print:
    • The release PR URL (success — PR #1 is open)
    • The current git status -sb from the conflicted cherry-pick
    • Resume instructions: git add <files> && git cherry-pick --continue, then run /qv-sdk-backmerge --resume
  4. On success, print both PR URLs as clickable hyperlinks, ordered:
    • Release PR (target: release-<pkg>-<x.y.z>)
    • Backmerge PR (target: main)
Opt-out

To skip the backmerge for a single run, the user can invoke /qv-sdk-pr-create --no-backmerge. The skill still creates PR #1 normally and prints a reminder pointing to /qv-sdk-backmerge for later.

Quality Checklist

Before outputting the PR description, verify:

  • Title follows format: TICKET prefix[tags]: subject
  • "What problem" describes user impact, not implementation
  • "How it solves" is high-level approach, not line-by-line
  • Unused sections are deleted
  • [bc] tag has BEFORE/AFTER code examples (feature PRs). Release changelog PRs: no [bc] on the title; Breaking section copies breaking.md when that file exists
  • [api] tag has usage example
  • [mod] tag has Added/Removed models list
  • Description is concise - bullet points, no fluff
  • Generated helper notes, template instructions, and tool footers are removed from the PR body
  • If the diff is a user-facing SDK capability, CLI was updated in this PR, the body says library-only, or the skip reminder was emitted
  • If diff touches sdk's version / @qvac/inference range (or sdk's deps), qv-sdk-inference-version ran (or --no-sync was set with a reminder emitted), and the version checks plus sdk-python checks pass
  • For sdk releases with generated docs, git status shows only the current line's reference/api.mdx (minor) and reference/release-notes.mdx as committable docs changes, never src/lib/versions.ts or public/_redirects — disposable byproducts (api-data.json, out/, .next/, dist/, etc.) are gitignored
  • If base is release-<pkg>-<x.y.z>, the dual-PR flow ran (or --no-backmerge was set), and both PR URLs are reported
  • Release PRs: base is three-part release-<pkg>-x.y.z; org head is chore/<pkg>-<x.y.z>-changelog (or other non-release-* name)
  • Release changelog PRs: title is chore: (no [bc]); body API / Models / Breaking match changelog/<this version>/
  • Head was pushed to the org remote when write access allows; fork path only used as fallback (with fork-ci re-approval called out)
  • PR is Ready for review when baseline CI is expected (not left as Draft unintentionally)

References

  • SDK pod ownership: .github/teams/sdk.json
  • Shared SDK and first-class product guidance: packages/sdk/AGENTS.md
  • PR template: .github/PULL_REQUEST_TEMPLATE/sdk-pod.md
  • Format rules: docs/gitflow.md and this skill's validation section
  • Backmerge skill: .agents/skills/qv-sdk-backmerge/SKILL.md
  • sdk @qvac/inference version: .agents/skills/qv-sdk-inference-version/SKILL.md
  • GitFlow: docs/gitflow.md — still documents fork-first contribution; for internal SDK PRs, prefer the org-branch path in this skill until DevOps updates gitflow
  • Fork CI trust model: docs/ci/LABELS.md (fork-ci environment + fork-approval)

© tetherto, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/qv-sdk-pr-create of tetherto/qvac.

Open the folder on GitHubat commit c3a6030

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Questions about Qv SDK PR Create

What does Qv SDK PR Create do?

Generate PR descriptions for SDK pod packages following template and format rules. Qv SDK PR Create is an agent skill from tetherto/qvac. Generate PR descriptions for SDK pod packages following template and format rules.

When should I use Qv SDK PR Create?

Qv SDK PR Create fits situations like: creating an SDK pod PR; invoking /qv-sdk-pr-create.

How do I install Qv SDK PR Create in Claude Code?

Run `npx skills add tetherto/qvac --skill qv-sdk-pr-create -a claude-code`. Or copy the skill folder (.agents/skills/qv-sdk-pr-create in tetherto/qvac) into .claude/skills/qv-sdk-pr-create in your project. Claude Code loads it when a task matches its description.

How do I install Qv SDK PR Create in Codex?

Run `npx skills add tetherto/qvac --skill qv-sdk-pr-create -a codex`. Or copy the skill folder (.agents/skills/qv-sdk-pr-create in tetherto/qvac) into .agents/skills/qv-sdk-pr-create in your project. Codex loads it when a task matches its description.

Can I use Qv SDK PR Create in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add tetherto/qvac --skill qv-sdk-pr-create -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qv-sdk-pr-create, .gemini/skills/qv-sdk-pr-create, .github/skills/qv-sdk-pr-create and .opencode/skills/qv-sdk-pr-create in your project.

What does Qv SDK PR Create need to run?

Going by SKILL.md and its folder, Qv SDK PR Create needs the command-line tools its instructions call (git, gh and bun). Our summary lists: Python 3.

Does Qv SDK PR Create access the network?

SKILL.md contains no URLs. Its commands use git and gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Qv SDK PR Create safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Qv SDK PR Create use?

Qv SDK PR Create is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Qv SDK PR Create use?

About 4.4k tokens (SKILL.md is roughly 17k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Qv SDK PR Create?

Skills that share tags, products or a category with Qv SDK PR Create: Repo Development (VectorSpaceLab/AREX-Skill, 328 stars), Fix Art Issues (OpenPipe/ART, 11k stars), Perfup (raullenchai/Rapid-MLX, 3.9k stars) and Review PR (vllm-project/vllm-omni, 7.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qv SDK PR Create?

tetherto (a GitHub organization) maintains it in tetherto/qvac, which has 681 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on October 7, 2026.

Source: tetherto/qvac on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.