Release Digest
Kiln-AI/Kiln
Post a "what's changed since the last release" recap to the release Slack channel for final QA.
Open the follow-up "backmerge" PR that lands a release's version bump + changelog onto main.
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tetherto/qvac qv-sdk-backmerge --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .claude/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.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/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .claude/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmergeType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tetherto/qvac qv-sdk-backmerge --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .agents/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .agents/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tetherto/qvac qv-sdk-backmerge --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .cursor/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .cursor/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/tetherto/qvac.git --path .agents/skills/qv-sdk-backmerge--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tetherto/qvac qv-sdk-backmerge --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .gemini/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .gemini/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install tetherto/qvac qv-sdk-backmergeInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .github/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .github/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add tetherto/qvac --skill qv-sdk-backmerge -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tetherto/qvac qv-sdk-backmerge --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/qv-sdk-backmerge .opencode/skills/qv-sdk-backmerge && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "qv-sdk-backmerge" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-sdk-backmerge into .opencode/skills/qv-sdk-backmerge/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-sdk-backmerge", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
qv-sdk-backmergeOpen the follow-up "backmerge" PR that lands a release's version bump + changelog onto main.
Qv SDK Backmerge is an agent skill from tetherto/qvac. 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.
Its SKILL.md is about 2.9k 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 Development, covering Changelog and release notes. 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.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit f874b3a. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitghnodeFrom the folder's file list and the shell code blocks in SKILL.md.
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.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Qv SDK Backmerge loads about 2.9k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 1,143 words of instructions outside code blocks.
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.
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.
The full file from tetherto/qvac at commit f874b3a, republished under its Apache-2.0 licence (© tetherto). 1,143 words, ~2,891 tokens.
.claude/skills/qv-sdk-backmerge/SKILL.md (or your agent's skills folder).Create the backmerge PR that keeps main aligned with what shipped on a release-<pkg>-<x.y.z> branch, per docs/gitflow.md "Keep main aligned" sections.
Applies to SDK pod packages whose paths are owned by .github/teams/sdk.json.
Use when:
release-<pkg>-<x.y.z>/qv-sdk-backmergesdk-pr-create chains into this flow automatically when the target is a release branch (see that skill's "Release Target Dual-PR Flow")The backmerge PR carries the version bump + changelog metadata from the release branch onto main so future development sees it. It is tagged [skiplog] to keep it out of subsequent changelogs.
@qvac/inference and @qvac/sdk release separately, so a new major.minor produces two release branches and two backmerges: release-inference-<x.y.z> (engine version + changelog) and then release-sdk-<x.y.z> (SDK version + its @qvac/inference range + changelog + docs). Run this skill once per release branch.
sdk-pr-create): release PR number/URL, release branch, source head branch, ticket--package=<pkg> --version=<x.y.z> and one of --source=<head-branch> or --commit=<sha>release-<pkg>-<x.y.z>, derive package, version, and source from itSame policy as qv-sdk-pr-create: prefer pushing the backmerge head to the org remote (tetherto/qvac) and opening a same-repo PR. Personal-fork heads are a fallback and count as external for CI (fork-ci environment approval required per run on the current head SHA).
In command examples below, ORG_REMOTE / FORK_REMOTE are placeholders — substitute the resolved remote names from Step 1. Do not run those tokens literally.
gh is installed and authenticated (gh auth status)git status empty); if not, ASK whether to stashgit remote -v for the canonical org repo (tetherto/qvac.git); fall back to a remote literally named upstream. ASK if neither found.origin when org is upstream) — used only when org push is unavailable or the user explicitly chooses the fork path| Scenario | Source range |
|---|---|
Chained from sdk-pr-create | ORG_REMOTE/release-<pkg>-<x.y.z>..ORG_REMOTE/<source-head-branch> (fetch the head first). If the org remote tip is missing, use the release PR head SHA from gh pr view <num> --json headRefOid instead of an unqualified local branch name. |
| Standalone with merged release PR | The PR's merge/squash commit on ORG_REMOTE/release-<pkg>-<x.y.z> (gh pr view <num> --json mergeCommit,headRefName) |
Standalone with --commit=<sha> | That single commit |
Sanity check: the source range must reflect release metadata only (version bump, changelog files, NOTICE, optional model registry/history, and for --package=sdk the two generated reference pages under docs/website/content/docs/sdk/). If git diff <range> --stat shows broad unrelated changes (suggesting the branch was based off main, not the release branch), STOP and ASK how to proceed — do not silently cherry-pick unrelated work onto main.
Before creating the backmerge branch, check whether main already contains the release content.
git fetch ORG_REMOTE main
git fetch ORG_REMOTE release-<pkg>-<x.y.z>
git merge-tree --write-tree --merge-base=<src>^ ORG_REMOTE/main <src>
git rev-parse ORG_REMOTE/main^{tree}The first command prints the tree SHA produced by simulating the cherry-pick. The second prints main's current tree SHA. If they are identical, every change in the source range is already on main:
main so you can cite it:git log ORG_REMOTE/main --oneline -1 -- <pkg-dir>/changelog/<x.y.z>/<pkg-dir> via node -p "require('./scripts/sdk/package-paths.cjs').getPackageDir('<pkg>')" (plugins use plugins/…, not packages/…).No backmerge PR needed — main is already aligned with release-<pkg>-<x.y.z>.
The release content landed on main via <commit-sha> (<commit-subject>).This avoids pushing an empty branch and a gh pr create failure.
git fetch ORG_REMOTE main
git fetch ORG_REMOTE release-<pkg>-<x.y.z>
git checkout -b backmerge/release-<pkg>-<x.y.z> ORG_REMOTE/mainIf a local branch with that name already exists, ASK before overwriting.
git cherry-pick -x <commit_or_range>For a true merge commit (not squashed), add -m 1.
Resolve <pkg-dir> with scripts/sdk/package-paths.cjs (getPackageDir('<pkg>')).
Auto-resolvable (resolve, git add, then git cherry-pick --continue):
<pkg-dir>/package.json — version field conflict: take release-side.git checkout --theirs <pkg-dir>/package.json
git add <pkg-dir>/package.json<pkg-dir>/CHANGELOG.md (top-level aggregated): regenerate from the version folders just cherry-picked in.node scripts/sdk/generate-changelog-sdk-pod.cjs --package=<pkg>
git add <pkg-dir>/CHANGELOG.mdAnything else → STOP. Hand control back to the user. Do not force-resolve, skip, or abort the cherry-pick on the user's behalf.
Docs-website conflicts are never auto-resolvable. An --package=sdk release commit also carries the two generated pages of the SDK's current documentation line (docs/website/content/docs/sdk/(v<X.Y>)/reference/{api,release-notes}.mdx, see qv-sdk-changelog Step 8). A conflict there — or a cherry-pick that cannot find the path at all — usually means main has since been cut to a newer line, so the folder the release wrote into is now the plain v<X.Y> one. STOP and hand it to the documentation engineer: choosing which line the content belongs in is their call, not a merge resolution.
When stopping, print:
git status -sb# After resolving manually:
git add <files>
git cherry-pick --continue
# Then re-run: /qv-sdk-backmerge --resumeRe-verify that the cherry-pick produced commits that actually change ORG_REMOTE/main. Defensive only — Step 3 catches the common no-op case; this guards against rarer paths (e.g. a --commit=<sha> arg that turned out to already be on main, or a -m 1 cherry-pick of a merge commit that resolved to nothing):
git diff --stat ORG_REMOTE/main..HEADIf the output is empty, treat it as a late no-op and STOP (same handling as Step 3 — report and exit). Otherwise push to the org remote when write access allows:
# Preferred — org-branch head (substitute real remote name for ORG_REMOTE):
git push -u ORG_REMOTE backmerge/release-<pkg>-<x.y.z>
# Fallback — personal fork (external CI path):
git push -u FORK_REMOTE backmerge/release-<pkg>-<x.y.z>Title (default — release PRs typically have a QVAC-#### ticket):
TICKET chore[skiplog]: backmerge release-<pkg>-<x.y.z> — <summary>Title (tickless fallback) — only when there is genuinely no ticket; combine the two tags inside a single bracket pair separated by | per the format defined in this skill:
chore[skiplog|notask]: backmerge release-<pkg>-<x.y.z> — <summary><summary> lists what is being landed (e.g. version bump, changelog, NOTICE).Body (concise, copy-ready):
## What this PR does
Lands the release metadata for `<pkg>@<x.y.z>` on `main`, per [gitflow.md](../../../docs/gitflow.md) "Keep main aligned". No functional changes — tagged `[skiplog]` so it does not appear in future changelogs.
## Companion release PR
- <release PR URL>
## Files
- `<pkg-dir>/package.json` — version `<prev>` → `<x.y.z>`
- `<pkg-dir>/changelog/<x.y.z>/` — generated changelog files
- `<pkg-dir>/CHANGELOG.md` — aggregated changelog
- `<pkg-dir>/NOTICE` — updated dependency attributions (if present)
- `docs/website/content/docs/sdk/(v<X.Y>)/reference/` — API summary (minor only) and release notes of the SDK's current documentation line (`--package=sdk` only)
- (any other release-metadata files included in the cherry-pick)# Preferred — org-branch (same-repo) PR:
gh pr create \
--repo tetherto/qvac \
--base main \
--head backmerge/release-<pkg>-<x.y.z> \
--title "<title>" \
--body "<body>"
# Fallback — personal fork -> org PR:
gh pr create \
--repo tetherto/qvac \
--base main \
--head <FORK_OWNER>:backmerge/release-<pkg>-<x.y.z> \
--title "<title>" \
--body "<body>"Print the new PR URL as a clickable hyperlink. When chained from sdk-pr-create, the parent prints both URLs side by side. If the fork fallback was used, note that merge/release must approve the fork-ci environment for privileged CI on that head.
Before completing:
backmerge/release-<pkg>-<x.y.z>[skiplog] tag (combined as [skiplog|notask] if tickless)-x (so the original SHA is recorded in commit messages)gh pr view confirms target is tetherto/qvac:main and head is the expected org branch (or <fork>:backmerge/... if fallback).agents/skills/qv-sdk-pr-create/SKILL.md — companion skill, auto-chains into this one for release targets.agents/skills/qv-sdk-changelog/SKILL.md — changelog regeneration used during conflict resolutiondocs/gitflow.md — title format and [skiplog] semantics.github/teams/sdk.json — packages this skill applies todocs/gitflow.md — release flow and "Keep main aligned" rules (still documents fork-first contribution; prefer org-branch heads per this skill until DevOps updates gitflow)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
Just SKILL.md in .agents/skills/qv-sdk-backmerge of tetherto/qvac.
Open the folder on GitHubat commit f874b3a
Qv SDK Backmerge next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Qv SDK Backmerge this skilltetherto/qvac | 683 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Release DigestKiln-AI/Kiln | 5.2k | — | ~2.7k | Automated safety check: Pass | Custom licence | |
| Releaseddalcu/mlx-serve | 1.8k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Phoenix Release NotesArize-ai/phoenix | 12k | — | ~6.7k | Automated safety check: Pass | Custom licence | |
| Skill ProvenanceLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.8k | Automated safety check: Pass | MIT | |
| Simple Englishmoeru-ai/airi | 50k | 2 repos | ~4.6k | Automated safety check: Pass | MIT |
Kiln-AI/Kiln
Post a "what's changed since the last release" recap to the release Slack channel for final QA.
ddalcu/mlx-serve
mlx-serve pre-release validation checklist, CalVer versioning, release steps, and CHANGELOG style.
Arize-ai/phoenix
Create Phoenix release documentation grounded in actual code changes.
LeoYeAI/openclaw-master-skills
Version tracking for Agent Skills bundles and their associated files across sessions, surfaces, and platforms.
moeru-ai/airi
Write or rewrite technical text with the rules of ASD-STE100 Simplified Technical English so it is clear, unambiguous, and free of AI slop.
StarRocks/starrocks
Drafts English release notes for a StarRocks patch release from the PRs merged into its release branch, then opens a documentation PR and hands translation to /translate.
tetherto/qvac
Creates a Solutions page in the QVAC documentation website from a real use case, generalizing the case into reusable guidance and registering the page in the site navigation.
tetherto/qvac
Updates the docs website after a change to the SDK or CLI. An agent skill from tetherto/qvac.
tetherto/qvac
Plan and prepare the QVAC agent-stack release cascade across @qvac/inference, @qvac/sdk, @qvac/cli, @qvac/ai-sdk-provider, @qvac/opencode-plugin, and @qvac/openclaw-plugin.
tetherto/qvac
Run the deterministic code-quality audit, turn related findings into contextual remediation groups, prepare approval-gated Asana proposals, reconcile recurring runs, or configure twice-monthly…
tetherto/qvac
Review C++ changes for string parameter and call-site efficiency conventions (std::stringview, std::string&&, const std::string&, const char, and TransparentStringMap lookup).
tetherto/qvac
Generate changelog entries for a target add-on package. An agent skill from tetherto/qvac.
Categories
Open the follow-up "backmerge" PR that lands a release's version bump + changelog onto main. Qv SDK Backmerge is an agent skill from tetherto/qvac. Open the follow-up "backmerge" PR that lands a release's version bump + changelog onto main.
Qv SDK Backmerge fits situations like: tasks that involve Changelog and release notes.
Run `npx skills add tetherto/qvac --skill qv-sdk-backmerge -a claude-code`. Or copy the skill folder (.agents/skills/qv-sdk-backmerge in tetherto/qvac) into .claude/skills/qv-sdk-backmerge in your project. Claude Code loads it when a task matches its description.
Run `npx skills add tetherto/qvac --skill qv-sdk-backmerge -a codex`. Or copy the skill folder (.agents/skills/qv-sdk-backmerge in tetherto/qvac) into .agents/skills/qv-sdk-backmerge in your project. Codex loads it when a task matches its description.
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-backmerge -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-backmerge, .gemini/skills/qv-sdk-backmerge, .github/skills/qv-sdk-backmerge and .opencode/skills/qv-sdk-backmerge in your project.
Going by SKILL.md and its folder, Qv SDK Backmerge needs the command-line tools its instructions call (git, gh and node).
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.
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.
Qv SDK Backmerge 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.
About 2.9k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Qv SDK Backmerge: Release Digest (Kiln-AI/Kiln, 5.2k stars), Release (ddalcu/mlx-serve, 1.8k stars), Phoenix Release Notes (Arize-ai/phoenix, 12k stars) and Skill Provenance (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
tetherto (a GitHub organization) maintains it in tetherto/qvac, which has 683 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on October 9, 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.