AI Research Reproduction
lllllllama/RigorPilot-Skills
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.
Catalog of all repo qv- custom skills with one-line purpose and when-to-use.
$ npx skills add tetherto/qvac --skill qv-skill-list -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tetherto/qvac qv-skill-list --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-skill-list .claude/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .claude/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-listType 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-skill-list -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tetherto/qvac qv-skill-list --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-skill-list .agents/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .agents/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-list -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tetherto/qvac qv-skill-list --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-skill-list .cursor/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .cursor/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-list--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-skill-list -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tetherto/qvac qv-skill-list --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-skill-list .gemini/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .gemini/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-listInstalls 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-skill-list -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-skill-list .github/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .github/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-list -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-skill-list --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-skill-list .opencode/skills/qv-skill-list && 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-skill-list" agent skill from https://github.com/tetherto/qvac/tree/main/.agents/skills/qv-skill-list into .opencode/skills/qv-skill-list/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qv-skill-list", 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-skill-listCatalog of all repo qv- custom skills with one-line purpose and when-to-use.
Qv Skill List is an agent skill from tetherto/qvac. 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.
Its SKILL.md is about 2.6k 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. 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.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
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 Skill List loads about 2.6k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 971 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). 971 words, ~2,589 tokens.
.claude/skills/qv-skill-list/SKILL.md (or your agent's skills folder).All custom repo skills live under .agents/skills/ and use the qv- prefix. Invoke with /qv-<name> in chat.
Not listed here (by design):
setup — repo-wide bootstrap (/setup); copies shared config from packages/ocr-ggml/.agent/ into .claude/ and .cursor/.packages/ocr-ggml/.agent/skills/ — framework skills (orchestrate, release, ci-validate, commit-trace, review); installed by /setup, not qv-* prefixed.| Mode | Behavior |
|---|---|
| Auto-invokable | No disable-model-invocation in frontmatter — the agent may load the skill when your request matches the description. |
| Manual only | disable-model-invocation: true or agents/openai.yaml with allow_implicit_invocation: false — invoke explicitly with /qv-<name> (or ask the agent to run that skill). |
When unsure which skill fits, scan the tables below or ask: "which qv skill should I use for …?"
| Skill | Purpose | Use when |
|---|---|---|
qv-pr-review | Deep PR review: gitflow, CI, format, code quality, security; posts a PENDING GitHub review with inline comments. | Reviewing any PR, given a PR URL, or follow-up from a pod status/my skill. Manual: /qv-pr-review |
qv-pr-test | Plan and run local PR validation; discovers packages/scripts, recommends test tier, analyzes results. | Testing a PR locally before merge. Manual: /qv-pr-test |
qv-pr-mine | Your open PRs across all pods, merge readiness, Slack ping messages for reviewers. | "What are my PRs?", merge readiness, who to ping. Manual: /qv-pr-mine |
| Skill | Purpose | Use when |
|---|---|---|
qv-devops-pr-create | PR titles and bodies for CI/CD, composite actions, automation, IaC. | Creating a DevOps PR. Manual: /qv-devops-pr-create |
qv-devops-pr-review | /qv-pr-review plus GitHub Actions security audit (pinning, permissions, OIDC, secrets). | Reviewing PRs that touch DevOps paths. Manual: /qv-devops-pr-review |
qv-devops-pr-status | Team DevOps PR dashboard: re-review, stale, needs-review, conflicts. | DevOps pod PR queue health. Manual: /qv-devops-pr-status |
qv-devops-why-my-pr-not | Diagnose missing CI checks or merge blockers (labels, CODEOWNERS, approvals). | "Why aren't checks running?" / "Why can't I merge?" Manual: /qv-devops-why-my-pr-not |
qv-devops-daily-update | Slack standup (Done / Planned / Blockers) from PRs, reviews, CI. | DevOps EOD or standup. Manual: /qv-devops-daily-update |
qv-mobile-test-dispatch | Start an addon mobile (Device Farm) test and pick the right prebuild source; where the Android/iOS and C++ logs are. | "Run mobile tests for X" / "test my native change on a device" / reading a mobile failure. Manual: /qv-mobile-test-dispatch |
| Skill | Purpose | Use when |
|---|---|---|
qv-sdk-pr-create | PR descriptions for SDK pod packages (sdk, cli, rag, logging, error). | Creating an SDK pod PR; may chain to backmerge. Auto |
qv-sdk-pr-status | Team SDK pod PR dashboard. | SDK pod PR queue. Manual: /qv-sdk-pr-status |
qv-sdk-changelog | Changelogs for SDK pod packages (tag-based GitFlow). | Release prep, CHANGELOG_LLM.md. Auto |
qv-sdk-backmerge | Open backmerge PR (release version bump + changelog → main). | After SDK release PR; often chained from qv-sdk-pr-create. Auto |
qv-sdk-e2e-create | Scaffold e2e tests in packages/sdk/e2e for new/changed public APIs. | Adding consumer-facing SDK APIs. Auto |
qv-sdk-update-models | Regen SDK models.ts from live registry and open a [mod] PR; optional provider/python cascade. | After registry model updates; /qv-sdk-update-models. Manual |
qv-agent-stack-sync | Plan / draft-cascade / promote the SDK → CLI → AI SDK provider → OpenCode + OpenClaw release chain. | Agent-stack release prep; /qv-agent-stack-sync --plan. Auto |
| Skill | Purpose | Use when |
|---|---|---|
qv-addon-changelog | Changelog entries for a target add-on package. | Add-on release prep. Auto |
qv-addon-pr-create | PR descriptions for non-SDK inference addons, decoder, OCR. | "Prepare PR description" for an addon. Auto |
qv-addon-release-notes | Release notes for addon packages. | Addon release notes. Auto |
| Skill | Purpose | Use when |
|---|---|---|
qv-registry-autobase-patterns | Autobase, HyperDB, multi-writer patterns, replication debugging. | Registry server, Autobase/HyperDB schemas, Corestore issues. Auto |
| Skill | Purpose | Use when |
|---|---|---|
qv-docs-solution-create | Solutions pages: generalize a supported use case into a docs page and register it in the site navigation. | A real developer, company, or partner scenario should become reusable documentation. Manual: /qv-docs-solution-create |
| Skill | Purpose | Use when |
|---|---|---|
qv-dev-diary-setup | Opt-in local dev diary (~/.config/qvac-pr-skills/). | Enable diary, diary --init, configure capture. Manual: /qv-dev-diary-setup |
qv-dev-diary | Read, inspect, append diary entries. | View today's log, add notes after setup. Manual: /qv-dev-diary |
qv-daily-work-update | Personal EOD update from diary + GitHub + PR state (+ optional Asana). | Personal standup / "what did I do today". Manual: /qv-daily-work-update |
qv-asana-sync | Look up and update Asana tasks (status, comments, PR links). | Sync Asana task, move status, validate config. Manual: /qv-asana-sync |
| Skill | Purpose | Use when |
|---|---|---|
qv-quality-reporting | Run deterministic quality analysis, triage cohesive debt groups, and prepare approval-gated Asana proposals. | Initial debt triage, recurring quality review, or twice-monthly reporting setup. Manual: /qv-quality-reporting |
| Skill | Purpose | Use when |
|---|---|---|
qv-holepunch-dev | Holepunch/P2P/Bare/Pear API discovery via docs.pears.com and gh. | Hypercore, Hyperswarm, Autobase, Bare, Pear development. Auto |
qv-notice-generate | NOTICE files and third-party attributions for monorepo packages. | License compliance, release NOTICE updates. Auto |
| Skill | Purpose | Use when |
|---|---|---|
qv-docs-update | Updates the docs website after a change to the SDK or CLI. | You added or changed a feature and the docs need to catch up. Manual: /qv-docs-update |
| Skill | Purpose | Use when |
|---|---|---|
qv-qip-triage | Conservatively checks whether a change clearly needs a QIP before deeper implementation. | Planning or implementing contract, cross-package, delivery, or principle-impacting work; PR review. Auto |
qv-qip-create | Drafts a Slack Canvas-ready QIP from a clear proposal or fuzzy idea. | Creating a QIP, shaping alternatives, consequences, and people to consult. Manual: /qv-qip-create |
qv-qip-review | Reviews a QIP for approval readiness, consequences, principle conflicts, and consultation coverage. | Reviewing a QIP draft before posting or approval. Auto |
Rule nudge: .cursor/rules/qip-triage.mdc
| You want to… | Skill |
|---|---|
| Review any PR | qv-pr-review |
| Review a DevOps/CI PR | qv-devops-pr-review |
| Test a PR locally | qv-pr-test |
| See your open PRs | qv-pr-mine |
| SDK team PR board | qv-sdk-pr-status |
| DevOps team PR board | qv-devops-pr-status |
| Why CI/merge is blocked | qv-devops-why-my-pr-not |
| Run mobile tests on a device | qv-mobile-test-dispatch |
| Write SDK PR body | qv-sdk-pr-create |
| Sync SDK models.ts from registry | qv-sdk-update-models |
| Write addon PR body | qv-addon-pr-create |
| SDK release changelog | qv-sdk-changelog |
| Addon release changelog | qv-addon-changelog |
| Backmerge after SDK release | qv-sdk-backmerge |
| Sync CLI/provider/OpenCode/OpenClaw to SDK | qv-agent-stack-sync |
| New SDK e2e tests | qv-sdk-e2e-create |
| Registry Autobase/HyperDB help | qv-registry-autobase-patterns |
| Publish a Solutions page from a use case | qv-docs-solution-create |
| Holepunch stack help | qv-holepunch-dev |
| Generate NOTICE files | qv-notice-generate |
| Update the docs website after an SDK/CLI change | qv-docs-update |
| Check if a QIP is needed | qv-qip-triage |
| Draft a QIP | qv-qip-create |
| Review a QIP | qv-qip-review |
| Triage code-quality debt | qv-quality-reporting |
| List all skills | qv-skill-list (this file) |
© 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-skill-list of tetherto/qvac.
Open the folder on GitHubat commit f874b3a
Qv Skill List 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 Skill List this skilltetherto/qvac | 683 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| AI Research Reproductionlllllllama/RigorPilot-Skills | 497 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Onnxtxtonnx/onnx | 22k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Add Publication DocsRLinf/RLinf | 5.5k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Create Simple Promptpnp/copilot-prompts | 892 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Google Agents CLI Adk Codepifferologo/cloud-agents-cli | 129 | 1 repos | ~768 | Automated safety check: Pass | Apache-2.0 |
lllllllama/RigorPilot-Skills
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.
onnx/onnx
Read or write ONNX text format ("onnxtxt"). An agent skill from onnx/onnx.
RLinf/RLinf
Adds a new publication page to the RLinf Sphinx docs (EN + ZH) and wires it into the Publications index/toctree.
pnp/copilot-prompts
This skill should be used when the user asks to "create a new prompt sample", "add a new prompt sample", "scaffold a new prompt sample", "create a prompt contribution", "add a prompt", or needs to…
pifferologo/cloud-agents-cli
This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management", or needs ADK (Agent…
DataDog/dd-trace-js
A skill your agent uses when writing, modifying, or debugging tests for an LLMObs plugin in dd-trace-js.
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
Catalog of all repo qv- custom skills with one-line purpose and when-to-use. Qv Skill List is an agent skill from tetherto/qvac. Catalog of all repo qv- custom skills with one-line purpose and when-to-use.
Qv Skill List fits situations like: the user asks what skills exist; which skill to use; how to invoke a skill; invokes /qv-skill-list.
Run `npx skills add tetherto/qvac --skill qv-skill-list -a claude-code`. Or copy the skill folder (.agents/skills/qv-skill-list in tetherto/qvac) into .claude/skills/qv-skill-list in your project. Claude Code loads it when a task matches its description.
Run `npx skills add tetherto/qvac --skill qv-skill-list -a codex`. Or copy the skill folder (.agents/skills/qv-skill-list in tetherto/qvac) into .agents/skills/qv-skill-list 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-skill-list -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-skill-list, .gemini/skills/qv-skill-list, .github/skills/qv-skill-list and .opencode/skills/qv-skill-list in your project.
SKILL.md names no scripts, command-line tools or credentials: Qv Skill List is instructions for the agent only. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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 Skill List 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 2.6k tokens (SKILL.md is roughly 10k 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 Skill List: AI Research Reproduction (lllllllama/RigorPilot-Skills, 497 stars), Onnxtxt (onnx/onnx, 22k stars), Add Publication Docs (RLinf/RLinf, 5.5k stars) and Create Simple Prompt (pnp/copilot-prompts, 892 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.