Understand Diff Analysis
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
Run the full implement → test → CI → review → PR pipeline for a task.
$ npx skills add tetherto/qvac --skill orchestrate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tetherto/qvac orchestrate --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/packages/ocr-ggml/.agent/skills/orchestrate .claude/skills/orchestrate && 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 "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .claude/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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/packages/ocr-ggml/.agent/skills/orchestrateType 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 orchestrate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tetherto/qvac orchestrate --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/packages/ocr-ggml/.agent/skills/orchestrate .agents/skills/orchestrate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .agents/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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 orchestrate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tetherto/qvac orchestrate --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/packages/ocr-ggml/.agent/skills/orchestrate .cursor/skills/orchestrate && 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 "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .cursor/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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 packages/ocr-ggml/.agent/skills/orchestrate--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 orchestrate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tetherto/qvac orchestrate --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/packages/ocr-ggml/.agent/skills/orchestrate .gemini/skills/orchestrate && 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 "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .gemini/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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 orchestrateInstalls 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 orchestrate -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/packages/ocr-ggml/.agent/skills/orchestrate .github/skills/orchestrate && 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 "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .github/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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 orchestrate -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 orchestrate --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/packages/ocr-ggml/.agent/skills/orchestrate .opencode/skills/orchestrate && 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 "orchestrate" agent skill from https://github.com/tetherto/qvac/tree/main/packages/ocr-ggml/.agent/skills/orchestrate into .opencode/skills/orchestrate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "orchestrate", 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.
orchestrateRun the full implement → test → CI → review → PR pipeline for a task.
Orchestrate is an agent skill from tetherto/qvac. Run the full implement → test → CI → review → PR pipeline for a task. Coordinates implementer, test-writer, ci-validator, and code-reviewer agents.
Its SKILL.md is about 2k 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 Pull requests and Code review. It works with Asana and Git. 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.
10 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit c3a6030. 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:
gitghFrom 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.
Orchestrate loads about 2k tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 950 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 c3a6030, republished under its Apache-2.0 licence (© tetherto). 950 words, ~1,998 tokens.
.claude/skills/orchestrate/SKILL.md (or your agent's skills folder).Run the complete agent pipeline for a task: branch setup, implement, test, CI validate, review, push, and create PR.
/orchestrate <asana-task-id-or-url>
Accepts either:
1213560067347874https://app.asana.com/0/1234567890/1213560067347874Parse the Asana task ID from the argument:
Read the Asana task to get:
Create a feature branch from main:
git checkout main && git pull origin mainfeat/<ticket>-<slug>QVAC-123)feat/QVAC-123-add-rag-support-for-lancedbfeat/<task-title-slug>git checkout -b <branch-name>Inform the user of the setup:
Task: <task-title>
Branch: <branch-name>Before any implementation, create a plan for the user to approve:
Launch the implementer agent with the Asana task ID and the approved plan.
Implement Asana task <task-id>. Follow this approved plan:
<paste the approved plan here>
Write code within scope of the plan, verify build/tests pass, and commit working changes.Wait for completion. If the implementer reports failure (e.g., ambiguous requirements, build failures after 3 retries), stop the pipeline and report to the user.
After implementation, analyze the changed files and the Asana task to decide what's needed next.
Run git diff --name-only main...HEAD and apply these rules:
Native addon packages — if changed files match a package in the CI Package Mapping table in .agent/knowledge/ci-validation.md, CI is needed. Use the short name from that table. If multiple addon packages changed, run CI for each.
SDK / TS packages (packages/sdk/**, packages/rag/**, packages/cli/**) — SDK CI runs automatically via pr-checks-sdk-pod on PR creation. No manual trigger needed.
Everything else (simple libraries, docs, workflows, config, markdown) — no CI needed.
If CI is needed, inform the user which packages will be validated and why.
Determine if new tests are needed by checking:
| Signal | Tests needed? |
|---|---|
| New public API / exported functions added | Yes |
| New feature with user-facing behavior | Yes |
| Bug fix (regression test) | Yes |
| Asana task acceptance criteria mention testable behavior | Yes |
| Refactoring with no behavior change | No |
| Documentation / config / CI workflow only | No |
| Changes already have corresponding test updates from implementer | No — skip |
Read the Asana task acceptance criteria. If they describe specific behaviors or scenarios, those should become tests.
If Phase 1.5 determined tests are needed, launch the test-writer agent:
Write automated tests for the changes on the current branch. Task ID: <task-id>. Focus on new public APIs, new behavior, and edge cases. Match existing test patterns.Wait for completion. If the test-writer discovers code bugs, launch the implementer again with the bug details before proceeding.
If tests are not needed, skip to Phase 2.
If Phase 1.5 determined CI is needed:
git push -u origin HEADIf CI is not needed, skip to Phase 3.
Launch the code-reviewer agent:
Review all changes on the current branch against main. Task ID: <task-id>. Check requirements match, bugs, conventions, security, scope, and test coverage. Fix issues directly and commit fixes.Wait for completion. Collect the review summary.
If the reviewer committed any fixes AND Phase 1.5 determined CI was needed:
If no CI needed or no reviewer fixes, proceed to reporting.
Push the branch to origin:
git push -u origin HEADDetermine PR type from the changed files:
packages/sdk/ or other TS packages → SDK PRCreate the PR using gh pr create:
<ticket> <prefix>[tags]: <task-title-summary> (following commit format from CLAUDE.md)/qv-addon-pr-create/qv-sdk-pr-createmaingh pr create --base main --title "QVAC-123 feat: add RAG support" --body "..."Link the PR to the Asana task: comment on the task with the PR URL.
Produce a final summary:
Pipeline complete for task <task-id>:
Branch: <branch-name>
PR: <pr-url>
Implementation:
- [summary from implementer]
- Files changed: [list]
Tests:
- [added/skipped, with reason]
- Tests added: [count and brief descriptions]
- Code bugs found by tests: [count or none]
CI Validation:
- [pass/fail/skipped]
- Packages tested: [list or "n/a — no native addon changes"]
- Platforms: [list]
Review:
- Issues found and fixed: [count]
- Issues flagged but not fixed: [count, with details]
Status: [ready for human review / needs attention]Update the Asana task:
© 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 packages/ocr-ggml/.agent/skills/orchestrate of tetherto/qvac.
Open the folder on GitHubat commit c3a6030
Orchestrate 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 |
|---|---|---|---|---|---|---|
| Orchestrate this skilltetherto/qvac | 681 | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Understand Diff AnalysisEgonex-AI/Understand-Anything | 86k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Open Code Review CLIalibaba/open-code-review | 44k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Code Reviewflutter/flutter | 179k | — | ~1.4k | Automated safety check: Pass | BSD-3-Clause | |
| PR Review State Fetchprisma/orm | 48k | — | ~767 | Automated safety check: Pass | Apache-2.0 | |
| Knowledge Graph PR Reviewtirth8205/code-review-graph | 32k | — | ~452 | Automated safety check: Pass | MIT |
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
alibaba/open-code-review
Runs the ocr command-line tool to review Git changes, a commit or a branch comparison with an AI model, returning line-level comments and optionally applying fixes.
flutter/flutter
Performs a comprehensive, multi-step code review of pull requests or local code changes, using iterative refinement (generation, critique, synthesis) to ensure high-quality, actionable feedback.
prisma/orm
Fetches a pull request's canonical review state as JSON, validates it, and renders markdown, a text summary and triage target files from it using bundled scripts.
tirth8205/code-review-graph
Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis.
prisma/orm
Runs the triage step of the review-framework loop: reads fetched PR review state, builds `review-actions.json`, validates it and renders `review-actions.md`.
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
Run the full implement → test → CI → review → PR pipeline for a task. Orchestrate is an agent skill from tetherto/qvac. Run the full implement → test → CI → review → PR pipeline for a task.
Orchestrate fits situations like: tasks that involve Pull requests; tasks that involve Code review.
Run `npx skills add tetherto/qvac --skill orchestrate -a claude-code`. Or copy the skill folder (packages/ocr-ggml/.agent/skills/orchestrate in tetherto/qvac) into .claude/skills/orchestrate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add tetherto/qvac --skill orchestrate -a codex`. Or copy the skill folder (packages/ocr-ggml/.agent/skills/orchestrate in tetherto/qvac) into .agents/skills/orchestrate 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 orchestrate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/orchestrate, .gemini/skills/orchestrate, .github/skills/orchestrate and .opencode/skills/orchestrate in your project.
Going by SKILL.md and its folder, Orchestrate needs the command-line tools its instructions call (git and gh).
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.
Orchestrate 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 2k tokens (SKILL.md is roughly 8k 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 Orchestrate: Understand Diff Analysis (Egonex-AI/Understand-Anything, 86k stars), Open Code Review CLI (alibaba/open-code-review, 44k stars), Code Review (flutter/flutter, 179k stars) and PR Review State Fetch (prisma/orm, 48k 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 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.