Android Development
dpconde/claude-android-skill
Create production-quality Android applications following Google's official architecture guidance and NowInAndroid best practices.
Decide whether a preview the visual-diff bot flagged actually regressed or is simply nondeterministic, using a repeat-render oracle at a single commit.
$ npx skills add yschimke/compose-ai-tools --skill flake-triage -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yschimke/compose-ai-tools flake-triage --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/yschimke/compose-ai-tools.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/flake-triage .claude/skills/flake-triage && 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 "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .claude/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triageType 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 yschimke/compose-ai-tools --skill flake-triage -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yschimke/compose-ai-tools flake-triage --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yschimke/compose-ai-tools.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/flake-triage .agents/skills/flake-triage && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .agents/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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 yschimke/compose-ai-tools --skill flake-triage -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yschimke/compose-ai-tools flake-triage --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yschimke/compose-ai-tools.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/flake-triage .cursor/skills/flake-triage && 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 "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .cursor/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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/yschimke/compose-ai-tools.git --path .claude/skills/flake-triage--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 yschimke/compose-ai-tools --skill flake-triage -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yschimke/compose-ai-tools flake-triage --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yschimke/compose-ai-tools.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/flake-triage .gemini/skills/flake-triage && 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 "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .gemini/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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 yschimke/compose-ai-tools flake-triageInstalls 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 yschimke/compose-ai-tools --skill flake-triage -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yschimke/compose-ai-tools.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/flake-triage .github/skills/flake-triage && 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 "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .github/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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 yschimke/compose-ai-tools --skill flake-triage -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yschimke/compose-ai-tools flake-triage --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yschimke/compose-ai-tools.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/flake-triage .opencode/skills/flake-triage && 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 "flake-triage" agent skill from https://github.com/yschimke/compose-ai-tools/tree/main/.claude/skills/flake-triage into .opencode/skills/flake-triage/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flake-triage", 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.
flake-triageDecide whether a preview the visual-diff bot flagged actually regressed or is simply nondeterministic, using a repeat-render oracle at a single commit.
Flake Triage is an agent skill from yschimke/compose-ai-tools. Decide whether a preview the visual-diff bot flagged actually regressed or is simply nondeterministic, using a repeat-render oracle at a single commit. Use when a PR's preview diff reports a changed preview whose source the PR does not touch, or when a render, GIF or filmstrip is suspected of being unstable.
Its SKILL.md is about 1.5k 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 Mobile, covering Visual regression testing and Android development. It works with Jetpack Compose, Gradle, Visual Studio Code and Kotlin. The repository describes itself as: Helping the Agents Compose the Things. The licence is Apache-2.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit dd6fb61. 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:
nodenpxFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comFrom 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.
Flake Triage loads about 1.5k tokens when it runs. Until then it costs about 81 tokens; SKILL.md has 706 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 yschimke/compose-ai-tools at commit dd6fb61, republished under its Apache-2.0 licence (© yschimke). 706 words, ~1,505 tokens.
.claude/skills/flake-triage/SKILL.md (or your agent's skills folder).A changed preview whose source the PR does not touch — clocks, timestamps, randomness, animation frames, network-loaded images — is instability to triage, not a regression to rubber-stamp and not a fix to write blind. The distinction is decidable in a few minutes, at one commit, with no reference to the base branch.
Render the same preview N times at the same commit and compare the bytes. If two renders of one commit differ, nothing about the PR's diff is evidence of anything.
for i in 1 2 3; do
./gradlew :samples:android:composePreviewRender --rerun \
-PcomposePreview.filter=<PreviewFunctionName>
cp <module>/build/compose-previews/renders/<Preview>.png run-$i.png
done
md5sum run-*.png--rerun is load-bearing: a render task goes UP-TO-DATE off its own outputs
(including .error.json sidecars from a failed run), so a plain re-invocation
compares a file against itself and always "passes".
A harness capture has the same oracle, and it is cheaper. The captures the visual-diff bot compares are Playwright shots of committed static fixtures, so N runs cost seconds and need no JVM.
The serve captures (serve-, viewer-) are not triaged here any more. That
harness moved with the server to yschimke/compose-preview-server, where it runs as
the visual-harness CI job; triage them in that repository, against its
preview-harness/. What stays here is the fixture tree those captures read
(preview-server/preview-harness/fixtures/, still asserted by ServeWebFixtureTest
and friends) — a fixture edit here changes what that repository captures.
# compose-preview-vscode/preview-harness — the VS Code panel's own fixtures.
# Run from `compose-preview-vscode/`, not from inside the harness directory, and build
# the webview bundle first: the fixtures load it, so a stale one moves pixels for
# reasons no commit explains.
cd ../compose-preview-vscode
node esbuild.webview.mjs
HARNESS_CHROMIUM=/path/to/chromium HARNESS_FIXTURE=<fixture> HARNESS_THEME=light \
npx playwright test -c preview-harness/playwright.config.mjs snapshot.spec.mjs
md5sum preview-harness/out/<capture>.light.pngHARNESS_THEME narrows to one theme; HARNESS_FIXTURE is the extension
harness's own selector and is cleaner than -g there.
There is no --rerun equivalent to remember: each invocation rewrites out/.
Read the hashes:
Three runs is usually enough to catch it; five identical runs is a reasonable bar for calling a fix proven.
Once you know it moves, find what moves:
docs/design/evidence/filmstrip-determinism/
is the worked example: two same-commit renders differing across 2.99% / 7.97% /
10.96% of the image depending on the pair, root-caused to panels freezing at
unpinned points rather than at their labelled transition fractions.img.complete says decoded, not finished. A shot held
only for the decode lands on an arbitrary frame.
docs/design/evidence/motion-index-playing-determinism/
is the worked example: eight same-commit runs, three distinct hashes, 0.11% of
the image moving in one 19-row band per card. Decode the stub's acTL/fcTL
chunks to learn its frame count and delays, then hold for rest — poll the
container's pixels until two reads spaced wider than one frame agree, rather
than hard-coding the duration.The usual sources, in rough order of frequency: an unpinned animation clock, a system-time variable, unseeded randomness, a network- or disk-loaded image, and layout that depends on measurement order.
Pin the nondeterminism at its source — hold the clock, seed the randomness, pin the panel to its labelled fraction — rather than loosening a comparison threshold. Then:
--rerun renders should be byte-identical;
quote the shared hash.SharedElementFilmstripPixelTest is the
pattern) so the next regression fails a test rather than a review.docs/design/evidence/<slug>/ with a README stating the commit, the
command, and the hashes. That is what makes the next occurrence a lookup instead
of a rediscovery.Reporting an unstable preview without the hashes is an assertion, not a triage. The hashes are cheap; include them.
Related: render-evidence for the capture mechanics, and the stability reference
in the published compose-preview-review
skill for how to flag instability on someone else's PR.
© yschimke, 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 .claude/skills/flake-triage of yschimke/compose-ai-tools.
Open the folder on GitHubat commit dd6fb61
Flake Triage 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 |
|---|---|---|---|---|---|---|
| Flake Triage this skillyschimke/compose-ai-tools | 117 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Android Developmentdpconde/claude-android-skill | 337 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Claude Android NinjaDrjacky/claude-android-ninja | 124 | — | ~5.2k | Automated safety check: Pass | Apache-2.0 | |
| Composewebview Developmentparkwoocheol/compose-webview | 103 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Update Libs VersionsCosminMihuMDC/KtorMonitor | 254 | — | ~800 | Automated safety check: Pass | Apache-2.0 | |
| Android DevelopmentCoWork-OS/CoWork-OS | 474 | — | ~459 | Automated safety check: Pass | MIT |
dpconde/claude-android-skill
Create production-quality Android applications following Google's official architecture guidance and NowInAndroid best practices.
Drjacky/claude-android-ninja
Build and migrate Android apps with Kotlin, Jetpack Compose, MVVM, Hilt, Room 3 (KSP, SQLiteDriver, Flow/suspend DAOs), Navigation3, and multi-module Gradle.
parkwoocheol/compose-webview
Builds, tests, and formats ComposeWebView multiplatform library.
CosminMihuMDC/KtorMonitor
Update dependency versions in gradle/libs.versions.toml by querying Maven repositories.
CoWork-OS/CoWork-OS
Android/Kotlin development: Jetpack Compose, Room database, Gradle builds, emulator management, and Play Store submission.
ericrisco/rsc-harness
A skill your agent uses when building or fixing a native Android app in Kotlin and Jetpack Compose on the UDF layered architecture — ViewModel/StateFlow, Hilt, Room, Retrofit, coroutines, type-safe…
yschimke/compose-ai-tools
Capture the before/after rendered PNGs a UI-affecting PR in this repository needs as visual evidence, including bringing an Android SDK up in a fresh sandbox.
yschimke/compose-ai-tools
Drive a pull request on this repository to green — which fast checks to run before pushing, how to read a red check, and what to do about a review comment.
Categories
Decide whether a preview the visual-diff bot flagged actually regressed or is simply nondeterministic, using a repeat-render oracle at a single commit. Flake Triage is an agent skill from yschimke/compose-ai-tools. Decide whether a preview the visual-diff bot flagged actually regressed or is simply nondeterministic, using a repeat-render oracle at a single commit.
Flake Triage fits situations like: A PRs preview diff reports a changed preview whose source the PR does not touch; filmstrip is suspected of being unstable.
Run `npx skills add yschimke/compose-ai-tools --skill flake-triage -a claude-code`. Or copy the skill folder (.claude/skills/flake-triage in yschimke/compose-ai-tools) into .claude/skills/flake-triage in your project. Claude Code loads it when a task matches its description.
Run `npx skills add yschimke/compose-ai-tools --skill flake-triage -a codex`. Or copy the skill folder (.claude/skills/flake-triage in yschimke/compose-ai-tools) into .agents/skills/flake-triage 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 yschimke/compose-ai-tools --skill flake-triage -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flake-triage, .gemini/skills/flake-triage, .github/skills/flake-triage and .opencode/skills/flake-triage in your project.
Going by SKILL.md and its folder, Flake Triage needs the command-line tools its instructions call (node and npx). Our summary lists: Node.js.
SKILL.md names 1 domain. As links in the text: github.com. 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.
Flake Triage 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 1.5k tokens (SKILL.md is roughly 6k 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 Flake Triage: Android Development (dpconde/claude-android-skill, 337 stars), Claude Android Ninja (Drjacky/claude-android-ninja, 124 stars), Composewebview Development (parkwoocheol/compose-webview, 103 stars) and Update Libs Versions (CosminMihuMDC/KtorMonitor, 254 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
yschimke (a GitHub user) maintains it in yschimke/compose-ai-tools, which has 117 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 9, 2026.
Source: yschimke/compose-ai-tools on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.