Impeccable
bestofjs/bestofjs
A skill your agent uses when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a…
Review a library/package from the perspective of an external downstream consumer — build a throwaway crate/project that depends on it the way a real user would, exercise the public API, and surface…
$ npx skills add jaemk/cached --skill consumer-experience-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jaemk/cached consumer-experience-review --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/jaemk/cached.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/consumer-experience-review .claude/skills/consumer-experience-review && 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 "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .claude/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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/jaemk/cached/tree/master/.agents/skills/consumer-experience-reviewType 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 jaemk/cached --skill consumer-experience-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jaemk/cached consumer-experience-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaemk/cached.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/consumer-experience-review .agents/skills/consumer-experience-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .agents/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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 jaemk/cached --skill consumer-experience-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jaemk/cached consumer-experience-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaemk/cached.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/consumer-experience-review .cursor/skills/consumer-experience-review && 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 "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .cursor/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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/jaemk/cached.git --path .agents/skills/consumer-experience-review--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 jaemk/cached --skill consumer-experience-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jaemk/cached consumer-experience-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaemk/cached.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/consumer-experience-review .gemini/skills/consumer-experience-review && 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 "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .gemini/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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 jaemk/cached consumer-experience-reviewInstalls 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 jaemk/cached --skill consumer-experience-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jaemk/cached.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/consumer-experience-review .github/skills/consumer-experience-review && 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 "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .github/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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 jaemk/cached --skill consumer-experience-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jaemk/cached consumer-experience-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaemk/cached.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/consumer-experience-review .opencode/skills/consumer-experience-review && 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 "consumer-experience-review" agent skill from https://github.com/jaemk/cached/tree/master/.agents/skills/consumer-experience-review into .opencode/skills/consumer-experience-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "consumer-experience-review", 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.
consumer-experience-reviewReview a library/package from the perspective of an external downstream consumer — build a throwaway crate/project that depends on it the way a real user would, exercise the public API, and surface…
Consumer Experience Review is an agent skill from jaemk/cached. Review a library/package from the perspective of an external downstream consumer — build a throwaway crate/project that depends on it the way a real user would, exercise the public API, and surface gaps, inconsistencies, and inconveniences with compiler-verified evidence. Use when asked to "review the consumer/user experience", "find API gaps/inconsistencies", "evaluate the public API", "is this ready to publish/release", or before a 1.0 / major version bump. Especially valuable for breaking-change releases (the…
Its SKILL.md is about 1.9k 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 Frontend & Design, covering UX design. It works with Rust. The repository describes itself as: Rust cache structures and easy function memoization. The licence is MIT.
8 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9da0ec2. 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:
cargonpmpipmakeFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm and pip, 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.
Consumer Experience Review loads about 1.9k tokens when it runs. Until then it costs about 149 tokens; SKILL.md has 1,017 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 jaemk/cached at commit 9da0ec2, republished under its MIT licence (© jaemk). 1,017 words, ~1,943 tokens.
.claude/skills/consumer-experience-review/SKILL.md (or your agent's skills folder).You are auditing a library as the people who will cargo add / npm install / pip install it — not as its author. Internal tests pass through the crate's own privacy and import context and therefore cannot see the gaps a real consumer hits (missing root re-exports, trait-import friction, method-name collisions, feature-flag dead-ends, error types you can't name). The only reliable instrument is a separate project that depends on the library externally and uses it the way a reasonable-but-not-omniscient user would.
Write the code a competent user would write on their first try — reaching for conventional names and paths — and let it fail. The natural call that doesn't compile is the finding. Do not pre-correct your consumer code with insider knowledge; that hides exactly what you're looking for. Evidence is a captured compiler error, not an assertion.
Enumerate what a consumer actually sees:
crate::stores::Foo). Asymmetry here is the #1 source of findings.&mut self where a consumer would expect &self.Type::new() returning Type or a builder? Is the fallible path build() or try_build()? Is it consistent across sibling types?cached::Foo but only cached::stores::FooBuildError is a classic gap.)use lib::thing;) or only under a submodule? Ecosystem convention is root.$TMPDIR (or another scratch path) — never inside the repo, never in git. Do not pollute the project's examples/, tests/, or working tree.lib = { path = "/abs/path", features = [...] }npm link / file: dependency. Python: pip install -e. Same idea — external module resolution, real package boundary.Deliberately reach for conventions first:
use lib::macro;) before trying submodule paths.use lib::*;) — exactly what a real user does.let _: Option<lib::TheError> = None; or a function signature.max_size, capacity, with_*) — a wrong guess that the compiler can't help disambiguate is a discoverability finding.cargo build/run (or the ecosystem equivalent). For every failure, record the exact diagnostic code and message (error[E0034]: multiple applicable items, E0432: unresolved import, E0599, etc.). That verbatim error is the evidence in your report.
For each suspected issue, create a tiny separate binary/module that triggers only that issue with the smallest natural snippet. This (a) proves it's real and not a side effect, and (b) gives you a clean before/after to re-run once a fix is proposed/applied.
Rank findings, and explicitly factor in the version context:
#[doc(alias)], deprecations) and documentation.For each finding: the natural code that failed → the exact compiler error → root cause (cite file:line) → concrete proposed fix (and whether it's breaking or additive). Recommend a subset to act on given the release window. Do not implement fixes unless the user asks — this skill produces a review. If asked to fix, re-run the isolated probes (step 5) afterward to prove the natural code now works, and run the project's full check (make check/tests/clippy/doctests, golden/snapshot drift).
Remove or abandon the scratch consumer crate. Never leave it in the repo or stage it.
crate::sub::; one sibling exports *Builder at root, another doesn't.foo vs async foo) → E0034, forces UFCS. Fix: prefix/rename one (e.g. async_-prefix the async variant), settle it pre-1.0.Type::build() returns Result<_, E> but E isn't reachable from the path Type is.new()→value vs new()→builder; build vs try_build; one shared error enum vs per-type ones. Often documentation-only at 1.0, but flag it.&mut self for reads — forces a lock/wrapper for shared use; note it even if intentional.#[doc(alias)]; missing trait-import hints in errors.tests/, examples/, or a workspace member) is not a consumer test — it inherits the crate's import/privacy context and will miss the gaps. External path dependency is mandatory.tokio-class deps. If a build fails for sandbox/network reasons (not a real API gap), retry with the sandbox disabled before concluding.exports field, dual ESM/CJS), Python (__init__.py re-exports, optional-extra imports) — same methodology, same gap classes.© jaemk, MIT. 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/consumer-experience-review of jaemk/cached.
Open the folder on GitHubat commit 9da0ec2
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in jaemk/cached, which our catalogue first saw on October 7, 2026.
Consumer Experience Review 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 |
|---|---|---|---|---|---|---|
| Consumer Experience Review this skilljaemk/cached | 2.1k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Impeccablebestofjs/bestofjs | 3.1k | 26 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Interface Design for Dashboards and Appsholaboss-ai/holaOS | 11k | 3 repos | ~6k | Automated safety check: Pass | MIT | |
| Animategrowupanand/ConvoForm | 102 | 6 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Migrate Content Iadocker/docs | 4.7k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| UX WalkthroughXiaoMi/hiui | 879 | — | ~1.3k | Automated safety check: Pass | MIT |
bestofjs/bestofjs
A skill your agent uses when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a…
holaboss-ai/holaOS
Pushes an agent past generic defaults when designing dashboards, admin panels, SaaS apps and tools, with attention to structure, type, navigation and how data is shown.
growupanand/ConvoForm
Review a feature and enhance it with purposeful animations, micro-interactions, and motion effects that improve usability and delight.
docker/docs
Handle Hugo docs information-architecture moves: discover old vs new URLs, add front matter aliases (Phase 1), update in-repo links (Phase 2), interactive List 2 resolution and fragment validation…
XiaoMi/hiui
体验走查 skill。适用于代码库、URL、截图三种输入,输出结构化体验问题报告,并同步生成本地 docx 报告。触发词:体验走查、UX review、交互走查、界面审查、体验问题。
leepokai/Codync
Guide to Sonner, the React toast library — install and wire up the Toaster, pick the right toast() call, promise and loading toasts, updating, dismissing and persisting toasts, styling, theming and…
jaemk/cached
PR review-and-update cycle — the orchestrator that takes a PR from review to resolved.
jaemk/cached
Targeted, read-only review of a PR or checked-out branch. An agent skill from jaemk/cached.
jaemk/cached
Prepare a release (bump versions across all Cargo.toml files, update CHANGELOG.md, refresh the migration guide, regenerate README, commit), or run a pre-release review.
Works with
Categories
Review a library/package from the perspective of an external downstream consumer — build a throwaway crate/project that depends on it the way a real user would, exercise the public API, and surface…. Consumer Experience Review is an agent skill from jaemk/cached. Review a library/package from the perspective of an external downstream consumer — build a throwaway crate/project that depends on it the way a real user would, exercise the public API, and surface gaps, inconsistencies, and inconveniences with compiler-verified evidence.
Consumer Experience Review fits situations like: asked to review the consumer/user experience; find API gaps/inconsistencies; evaluate the public API; is this ready to publish/release.
Run `npx skills add jaemk/cached --skill consumer-experience-review -a claude-code`. Or copy the skill folder (.agents/skills/consumer-experience-review in jaemk/cached) into .claude/skills/consumer-experience-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jaemk/cached --skill consumer-experience-review -a codex`. Or copy the skill folder (.agents/skills/consumer-experience-review in jaemk/cached) into .agents/skills/consumer-experience-review 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 jaemk/cached --skill consumer-experience-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/consumer-experience-review, .gemini/skills/consumer-experience-review, .github/skills/consumer-experience-review and .opencode/skills/consumer-experience-review in your project.
Going by SKILL.md and its folder, Consumer Experience Review needs the command-line tools its instructions call (cargo, npm, pip and make). Our summary lists: Python 3; Node.js.
SKILL.md contains no URLs. Its commands use npm and pip, 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.
Consumer Experience Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.8k 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 Consumer Experience Review: Impeccable (bestofjs/bestofjs, 3.1k stars), Interface Design for Dashboards and Apps (holaboss-ai/holaOS, 11k stars), Animate (growupanand/ConvoForm, 102 stars) and Migrate Content Ia (docker/docs, 4.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jaemk (a GitHub user) maintains it in jaemk/cached, which has 2,097 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 1, 2026.
Source: jaemk/cached on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.