Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
AI-driven test execution. An agent skill from antiwork/gumroad.
$ npx skills add antiwork/gumroad --skill test-confidence -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install antiwork/gumroad test-confidence --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/antiwork/gumroad.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/test-confidence .claude/skills/test-confidence && 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 "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .claude/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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/antiwork/gumroad/tree/main/.agents/skills/test-confidenceType 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 antiwork/gumroad --skill test-confidence -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install antiwork/gumroad test-confidence --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/antiwork/gumroad.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/test-confidence .agents/skills/test-confidence && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .agents/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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 antiwork/gumroad --skill test-confidence -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install antiwork/gumroad test-confidence --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/antiwork/gumroad.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/test-confidence .cursor/skills/test-confidence && 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 "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .cursor/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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/antiwork/gumroad.git --path .agents/skills/test-confidence--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 antiwork/gumroad --skill test-confidence -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install antiwork/gumroad test-confidence --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/antiwork/gumroad.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/test-confidence .gemini/skills/test-confidence && 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 "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .gemini/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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 antiwork/gumroad test-confidenceInstalls 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 antiwork/gumroad --skill test-confidence -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/antiwork/gumroad.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/test-confidence .github/skills/test-confidence && 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 "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .github/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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 antiwork/gumroad --skill test-confidence -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install antiwork/gumroad test-confidence --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/antiwork/gumroad.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/test-confidence .opencode/skills/test-confidence && 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 "test-confidence" agent skill from https://github.com/antiwork/gumroad/tree/main/.agents/skills/test-confidence into .opencode/skills/test-confidence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-confidence", 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.
test-confidenceAI-driven test execution. An agent skill from antiwork/gumroad.
Test Confidence is an agent skill from antiwork/gumroad. AI-driven test execution. Opus decides what to run and how confident to be, based on your diff.
Its SKILL.md is about 740 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. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9de1e01. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(git *)Bash(bundle exec rspec *)Bash(cat *)Bash(find *)Bash(wc *)Bash(head *)Bash(tail *)Bash(grep *)Bash(bin/test-confidence *)From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
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 these keys or tokens, usually read from environment variables:
ANTHROPIC_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Test Confidence loads about 738 tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 342 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 noted patterns worth knowing about, such as sudo or a known installer.
ANTHROPIC_API_KEY` is auto-sourced from `.env` if not exported.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 antiwork/gumroad at commit 9de1e01, republished under its MIT licence (© antiwork). 342 words, ~738 tokens.
.claude/skills/test-confidence/SKILL.md (or your agent's skills folder).Run bin/test-confidence to have Opus 4.7 analyze your diff, decide the risk level, plan which tests to run and in what order, and set confidence milestones. The AI decides the shape of the curve based on this specific diff.
bin/test-confidence # Run to 99%, stop. Skips past pre-existing failures.
bin/test-confidence --full # Run to 100%
bin/test-confidence --strict # Halt on any failure, including pre-existingANTHROPIC_API_KEY is auto-sourced from .env if not exported.
If $ARGUMENTS is provided, pass it through: bin/test-confidence $ARGUMENTS
tmp/test-confidence/ for a cached plan; reuses if found--full, continues running remaining tests toward 100%When a spec fails, the script applies a two-step check:
app/models/user.rb for spec/models/user_spec.rb) appear in the diff?main.The verify step is skipped (heuristic verdict trusted) when the diff includes a db/migrate/*.rb (DB schema drift) or Gemfile.lock (bundler drift), or when no merge-base is available. --strict skips both checks and halts on every failure.
Cost profile: zero overhead in the common no-failure case; verify only runs on heuristic-flagged "pre-existing" failures. Catches the dangerous direction (silent regression skipped) while keeping false-alarm investigation costs bounded.
The key insight: Opus decides ad hoc how many tests are needed for each confidence level. A comment-only change might need 2 tests for 99%. A payment model refactor might need 100.
Run this before every commit. It replaces manually picking which specs to run.
$ARGUMENTS
© antiwork, 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/test-confidence of antiwork/gumroad.
Open the folder on GitHubat commit 9de1e01
Test Confidence 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 |
|---|---|---|---|---|---|---|
| Test Confidence this skillantiwork/gumroad | 9.8k | — | ~738 | Automated safety check: Notes | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 59 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 296k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
antiwork/gumroad
Execute read-only Ruby/Rails commands against Gumroad's production database for debugging and investigation.
antiwork/gumroad
Review GitHub pull requests for the Gumroad codebase against project guidelines, code quality, and correctness.
antiwork/gumroad
Send one-off email blasts to Gumroad creators directly via production console, no PR or deploy needed.
antiwork/gumroad
Stage and commit changes with a clear, concise commit message.
antiwork/gumroad
Draft GitHub issues for the Gumroad codebase. An agent skill from antiwork/gumroad.
Categories
AI-driven test execution. An agent skill from antiwork/gumroad. Test Confidence is an agent skill from antiwork/gumroad. AI-driven test execution.
Test Confidence fits situations like: development work in your project.
Run `npx skills add antiwork/gumroad --skill test-confidence -a claude-code`. Or copy the skill folder (.agents/skills/test-confidence in antiwork/gumroad) into .claude/skills/test-confidence in your project. Claude Code loads it when a task matches its description.
Run `npx skills add antiwork/gumroad --skill test-confidence -a codex`. Or copy the skill folder (.agents/skills/test-confidence in antiwork/gumroad) into .agents/skills/test-confidence 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 antiwork/gumroad --skill test-confidence -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/test-confidence, .gemini/skills/test-confidence, .github/skills/test-confidence and .opencode/skills/test-confidence in your project.
Going by SKILL.md and its folder, Test Confidence needs credentials named ANTHROPIC_API_KEY. Our summary lists: A credential in ANTHROPIC_API_KEY. Its frontmatter pre-approves these tools: Bash(git *), Bash(bundle exec rspec *), Bash(cat *), Bash(find *), Bash(wc *), Bash(head *), Bash(tail *), Bash(grep *), Bash(bin/test-confidence *).
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 notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Test Confidence is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 738 tokens (SKILL.md is roughly 3k 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 Test Confidence: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
antiwork (a GitHub organization) maintains it in antiwork/gumroad, which has 9,797 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 8, 2026.
Source: antiwork/gumroad on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.