Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Perform the independent Choruz pre-simplify audit or re-audit of skill execution evidence, code structure and test effectiveness.
$ npx skills add inclusionAI/Choruz --skill choruz-pre-simplify-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install inclusionAI/Choruz choruz-pre-simplify-audit --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/inclusionAI/Choruz.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .claude/skills/choruz-pre-simplify-audit && 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 "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .claude/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-auditType 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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install inclusionAI/Choruz choruz-pre-simplify-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inclusionAI/Choruz.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .agents/skills/choruz-pre-simplify-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .agents/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install inclusionAI/Choruz choruz-pre-simplify-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inclusionAI/Choruz.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .cursor/skills/choruz-pre-simplify-audit && 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 "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .cursor/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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/inclusionAI/Choruz.git --path .agents/skills/choruz-pre-simplify-audit--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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install inclusionAI/Choruz choruz-pre-simplify-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inclusionAI/Choruz.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .gemini/skills/choruz-pre-simplify-audit && 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 "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .gemini/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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 inclusionAI/Choruz choruz-pre-simplify-auditInstalls 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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/inclusionAI/Choruz.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .github/skills/choruz-pre-simplify-audit && 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 "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .github/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install inclusionAI/Choruz choruz-pre-simplify-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inclusionAI/Choruz.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/choruz-pre-simplify-audit .opencode/skills/choruz-pre-simplify-audit && 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 "choruz-pre-simplify-audit" agent skill from https://github.com/inclusionAI/Choruz/tree/main/.agents/skills/choruz-pre-simplify-audit into .opencode/skills/choruz-pre-simplify-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "choruz-pre-simplify-audit", 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.
choruz-pre-simplify-auditPerform the independent Choruz pre-simplify audit or re-audit of skill execution evidence, code structure and test effectiveness.
Choruz Pre Simplify Audit is an agent skill from inclusionAI/Choruz. Perform the independent Choruz pre-simplify audit or re-audit of skill execution evidence, code structure and test effectiveness. Read-only and limited to the proposed change and its affected paths; not an implementation task or repository-wide cleanup.
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 Development. The licence is Apache-2.0.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 7509c40. 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.
Choruz Pre Simplify Audit loads about 1.9k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 967 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 inclusionAI/Choruz at commit 7509c40, republished under its Apache-2.0 licence (© inclusionAI). 967 words, ~1,857 tokens.
.claude/skills/choruz-pre-simplify-audit/SKILL.md (or your agent's skills folder).When installed personally, resolve repository links from the canonical
.agents/skills/choruz-pre-simplify-audit/ in the active Choruz checkout.
choruz-pr owns delegation and the remediation loop:
an independent GPT-5.6 Terra agent (gpt-5.6-terra) performs the first audit
and every re-audit before simplify. This skill owns the audit criteria.
Do not implement fixes, edit files, push, merge or recursively delegate.
The audit does not replace simplify, behavioural tests or final CI.
Obtain the user request and constraints, base/head revisions, proposed diff including relevant uncommitted and untracked files, execution evidence and prior findings. Record a reproducible diff identity: revisions plus a patch digest or artifact identifying any uncommitted content. Never include secrets.
Read the applicable AGENTS.md, test policy
and the current PR workflow stage. Independently identify relevant skills from
the task and diff; the author's list is not authoritative. Read each selected
skill fully and its required references. Follow affected callers and owners,
including relevant architecture and Agent Notes, rather than scanning the
whole repository. Referenced workflows supply criteria, not permission for
this read-only auditor to implement, publish or start another audit.
Use supplied logs and artifacts and safe read-only inspection. If reproduction requires test setup, credential use, database writes or other state changes, request scoped execution evidence from the implementer instead. Do not invent execution evidence or broaden the user's authorization.
Map applicable requirements to evidence, not to declarations that a skill was read. A planned command, test filename, checklist tick or author assurance is not an observed result. Check the command, outcome, tested revision and artifact agree with the claim.
Classify each relevant requirement as verified, missing/unverified, not applicable with a scope reason, or due later with the named workflow step. Only due-now requirements gate pre-simplify: step 2 behavioural evidence is due, but simplify itself, final selected checks, PR labels and merge cleanup are later. Do not require all skills or the full suite to fill a table.
For structural candidates, use the consumer-evidence criteria in choruz-find-simplifications. Look for duplicate implementations of one contract, parallel sources of truth, mixed responsibilities, bypassed shared owners, speculative abstractions and obsolete fallback or compatibility paths left alongside the new path.
Trace production consumers before calling code dead, including runtime dispatch, configuration, scripts and persisted formats. Distinguish intentional harness/transport differences from accidental duplication. Show the concrete maintenance or correctness risk and a bounded correction, not just a preferred style. File size, abstraction count or the word "legacy" alone is not a finding.
Block introduced or worsened structural defects and affected violations of repository contracts. Unrelated pre-existing debt and optional improvements are advisory; do not demand a whole-repository rewrite or a quota of findings. Similar names or the coexistence of two paths do not prove duplicate ownership. Without caller/owner evidence, report the structural concern as unverified, not as a demonstrated defect; explain which evidence would decide it.
Apply the test policy's behaviour acceptance evidence to the affected contract. Inspect assertions and fixtures, then ask which plausible broken implementation would still pass. A boolean type check, mock call count, nonempty output or snapshot update alone cannot establish a user-visible outcome.
Check the required production entry path and owner-side result: for example, a click that reports success must reach the intended device and leave the expected persisted result. Replacing the very route, binding or storage under test with a success mock does not prove that boundary. Mock unrelated expensive dependencies only when the remaining claim is honest.
For bug fixes and new guards, verify the policy-required focused negative control and passing result, not just a green run. Check ordinary affected lifecycle and recovery scenarios; do not impose every device/harness combination or speculative edge case. Read choruz-ci-test-reliability when changed tests involve shared state, concurrency, clocks, ports or asynchronous cleanup.
Match the evidence to the surface: pure prose does not need a product e2e; behavioural skill changes need a scoped decision example; visual claims need visual evidence where required. Code inspection is not a real runtime test, and green CI does not prove assertions are meaningful. Report unavailable required evidence as unverified, never as a successful fallback.
Apply test value and incremental cost to changed tests and their nearest overlapping scenarios. Check the existing owner, the new distinguishing guarantee, false-green exits, obsolete coverage and justified execution cost. Block introduced or worsened defects; keep unrelated existing debt advisory. Do not demand extra tests or deletions merely to satisfy a count. CI-selector changes require checking overlap and distinct environments, not assuming full and selected jobs are interchangeable.
Return a compact report containing:
Advisory findings and explicitly deferred later steps do not prevent PASS. Record any explicit user-approved scope reduction or evidence exemption with its source; it does not turn an untested claim into a verified one. An author's request to waive their own missing evidence is not a user exemption.
On re-audit, inspect the updated diff and evidence, revisit every previous blocker and check affected new changes. Accept a reasoned rebuttal when supported by evidence. Close a finding only after independently verifying the correction or that it was inapplicable; retain unresolved IDs. An author's "fixed" message is not closure. Only an explicit auditor PASS lets the PR workflow proceed. A later change that invalidates the reviewed evidence requires a scoped re-audit; an old verdict cannot certify a new diff.
© inclusionAI, 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/choruz-pre-simplify-audit of inclusionAI/Choruz.
Open the folder on GitHubat commit 7509c40
Choruz Pre Simplify Audit 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 |
|---|---|---|---|---|---|---|
| Choruz Pre Simplify Audit this skillinclusionAI/Choruz | 1k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Vercel Composition Patternssupabase/supabase | 111k | 58 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 297k | 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 | 4 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.
inclusionAI/Choruz
A skill your agent uses when adding, auditing, pruning, archiving, restoring, or reviewing Agent Notes in this repository; checks every new note for superseded active records, classifies implemented…
inclusionAI/Choruz
A skill your agent uses when landing a chain of dependent pull requests (A ← B ← C, each based on the one below) onto main, merging a PR whose base is another open PR's branch, or whenever a request…
inclusionAI/Choruz
Design, review, and diagnose Choruz tests and fixtures that can fail nondeterministically under CI concurrency: parallel Playwright workers sharing one PostgreSQL and one API, vitest workers, cargo…
inclusionAI/Choruz
A skill your agent uses when reviewing a pull request in this repository; orients the reviewer to Choruz's standards (AGENTS.md conventions, the PR test policy, Agent Notes, the CI gates) and the…
inclusionAI/Choruz
Create, restructure, review, audit, or migrate Choruz Markdown documentation (docs/, README, AGENTS.md, the in-app docs pages) using one owner per fact, tier placement, executed-operation…
inclusionAI/Choruz
A skill your agent uses when working in this repository to find non-obvious simplification candidates, remove redundant comments or implementation-heavy documentation, write proposed Agent Notes or…
Categories
Perform the independent Choruz pre-simplify audit or re-audit of skill execution evidence, code structure and test effectiveness. Choruz Pre Simplify Audit is an agent skill from inclusionAI/Choruz. Perform the independent Choruz pre-simplify audit or re-audit of skill execution evidence, code structure and test effectiveness.
Choruz Pre Simplify Audit fits situations like: development work in your project.
Run `npx skills add inclusionAI/Choruz --skill choruz-pre-simplify-audit -a claude-code`. Or copy the skill folder (.agents/skills/choruz-pre-simplify-audit in inclusionAI/Choruz) into .claude/skills/choruz-pre-simplify-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add inclusionAI/Choruz --skill choruz-pre-simplify-audit -a codex`. Or copy the skill folder (.agents/skills/choruz-pre-simplify-audit in inclusionAI/Choruz) into .agents/skills/choruz-pre-simplify-audit 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 inclusionAI/Choruz --skill choruz-pre-simplify-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/choruz-pre-simplify-audit, .gemini/skills/choruz-pre-simplify-audit, .github/skills/choruz-pre-simplify-audit and .opencode/skills/choruz-pre-simplify-audit in your project.
SKILL.md names no scripts, command-line tools or credentials: Choruz Pre Simplify Audit is instructions for the agent only.
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.
Choruz Pre Simplify Audit 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 1.9k tokens (SKILL.md is roughly 7.4k 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 Choruz Pre Simplify Audit: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k 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.
inclusionAI (a GitHub organization) maintains it in inclusionAI/Choruz, which has 1,017 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 7, 2026.
Source: inclusionAI/Choruz on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.