Ccg Workflow
fengshao1227/ccg-workflow
How to run a non-trivial change end to end with the CCG role tools (ccganalyze / ccgdesign / ccgbuild / ccgdebug / ccgoptimize / ccgreview / ccgtest) and the verify- quality gates.
Remove AI-looking code smells from branch changes or explicit files.
$ npx skills add wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wjgoarxiv/antigravity-swarm asw-remove-ai-slops --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/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .claude/skills/asw-remove-ai-slops && 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 "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .claude/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slopsType 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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wjgoarxiv/antigravity-swarm asw-remove-ai-slops --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .agents/skills/asw-remove-ai-slops && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .agents/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wjgoarxiv/antigravity-swarm asw-remove-ai-slops --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .cursor/skills/asw-remove-ai-slops && 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 "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .cursor/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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/wjgoarxiv/antigravity-swarm.git --path plugins/antigravity-swarm/skills/asw-remove-ai-slops--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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wjgoarxiv/antigravity-swarm asw-remove-ai-slops --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .gemini/skills/asw-remove-ai-slops && 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 "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .gemini/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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 wjgoarxiv/antigravity-swarm asw-remove-ai-slopsInstalls 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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .github/skills/asw-remove-ai-slops && 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 "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .github/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wjgoarxiv/antigravity-swarm asw-remove-ai-slops --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wjgoarxiv/antigravity-swarm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/antigravity-swarm/skills/asw-remove-ai-slops .opencode/skills/asw-remove-ai-slops && 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 "asw-remove-ai-slops" agent skill from https://github.com/wjgoarxiv/antigravity-swarm/tree/main/plugins/antigravity-swarm/skills/asw-remove-ai-slops into .opencode/skills/asw-remove-ai-slops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "asw-remove-ai-slops", 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.
asw-remove-ai-slopsRemove AI-looking code smells from branch changes or explicit files.
Asw Remove AI Slops is an agent skill from wjgoarxiv/antigravity-swarm. Remove AI-looking code smells from branch changes or explicit files. Lock behavior with regression tests first, run categorized cleanup in bounded Antigravity lanes, then verify with quality gates.
Its SKILL.md is about 2.7k 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 Testing & QA, covering Quality gates and Refactoring. The repository describes itself as: ::A team of AI agents to code for you.::. The licence is MIT.
12 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit a949cb8. 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:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, 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.
Asw Remove AI Slops loads about 2.7k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 1,294 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 wjgoarxiv/antigravity-swarm at commit a949cb8, republished under its MIT licence (© wjgoarxiv). 1,294 words, ~2,706 tokens.
.claude/skills/asw-remove-ai-slops/SKILL.md (or your agent's skills folder).Use this skill when the user asks to remove slop, clean generated-looking code, deslop a branch, remove noisy comments, simplify over-defensive logic, or tidy recent AI-assisted changes.
The invariant: behavior is locked before cleanup. A checklist is not safety. A passing characterization or regression check is the safety mechanism.
main.This skill cleans a bounded set of files while preserving behavior.
It does four things:
It does not:
Remove:
Keep:
Remove or simplify:
Keep:
When narrowing broad catches, handle known errors and rethrow unknown errors.
Look for:
Preferred cleanup:
Skip when:
Remove:
Keep:
Flag and fix only when safe:
When unsure, report the boundary issue and skip the edit.
Remove:
Keep:
Remove:
Keep:
Apply only when behavior equivalence is obvious:
Do not:
If changed behavior is uncovered, add the narrowest regression test before cleanup. The fix is not to remove code; the fix is to lock behavior.
Tests should pin observable outputs, public errors, package contents, generated files, or CLI text rather than private implementation details.
Any source file over 250 pure lines is a design smell unless it is a clearly self-contained script.
Measure pure lines by excluding blanks and comments.
When oversized files are in scope:
utils, helpers, common, or numbered chunks.Do not split generated output. Do not split by token count.
Run every applicable gate. Mark genuinely absent gates as N/A with a reason.
| Gate | Pass condition |
|---|---|
| Behavior lock | relevant tests or characterization checks green before cleanup |
| Regression tests | all relevant tests green after cleanup |
| Full suite | project test runner green, or pre-existing failures named |
| Lint/format | zero new errors |
| Typecheck/diagnostics | zero new diagnostics in changed files |
| Package surface | npm or plugin package excludes private/runtime material |
| Manual QA | real CLI, hook, installer, browser, HTTP, or desktop surface exercised when user-visible behavior changed |
| Review | ASW reviewer has no blockers |
Create a short cleanup plan before editing:
Scope:
- file
Behavior lock:
- test or characterization command
Cleanup order:
- comments -> dead code -> defensive -> duplication -> complexity -> abstraction/boundary -> performance -> oversized modules
Risk:
- low | medium | highIf the user passed paths, use those paths.
Otherwise inspect the branch diff:
git diff "$(git merge-base main HEAD)"..HEAD --name-onlyFilter:
List final scope before cleanup.
For each in-scope source file:
If no green baseline can be established, stop and report. Do not clean uncovered behavior.
For each file, list categories and order:
File: path
Categories: comments, dead code, defensive
Order: comments -> dead code -> defensive
Risk: low
Behavior lock: command/test idFor multiple independent files, use Antigravity subagents in batches of up to five.
Per-file lane message should include:
Hard constraints for each lane:
If a lane fails, collect successful lanes, retry the failed file once, then escalate.
Run the quality gates. Then walk the critical review checklist:
Safety:
Behavior:
Quality:
If a gate fails:
AI SLOP REMOVAL REPORT
======================
Scope:
Files:
Behavior Lock:
- Existing coverage:
- Tests added:
- Baseline status:
Cleanup Plan:
- path: categories in order
Per-File Results:
path
- Category: change summary
- Skipped: preserved for safety
Quality Gates:
- Behavior lock:
- Regression tests:
- Full suite:
- Lint:
- Typecheck:
- Package surface:
- Manual QA:
- Review:
Critical Review:
- Safety:
- Behavior:
- Quality:
Issues Found & Fixed:
- None | details
Remaining Risks / Deferred:
- None | details
Final Status: CLEAN | ISSUES FIXED | REQUIRES ATTENTIONWhen in doubt, skip the cleanup and report the suspected slop. False negatives are better than broken behavior.
© wjgoarxiv, 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 plugins/antigravity-swarm/skills/asw-remove-ai-slops of wjgoarxiv/antigravity-swarm.
Open the folder on GitHubat commit a949cb8
Asw Remove AI Slops 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 |
|---|---|---|---|---|---|---|
| Asw Remove AI Slops this skillwjgoarxiv/antigravity-swarm | 166 | — | ~2.7k | Automated safety check: Pass | MIT | |
| Ccg Workflowfengshao1227/ccg-workflow | 5.9k | — | ~2.3k | Automated safety check: Pass | MIT | |
| Triage Sonarqubenetdata/netdata | 81k | — | ~2.8k | Automated safety check: Notes | GPL-3.0 | |
| Sonarqube Analysishbmartin/graphviz2drawio | 275 | — | ~508 | Automated safety check: Notes | GPL-3.0 | |
| Code SolvingHoangTheQuyen/think-better | 122 | — | ~3.7k | Automated safety check: Pass | MIT | |
| Developing MarchatCod-e-Codes/marchat | 137 | — | ~870 | Automated safety check: Pass | MIT |
fengshao1227/ccg-workflow
How to run a non-trivial change end to end with the CCG role tools (ccganalyze / ccgdesign / ccgbuild / ccgdebug / ccgoptimize / ccgreview / ccgtest) and the verify- quality gates.
netdata/netdata
Inspect, review, or apply authorized triage decisions to SonarCloud issues and security hotspots; also review the Sonar helpers.
hbmartin/graphviz2drawio
Inspect SonarQube Cloud/SonarCloud findings for this repository using local .env credentials.
HoangTheQuyen/think-better
Structured coding workflow for non-trivial code work: debug, build features, refactor, optimize, migrate and review code through 7 steps with evidence-based quality gates.
Cod-e-Codes/marchat
Implements and refactors marchat Go code with project toolchain and quality gates.
openfootmanager/openfootmanager
Decompose OpenFoot Manager code by responsibility when a quality gate is red, a reviewer requests a split or a refactor is authorized.
wjgoarxiv/antigravity-swarm
Antigravity Swarm execution loop for evidence-driven implementation with tests, subagents, hooks, and manual QA.
wjgoarxiv/antigravity-swarm
Remove AI-looking clutter and temporary artifacts without changing behavior.
wjgoarxiv/antigravity-swarm
Hypothesis-driven Antigravity Swarm debugging for crashes, hangs, wrong output, and runtime drift.
wjgoarxiv/antigravity-swarm
Durable Antigravity Swarm goal orchestration with explicit success criteria, evidence ledger, manual QA channels, and completion audit.
wjgoarxiv/antigravity-swarm
Antigravity Swarm Loop executes RED to GREEN to real-surface QA with cleanup receipts.
wjgoarxiv/antigravity-swarm
Antigravity Swarm Plan creates a decision-complete plan before large or ambiguous work.
Categories
Remove AI-looking code smells from branch changes or explicit files. Asw Remove AI Slops is an agent skill from wjgoarxiv/antigravity-swarm. Remove AI-looking code smells from branch changes or explicit files.
Asw Remove AI Slops fits situations like: tasks that involve Quality gates; tasks that involve Refactoring.
Run `npx skills add wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a claude-code`. Or copy the skill folder (plugins/antigravity-swarm/skills/asw-remove-ai-slops in wjgoarxiv/antigravity-swarm) into .claude/skills/asw-remove-ai-slops in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a codex`. Or copy the skill folder (plugins/antigravity-swarm/skills/asw-remove-ai-slops in wjgoarxiv/antigravity-swarm) into .agents/skills/asw-remove-ai-slops 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 wjgoarxiv/antigravity-swarm --skill asw-remove-ai-slops -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/asw-remove-ai-slops, .gemini/skills/asw-remove-ai-slops, .github/skills/asw-remove-ai-slops and .opencode/skills/asw-remove-ai-slops in your project.
Going by SKILL.md and its folder, Asw Remove AI Slops needs the command-line tools its instructions call (git).
SKILL.md contains no URLs. Its commands use git, 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.
Asw Remove AI Slops is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.7k tokens (SKILL.md is roughly 11k 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 Asw Remove AI Slops: Ccg Workflow (fengshao1227/ccg-workflow, 5.9k stars), Triage Sonarqube (netdata/netdata, 81k stars), Sonarqube Analysis (hbmartin/graphviz2drawio, 275 stars) and Code Solving (HoangTheQuyen/think-better, 122 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
wjgoarxiv (a GitHub user) maintains it in wjgoarxiv/antigravity-swarm, which has 166 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on June 19, 2026.
Source: wjgoarxiv/antigravity-swarm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.