Code Humanizer
Scans AI-written code for 16 structural-slop patterns without changing behavior
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 20, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Jul 30, 2026 · a042206
⚠ This skill is no longer available upstream. Our re-check on Aug 10, 2026 couldn't find it any more (repo unreachable/deleted). The test below is what we measured on Jul 20, 2026 and we're leaving it up as a record — but there is nothing left to install, so we've removed the command.
On a planted slop file the skill's catalog caught the two tells my no-skill baseline missed: _is_valid_email reimplementing the differently-named utils.validate_email (pattern 1), and make_slug_v2 duplicating utils.slugify (pattern 2). It also forced the discipline the baseline skipped — grepping the repo to confirm export_users_to_dict had zero callers before deleting, and flagging the broad `except Exception` as behavior-risk to propose separately rather than silently narrowing to KeyError. Same file, materially safer and more complete review.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 7/10
- Docs & honesty 5/5
What Code Humanizer does
A 16-pattern catalog for finding and removing AI coding slop — reimplemented helpers, _v2 clones, single-use abstractions, broad exception swallowing, dead code, narrating comments — with severity grades and hard behavior-preservation rules. Triggers on requests to deslop, remove AI slop, humanize code, or review an AI-generated PR beyond tests passing.
How to install Code Humanizer
Nothing to install: the source repository no longer has this skill. If the author brings it back, our daily re-check will pick it up and the command will reappear here.
Commands — how to trigger Code Humanizer
-
/code-humanizerScans AI-written code for 16 structural-slop patterns without changing behavior
It also activates on plain-language prompts like these:
-
Scan this AI-generated PR for slop patterns before I merge it -
Remove the duplicated _v2 helpers and dead code from this file -
This function swallows exceptions too broadly, help me clean it up
Frequently asked questions
- Is the Code Humanizer skill free?
- Yes. The skill itself is free from LeonardNJU/code-humanizer. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Code Humanizer work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 20, 2026. Verdict: Tested · Works. On a planted slop file the skill's catalog caught the two tells my no-skill baseline missed: _is_valid_email reimplementing the differently-named utils.validate_email (pattern 1), and make_slug_v2 duplicating utils.slugify (pattern 2). It also forced the discipline the baseline skipped — grepping the repo to confirm export_users_to_dict had zero callers before deleting, and flagging the broad `except Exception` as behavior-risk to propose separately rather than silently narrowing to KeyError. Same file, materially safer and more complete review.
- What is the Code Humanizer SkillProof Score?
- 8.8/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 7/10, docs & honesty 5/5.
- How do I install Code Humanizer?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Code Humanizer with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.