Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average.

Custom licenceAuto-check passedDevelopment

Install Unslop Code

skills CLI
$ npx skills add JCarterJohnson/vibecoded-design-tells --skill unslop-code -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install JCarterJohnson/vibecoded-design-tells unslop-code --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/JCarterJohnson/vibecoded-design-tells.git skills-src && mkdir -p .claude/skills && cp -r skills-src/unslop-ai-code/skill .claude/skills/unslop-code && rm -rf skills-src

Use ~/.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/

Facts

Skill name
unslop-code
GitHub stars
511
Token cost
~2.5k tokens
SKILL.md length
1,411 words
Files
8 (incl. scripts, references)
Skills in repo
3
Repo updated
First seen
Licence
Custom licence

At a glance

Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average.

  • Especially when the user wants it to not look AI-written
  • SKILL.md covers The trap to avoid (this is the…, Two kinds of tell: bugs and…, The over-correction trap and How this differs from a linter…, plus 4 more sections
  • Runs Python scripts from its folder; calls python3, go and cargo
  • Says it looks AI-generated

What it does

Unslop Code is an agent skill from JCarterJohnson/vibecoded-design-tells. Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. It does not write the code for you and it has no preferred style. It removes the surface tells (leftover chat artifacts, placeholder comments, emoji, swallowed errors, narrating comments, generic placeholder names like processdata) AND points you at the structural tells a linter passes: boilerplate / tutorial-shaped code, hallucinated APIs, over-engineering, and code that…

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `README.md`, `references/fitting-the-codebase.md` and `references/tells.md`).

It sits in Development, covering Linting and formatting, Code simplification and Project scaffolding. It works with Reddit. The repository describes itself as: Reddit-mined data ranking the visual tells of vibe-coded (AI-built) sites: 3.2M posts scanned across 47 subreddits, with scripts, raw data, and charts.

When your agent uses it

  • Especially when the user wants it to not look AI-written
  • Says it looks AI-generated
  • Reads like a tutorial
  • De-slop this. Trigger even if they never say AI tell

Example prompts

  • “looks AI-generated,”
  • “reads like a tutorial,”
  • “is too generic,”
  • “/unslop-code”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit f7c4aef. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • go
    • cargo
    • python
    • ruff
    • tsc
    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Unslop Code loads about 2.5k tokens when it runs, and up to ~8.4k if it reads all its reference files. Until then it costs about 250 tokens; SKILL.md has 1,411 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~250
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.4k

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.

Safety

Auto-check passed

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); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,411 words (~2,463 tokens).

“Read this first, because the most common misunderstanding sinks the whole thing.”

— opening of SKILL.md by JCarterJohnson, Custom licence
name
unslop-code

Read the full SKILL.md on GitHub

Files

SKILL.md and 7 other files (scripts, references) in unslop-ai-code/skill of JCarterJohnson/vibecoded-design-tells.

  • SKILL.md
  • README.md
  • references/.gitkeep
  • references/fitting-the-codebase.md
  • references/tells.md
  • scripts/.gitkeep
  • scripts/unslop_code_scan.py
  • unslop-code.skill

Open the folder on GitHubat commit f7c4aef

Compare with similar skills

Unslop Code 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.

Unslop Code compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Unslop Code this skillJCarterJohnson/vibecoded-design-tells511—~2.5kAutomated safety check: PassCustom licence
PonytailDavidObando/gsharp5658 repos~1.7kAutomated safety check: PassMIT
Rust Hygiene Audittsz-org/tsz577—~1.5kAutomated safety check: PassApache-2.0
Absolute Simplifymaddhruv/absolute218—~6.1kAutomated safety check: PassMIT
Desloprohitg00/pro-workflow2.9k—~899Automated safety check: PassNone
Rust Best Practicesfarm-fe/farm5.6k3 repos~1.1kAutomated safety check: PassMIT

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  • Unslop Text

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  • Unslop UI

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Works with

Categories

Questions about Unslop Code

What does Unslop Code do?

Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average. Unslop Code is an agent skill from JCarterJohnson/vibecoded-design-tells. Strips the tells that make source code read as AI-generated and forces code that fits the project instead of the model's default average.

When should I use Unslop Code?

Unslop Code fits situations like: especially when the user wants it to not look AI-written; says it looks AI-generated; reads like a tutorial; de-slop this. Trigger even if they never say AI tell.

How do I install Unslop Code in Claude Code?

Run `npx skills add JCarterJohnson/vibecoded-design-tells --skill unslop-code -a claude-code`. Or copy the skill folder (unslop-ai-code/skill in JCarterJohnson/vibecoded-design-tells) into .claude/skills/unslop-code in your project. Claude Code loads it when a task matches its description.

How do I install Unslop Code in Codex?

Run `npx skills add JCarterJohnson/vibecoded-design-tells --skill unslop-code -a codex`. Or copy the skill folder (unslop-ai-code/skill in JCarterJohnson/vibecoded-design-tells) into .agents/skills/unslop-code in your project. Codex loads it when a task matches its description.

Can I use Unslop Code in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add JCarterJohnson/vibecoded-design-tells --skill unslop-code -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/unslop-code, .gemini/skills/unslop-code, .github/skills/unslop-code and .opencode/skills/unslop-code in your project.

What does Unslop Code need to run?

Going by SKILL.md and its folder, Unslop Code needs Python for the scripts in its folder and the command-line tools its instructions call (python3, go, cargo, python, ruff and tsc). Our summary lists: Python 3.

Does Unslop Code access the network?

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.

Is Unslop Code safe to install?

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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Unslop Code use?

Unslop Code has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Unslop Code use?

About 2.5k tokens (SKILL.md is roughly 9.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.9k tokens, read only when the agent opens those files.

What are the alternatives to Unslop Code?

Skills that share tags, products or a category with Unslop Code: Ponytail (DavidObando/gsharp, 565 stars), Rust Hygiene Audit (tsz-org/tsz, 577 stars), Absolute Simplify (maddhruv/absolute, 218 stars) and Deslop (rohitg00/pro-workflow, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Unslop Code?

JCarterJohnson (a GitHub user) maintains it in JCarterJohnson/vibecoded-design-tells, which has 511 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on June 24, 2026.

Source: JCarterJohnson/vibecoded-design-tells on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.