Agent skill

Seedance Anti-Slop Prompt Editor

by Emily2040 in Emily2040/seedance-2.0

Rewrites Seedance 2.0 video prompts to replace filler, hollow superlatives and vague cinematic wording with production-specific detail while keeping the user's style.

MITAuto-check passedMedia & Creative

Install Seedance Anti-Slop Prompt Editor

skills CLI
$ npx skills add Emily2040/seedance-2.0 --skill seedance-antislop -a claude-code

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

GitHub CLI
$ gh skill install Emily2040/seedance-2.0 seedance-antislop --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/Emily2040/seedance-2.0.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/seedance-antislop .claude/skills/seedance-antislop && 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
seedance-antislop
GitHub stars
7.6k
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
504 words
Files
1
Skills in repo
29
Repo updated
First seen
Licence
MIT

At a glance

Rewrites Seedance 2.0 video prompts to replace filler, hollow superlatives and vague cinematic wording with production-specific detail while keeping the user's style.

  • Works in 4 steps: Identify what is already decided:… → Check whether an abstract phrase leaves… → Remove redundant praise where it adds no… → …
  • Tightening a Seedance 2.0 prompt full of generic AI filler
  • SKILL.md covers Intent, Rewrite Pass, Do Not Over-Correct and Output Contract
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Before editing, the agent loads a Director's Read reference, classifies the brief and completes its narrative or non-narrative record, then turns that record into things the camera can show or the audio can carry, keeping internal labels out of the final prompt. The rewrite pass starts by listing what is already decided, such as intent, exact dialogue, reference tokens, continuity, exclusions and settings, and preserves all of it.

It then checks whether abstract phrases leave a real production choice open and clarifies only those, removes redundant praise and surfaces conflicting requirements instead of picking one silently. It avoids over-correcting: words like noir, documentary or ultra-realistic stay when they describe the chosen look, and no universal length limit is imposed unless you ask. A separate anti-slop lexicon reference supplies conditional repairs.

When your agent uses it

  • Tightening a Seedance 2.0 prompt full of generic AI filler
  • Replacing vague cinematic wording with concrete production choices
  • Reviewing a prompt for hollow superlatives before generating a clip

Example prompts

  • “Clean up this Seedance prompt: an epic, breathtaking, ultra-cinematic masterpiece of a city at night.”
  • “Rewrite my Seedance 2.0 prompt so the camera and lighting are specific but the noir mood stays.”
  • “Check this prompt for bloated adjectives and weak verbs before I generate the clip.”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Identify what is already decided: creative intent, exact dialogue, actual reference tokens, continuity, safety boundaries, exclusions and…
  2. Check whether an abstract phrase leaves a material choice unresolved. Keep it when context is sufficient. Otherwise use the brief to…
  3. Remove redundant praise where it adds no distinct intent. Surface conflicting requirements instead of silently choosing one. Add only…
  4. Apply a length limit only when the user requests it or the selected operation documents it. Do not invent a universal character budget or…

What it can do on your machine

Read from SKILL.md and the folder at commit 4668457. 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

    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.

  • 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

Seedance Anti-Slop Prompt Editor loads about 1.1k tokens when it runs. Until then it costs about 56 tokens; SKILL.md has 504 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~56
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from Emily2040/seedance-2.0 at commit 4668457, republished under its MIT licence (© Emily2040). 504 words, ~1,075 tokens.

Download SKILL.mdSave it as .claude/skills/seedance-antislop/SKILL.md (or your agent's skills folder).
name
seedance-antislop
description
This skill should be used when a Seedance 2.0 prompt contains generic AI filler, hollow superlatives, vague cinematic language, bloated adjectives, weak verbs, or needs sharper production-specific wording.
license
MIT
user-invocable
true
tags
prompt-quality, anti-slop, seedance-20
metadata.version
6.7.0
metadata.updated
2026-08-01
metadata.parent
seedance-20
metadata.author
Iamemily2050 (@iamemily2050)
metadata.repository
https://github.com/Emily2040/seedance-2.0

seedance-antislop

Before producing prompt text, a prompt-ready block, a rewrite, an example, or a compiled clip, load the Director's Read, classify the brief, and complete its canonical narrative or non-narrative record. Translate that record into visible or audible carriers and keep its internal labels out of final generation prose.

Clarify wording that hides an unresolved production decision. Preserve useful style, genre and mood language; concrete detail should support the user's direction, not replace it with a stock look. These are editorial choices, not measured rules about which words improve Seedance output.

Intent

Keep the intended energy, medium, era, palette and performance. A word such as "epic" may communicate a useful ambition even when the brief still needs a decision about scale or stakes. Do not infer the user's taste or confidence from their adjectives.

Rewrite Pass

  1. Identify what is already decided: creative intent, exact dialogue, actual reference tokens, continuity, safety boundaries, exclusions and requested settings. Preserve those through the edit.
  2. Check whether an abstract phrase leaves a material choice unresolved. Keep it when context is sufficient. Otherwise use the brief to clarify it; if the user has delegated creative choices, propose a coherent interpretation and state any material assumption. Ask only when a necessary choice remains unresolved outside that scope.
  3. Remove redundant praise where it adds no distinct intent. Surface conflicting requirements instead of silently choosing one. Add only details that serve this brief; neither a camera move nor a lighting recipe is required for every style word. Load anti-slop-lexicon for conditional repairs and delivery requirements.
  4. Apply a length limit only when the user requests it or the selected operation documents it. Do not invent a universal character budget or silently discard must-haves to fit one.
Show full SKILL.md (214 more words)Show less

Do Not Over-Correct

Keep useful labels such as noir, documentary or ultra-realistic when they describe the chosen look. Observable detail is a way to resolve ambiguity, not a test that every phrase must pass. A locked shot may already serve an energetic scene; "dynamic" does not automatically authorize a lateral track. Likewise, "professional" does not require a clean product tabletop.

Treat output resolution as a delivery requirement. Preserve the requested value and carry it into a supported setting when available. Prompt text alone does not guarantee that resolution. If support is unknown or the value is unavailable, state the gap and offer an explicit option within the user's scope; do not silently lower the target, switch providers, add an upscale or spend credits.

For English wording, load seedance-vocab-en with English vocabulary. For another prompt language, consult its Slop Traps table only when needed: Chinese, Japanese, Korean, Spanish, or Russian. These are contextual wording examples, not language-wide lists of useless words.

Output Contract

Return the revised prompt in the requested format and briefly explain material edits when useful. Keep delivery settings separate from scene prose, retaining any unresolved requirement. Disclose content changes or assumptions; a wording rewrite does not authorize another submission. Provide a word-by-word removal table only when requested or needed for the review.

© Emily2040, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/seedance-antislop of Emily2040/seedance-2.0.

Open the folder on GitHubat commit 4668457

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Emily2040/seedance-2.0, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Seedance Anti-Slop Prompt Editor 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.

Seedance Anti-Slop Prompt Editor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Seedance Anti-Slop Prompt Editor this skillEmily2040/seedance-2.07.6k1 repos~1.1kAutomated safety check: PassMIT
Analyze Videokrusemediallc/arcads-claude-code1.6k—~4.2kAutomated safety check: PassMIT
Realistic AI Video Prompt Writerzhouwei713/seedance-prompt327—~749Automated safety check: PassMIT
Cinematic Video Prompt EngineerCyberJ0605/cinematic-video-prompt-engineer-skill127—~10kAutomated safety check: PassMIT
Seedance 2.5 Video PlannerAtlasCloudAI/awesome-seedance-2.5-prompts-skills234—~4.3kAutomated safety check: PassCustom licence
Seedance Video PromptingSlavaSexton/ComfyUI-Agent-Kit105—~2.1kAutomated safety check: PassApache-2.0

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  • Seedance Korean Prompt Examples

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Works with

Questions about Seedance Anti-Slop Prompt Editor

What does Seedance Anti-Slop Prompt Editor do?

Rewrites Seedance 2.0 video prompts to replace filler, hollow superlatives and vague cinematic wording with production-specific detail while keeping the user's style. Before editing, the agent loads a Director's Read reference, classifies the brief and completes its narrative or non-narrative record, then turns that record into things the camera can show or the audio can carry, keeping internal labels out of the final prompt. The rewrite pass starts by listing what is already decided, such as intent, exact dialogue, reference tokens, continuity, exclusions and settings, and preserves all of it.

When should I use Seedance Anti-Slop Prompt Editor?

Seedance Anti-Slop Prompt Editor fits situations like: tightening a Seedance 2.0 prompt full of generic AI filler; replacing vague cinematic wording with concrete production choices; reviewing a prompt for hollow superlatives before generating a clip.

How do I install Seedance Anti-Slop Prompt Editor in Claude Code?

Run `npx skills add Emily2040/seedance-2.0 --skill seedance-antislop -a claude-code`. Or copy the skill folder (skills/seedance-antislop in Emily2040/seedance-2.0) into .claude/skills/seedance-antislop in your project. Claude Code loads it when a task matches its description.

How do I install Seedance Anti-Slop Prompt Editor in Codex?

Run `npx skills add Emily2040/seedance-2.0 --skill seedance-antislop -a codex`. Or copy the skill folder (skills/seedance-antislop in Emily2040/seedance-2.0) into .agents/skills/seedance-antislop in your project. Codex loads it when a task matches its description.

Can I use Seedance Anti-Slop Prompt Editor 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 Emily2040/seedance-2.0 --skill seedance-antislop -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/seedance-antislop, .gemini/skills/seedance-antislop, .github/skills/seedance-antislop and .opencode/skills/seedance-antislop in your project.

What does Seedance Anti-Slop Prompt Editor need to run?

SKILL.md names no scripts, command-line tools or credentials: Seedance Anti-Slop Prompt Editor is instructions for the agent only.

Does Seedance Anti-Slop Prompt Editor 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 Seedance Anti-Slop Prompt Editor 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. Review the folder before installing.

What licence does Seedance Anti-Slop Prompt Editor use?

Seedance Anti-Slop Prompt Editor is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Seedance Anti-Slop Prompt Editor use?

About 1.1k tokens (SKILL.md is roughly 4.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Seedance Anti-Slop Prompt Editor?

Skills that share tags, products or a category with Seedance Anti-Slop Prompt Editor: Analyze Video (krusemediallc/arcads-claude-code, 1.6k stars), Realistic AI Video Prompt Writer (zhouwei713/seedance-prompt, 327 stars), Cinematic Video Prompt Engineer (CyberJ0605/cinematic-video-prompt-engineer-skill, 127 stars) and Seedance 2.5 Video Planner (AtlasCloudAI/awesome-seedance-2.5-prompts-skills, 234 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Seedance Anti-Slop Prompt Editor?

Emily2040 (a GitHub user) maintains it in Emily2040/seedance-2.0, which has 7,573 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on October 3, 2026.

Source: Emily2040/seedance-2.0 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.