Story Multi-Perspective Review
zenstory-ai/oh-story-claudecode
Reviews Chinese web-novel text with several reviewer agents in parallel, falling back to a single-agent pass, and reports structure, character, prose and setting problems with fixes.
Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations.
Install Novel Evaluator
$ npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --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/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .claude/skills/novel-evaluator && 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 "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .claude/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluatorType 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 VanGong1999/screen-creative-skills --skill novel-evaluator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .agents/skills/novel-evaluator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .agents/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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 VanGong1999/screen-creative-skills --skill novel-evaluator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .cursor/skills/novel-evaluator && 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 "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .cursor/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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/VanGong1999/screen-creative-skills.git --path english-version/category/novel-screening/novel-evaluator--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 VanGong1999/screen-creative-skills --skill novel-evaluator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .gemini/skills/novel-evaluator && 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 "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .gemini/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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 VanGong1999/screen-creative-skills novel-evaluatorInstalls 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 VanGong1999/screen-creative-skills --skill novel-evaluator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .github/skills/novel-evaluator && 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 "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .github/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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 VanGong1999/screen-creative-skills --skill novel-evaluator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install VanGong1999/screen-creative-skills novel-evaluator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/VanGong1999/screen-creative-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/english-version/category/novel-screening/novel-evaluator .opencode/skills/novel-evaluator && 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 "novel-evaluator" agent skill from https://github.com/VanGong1999/screen-creative-skills/tree/master/english-version/category/novel-screening/novel-evaluator into .opencode/skills/novel-evaluator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "novel-evaluator", 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.
Facts
- Skill name
novel-evaluator- GitHub stars
- 446
- Token cost
- ~1.2k tokens
- SKILL.md length
- 389 words
- Files
- 3 (incl. references)
- Skills in repo
- 62
- Repo updated
- First seen
- Licence
- MIT
At a glance
Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations.
- Works in 3 steps: Market Potential (scored 1.0–10.0) → Innovation Attributes (scored 1.0–10.0) → Content Highlights (scored 1.0–10.0)
- Conducting novel initial screening
- SKILL.md covers Evaluation Dimensions, Scoring Standards, Workflow and Input Requirements, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Novel Evaluator is an agent skill from VanGong1999/screen-creative-skills. Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations. Use when conducting novel initial screening, assessing IP adaptation potential, scoring stories for multi-dimensional quality comparison, or guiding story creation and optimization direction.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/examples.md` and `references/guide.md`). Compatibility notes: Claude Code 1.0+
It sits in Writing & Content, covering Creative writing and fiction. The repository describes itself as: Skills for Film and Television Creation Agents|31 个影视创作评估策划Agent Skills｜AI影视自动化工作流｜竖屏短剧长剧IP改编｜情节题材提炼｜剧本小说IP创作策划评估｜人物小传｜拉片人物剧集故事五元素分析｜大纲生成｜. The licence is MIT.
When your agent uses it
- Conducting novel initial screening
- Assessing IP adaptation potential
- Scoring stories for multi-dimensional quality comparison
- Guiding story creation and optimization direction
Example prompts
- “/novel-evaluator”
Requirements
- Compatibility (from SKILL.md): Claude Code 1.0+
- Pre-approved tools (allowed-tools): Read
Workflow steps
3 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 6ced54f. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Read
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.
Compatibility
Claude Code 1.0+
From compatibility in the SKILL.md frontmatter.
Context cost
Novel Evaluator loads about 1.2k tokens when it runs, and up to ~4.6k if it reads all its reference files. Until then it costs about 98 tokens; SKILL.md has 389 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.
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 VanGong1999/screen-creative-skills at commit 6ced54f, republished under its MIT licence (© VanGong1999). 389 words, ~1,193 tokens.
Download SKILL.mdSave it as
.claude/skills/novel-evaluator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- novel-evaluator
- description
- Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations. Use when conducting novel initial screening, assessing IP adaptation potential, scoring stories for multi-dimensional quality comparison, or guiding story creation and optimization direction.
- allowed-tools
- Read
- compatibility
- Claude Code 1.0+
- license
- MIT
- metadata.category
- novel-screening
- metadata.version
- 2.1.0
- metadata.last_updated
- 2026-01-11
- metadata.maintainer
- Gong Fan
- metadata.model
- opus
Senior Story Evaluation Expert (Novel Edition)
Evaluation Dimensions
1. Market Potential (scored 1.0–10.0)
| Sub-dimension | Criteria |
|---|---|
| Audience Fit | Does the story match a defined target demographic? How large is that audience? |
| Discussion Heat | Does the content contain shareable moments, controversy, or social commentary that drives organic buzz? |
| Scarcity | Is the premise sufficiently unique within the genre, or does it feel derivative? |
| Performance Data | Based on comparable works, what are the market prospects? |
2. Innovation Attributes (scored 1.0–10.0)
| Sub-dimension | Criteria |
|---|---|
| Core Selection | Is the central topic or setting fresh and underexplored? |
| Story Concept | Is the high-concept hook distinctive and easy to pitch in one sentence? |
| Story Design | Does the combination of theme, characters, worldview, and plot show originality? |
3. Content Highlights (scored 1.0–10.0)
| Sub-dimension | Criteria |
|---|---|
| Theme Concept | Is the thematic intent clear and consistently expressed? |
| Story Situation | Does the core situation generate sustained tension and dramatic stakes? |
| Character Design | Are characters multi-dimensional with clear motivations and distinct voices? |
| Character Relationships | Do relationships create meaningful conflict and emotional resonance? |
| Plot Segments | Do individual plot beats deliver hooks, reversals, and satisfying payoffs? |
Scoring Standards
- 8.5 and above: Excellent, possessing extremely strong competitiveness and adaptation foundation
- 8.0-8.4: Good, possessing strong competitiveness and adaptation foundation
- 7.5-7.9: Qualified, average competitiveness
- 7.4 and below: Poor, almost no competitiveness
Show full SKILL.md (179 more words)Show less
Workflow
- Read the full story text; note genre, length, and any stated creative intent.
- Score each sub-dimension (1.0–10.0) with a one-sentence justification citing specific text evidence.
- Validate consistency — check that sub-dimension scores align with each other (e.g., strong character design should correlate with strong character relationships).
- Compute overall score — weighted average across all three dimensions; flag any outlier sub-dimensions.
- Produce recommendations — specific, actionable development guidance: proceed / revise with targeted improvement areas.
Input Requirements
- Complete story text or story outline
- Story's genre and type (e.g., urban romance, historical fantasy, etc.)
Output Format
[Market Potential]:
- Audience Fit: [Analysis and evaluation] Score: [score]
- Discussion Heat: [Analysis and evaluation] Score: [score]
- Scarcity: [Analysis and evaluation] Score: [score]
- Performance Data: [Analysis and evaluation] Score: [score]
[Innovation Attributes]:
- Core Selection: [Comprehensive analysis] Score: [score]
- Story Concept: [Comprehensive analysis] Score: [score]
- Story Design: [Comprehensive analysis] Score: [score]
[Content Highlights]:
- Theme Concept: [Analysis] Score: [score]
- Story Situation: [Analysis] Score: [score]
- Character Design: [Analysis] Score: [score]
- Character Relationships: [Analysis] Score: [score]
- Plot Segments: [Analysis] Score: [score]
[Overall Evaluation]: [Analysis and evaluation] Total Score: [score]
[Follow-up Recommendations]: [Development recommendations]Constraints
- Evaluation must be based on provided story text content; do not independently create or add information
- Scoring should be objective and fair, accompanied by detailed analysis
- Recommendations should be specific and feasible, helpful for story improvement
Examples
See {baseDir}/references/examples.md for detailed evaluation examples. This file contains complete evaluation reports and analysis explanations for various story types (urban counterattack, sweet romance, suspense mystery, etc.).
Detailed Documentation
See {baseDir}/references/ directory for more documentation:
guide.md- Complete evaluation guide and framework explanationexamples.md- More scenario examples
© VanGong1999, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (references) in english-version/category/novel-screening/novel-evaluator of VanGong1999/screen-creative-skills.
- SKILL.md
- references/examples.md
- references/guide.md
Open the folder on GitHubat commit 6ced54f
Compare with similar skills
Novel Evaluator 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 |
|---|---|---|---|---|---|---|
| Novel Evaluator this skillVanGong1999/screen-creative-skills | 446 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Story Multi-Perspective Reviewzenstory-ai/oh-story-claudecode | 7.4k | 3 repos | ~3k | Automated safety check: Pass | MIT | |
| Short Web Fiction Trend Scanzenstory-ai/oh-story-claudecode | 7.4k | 2 repos | ~1.2k | Automated safety check: Pass | MIT | |
| InkOS Creative HarnessNarcooo/inkos | 10k | 1 repos | ~1.1k | Automated safety check: Pass | AGPL-3.0 | |
| Novel Arteternityspring/shuohao-skills | 4.3k | — | ~1.1k | Automated safety check: Notes | Apache-2.0 | |
| SepiaNanako0129/sepia | 3.1k | — | ~3.6k | Automated safety check: Pass | MIT |
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Questions about Novel Evaluator
What does Novel Evaluator do?
Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations. Novel Evaluator is an agent skill from VanGong1999/screen-creative-skills. Evaluate and score story text across market potential, innovation attributes, and content highlights dimensions, producing structured scoring reports with development recommendations.
When should I use Novel Evaluator?
Novel Evaluator fits situations like: conducting novel initial screening; assessing IP adaptation potential; scoring stories for multi-dimensional quality comparison; guiding story creation and optimization direction.
How do I install Novel Evaluator in Claude Code?
Run `npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a claude-code`. Or copy the skill folder (english-version/category/novel-screening/novel-evaluator in VanGong1999/screen-creative-skills) into .claude/skills/novel-evaluator in your project. Claude Code loads it when a task matches its description.
How do I install Novel Evaluator in Codex?
Run `npx skills add VanGong1999/screen-creative-skills --skill novel-evaluator -a codex`. Or copy the skill folder (english-version/category/novel-screening/novel-evaluator in VanGong1999/screen-creative-skills) into .agents/skills/novel-evaluator in your project. Codex loads it when a task matches its description.
Can I use Novel Evaluator 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 VanGong1999/screen-creative-skills --skill novel-evaluator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/novel-evaluator, .gemini/skills/novel-evaluator, .github/skills/novel-evaluator and .opencode/skills/novel-evaluator in your project.
What does Novel Evaluator need to run?
SKILL.md names no scripts, command-line tools or credentials: Novel Evaluator is instructions for the agent only. Its frontmatter pre-approves these tools: Read. Compatibility (from SKILL.md): Claude Code 1.0+.
Does Novel Evaluator 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 Novel Evaluator 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 Novel Evaluator use?
Novel Evaluator 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 Novel Evaluator use?
About 1.2k tokens (SKILL.md is roughly 4.8k 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 3.4k tokens, read only when the agent opens those files.
What are the alternatives to Novel Evaluator?
Skills that share tags, products or a category with Novel Evaluator: Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars), Short Web Fiction Trend Scan (zenstory-ai/oh-story-claudecode, 7.4k stars), InkOS Creative Harness (Narcooo/inkos, 10k stars) and Novel Art (eternityspring/shuohao-skills, 4.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Novel Evaluator?
VanGong1999 (a GitHub user) maintains it in VanGong1999/screen-creative-skills, which has 446 GitHub stars. The repository holds 62 skills in this directory. The repository was last updated on May 26, 2026.
Source: VanGong1999/screen-creative-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.