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.
Reader-experience testing for fiction drafts. An agent skill from BingHanOfUESTC/open_agent_team.
Install Reader Impact Test
$ npx skills add BingHanOfUESTC/open_agent_team --skill reader-impact-test -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team reader-impact-test --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/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .claude/skills/reader-impact-test && 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 "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .claude/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-testType 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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team reader-impact-test --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .agents/skills/reader-impact-test && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .agents/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team reader-impact-test --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .cursor/skills/reader-impact-test && 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 "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .cursor/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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/BingHanOfUESTC/open_agent_team.git --path teams/story_team/skills/reader-impact-test--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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team reader-impact-test --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .gemini/skills/reader-impact-test && 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 "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .gemini/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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 BingHanOfUESTC/open_agent_team reader-impact-testInstalls 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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .github/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .github/skills/reader-impact-test && 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 "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .github/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team reader-impact-test --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/teams/story_team/skills/reader-impact-test .opencode/skills/reader-impact-test && 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 "reader-impact-test" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/story_team/skills/reader-impact-test into .opencode/skills/reader-impact-test/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reader-impact-test", 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
reader-impact-test- GitHub stars
- 106
- Token cost
- ~239 tokens
- SKILL.md length
- 21 words
- Files
- 1
- Skills in repo
- 30
- Repo updated
- First seen
- Licence
- MIT
At a glance
Reader-experience testing for fiction drafts. An agent skill from BingHanOfUESTC/open_agent_team.
- Works in 4 steps: 读者体验曲线 → P0 阅读流失点 → 记忆点测试 → …
- Judging whether a story is actually gripping
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Where attention drops
What it does
Reader Impact Test is an agent skill from BingHanOfUESTC/open_agent_team. Reader-experience testing for fiction drafts. Use when judging whether a story is actually gripping, where attention drops, whether emotional beats land, and whether the ending leaves a memorable aftereffect.
Its SKILL.md is about 240 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 Writing & Content, covering Creative writing and fiction. The repository describes itself as: Build persistent multi-agent teams that collaborate like real organizations to deliver complex tasks. The licence is MIT.
When your agent uses it
- Judging whether a story is actually gripping
- Where attention drops
- Whether emotional beats land
- Whether the ending leaves a memorable aftereffect
Example prompts
- “/reader-impact-test”
Workflow steps
4 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 7e28736. 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
Reader Impact Test loads about 239 tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 21 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 BingHanOfUESTC/open_agent_team at commit 7e28736, republished under its MIT licence (© BingHanOfUESTC). 21 words, ~239 tokens.
Download SKILL.mdSave it as
.claude/skills/reader-impact-test/SKILL.md (or your agent's skills folder).- name
- reader-impact-test
- description
- Reader-experience testing for fiction drafts. Use when judging whether a story is actually gripping, where attention drops, whether emotional beats land, and whether the ending leaves a memorable aftereffect.
- type
- reference
- model-invocable
- false
Reader Impact Test
作家水准不是“文字看起来像文学”，而是读者在阅读过程中持续被牵引、相信、参与，并在结尾后仍然回想。
1. 读者体验曲线
检查每一段或每一场给读者带来的状态：
被钩住：我想知道下一步。
信任：我相信人物会这样做。
紧张：我知道某件东西正在失去。
参与：我在推断人物没说出口的东西。
回想：新信息让我重新理解前文。
流失：我开始跳读、等作者讲重点。流失点比漂亮句子更重要。
2. P0 阅读流失点
以下问题属于 P0：
第一段没有任何压力或异常
前三页只有设定和气氛
人物行为不可信
关键冲突靠误会或降智成立
场景之间只有时间顺序，没有因果压力
结尾靠解释主题收束
读者读完无法复述故事独特之处3. 记忆点测试
读完后应能记住至少一类：
一个无法替代的画面
一个带矛盾的人物选择
一句不是金句但暴露人物的对话
一个前后呼应的物件或动作
一个让人不舒服但成立的结尾余味没有记忆点的故事，即使通顺，也不达标。
4. 结尾余震测试
好结尾通常做到：
事件结束，但意义没有结束。
答案落地，但情绪不被解释干净。
主角得到某物，同时失去某物。
最后一个细节让读者重新理解开头。坏结尾通常是：
作者宣布主题
人物终于明白
反转与人物选择无关
为了温暖或残酷而强行收束© BingHanOfUESTC, 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 teams/story_team/skills/reader-impact-test of BingHanOfUESTC/open_agent_team.
Open the folder on GitHubat commit 7e28736
Compare with similar skills
Reader Impact Test 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 |
|---|---|---|---|---|---|---|
| Reader Impact Test this skillBingHanOfUESTC/open_agent_team | 106 | — | ~239 | Automated safety check: Pass | MIT | |
| Story Multi-Perspective Reviewzenstory-ai/oh-story-claudecode | 7.4k | 3 repos | ~3k | Automated safety check: Pass | MIT | |
| Story Toolbox Routerzenstory-ai/oh-story-claudecode | 7.4k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Short Web Fiction Trend Scanzenstory-ai/oh-story-claudecode | 7.4k | 3 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 | 4.2k | — | ~1.1k | Automated safety check: Notes | Apache-2.0 |
Similar skills
Story Toolbox Router
zenstory-ai/oh-story-claudecode
Routes a Chinese web-novel writing request to the matching tool in a 13-skill toolbox, covers author habit memory, and can launch a local dashboard for browsing a project.
Short Web Fiction Trend Scan
zenstory-ai/oh-story-claudecode
Scans popular short web-fiction rankings on Chinese platforms such as Dianzhong and Heiyan to surface trending emotional hooks, themes and topic candidates with an expiry warning.
InkOS Creative Harness
Narcooo/inkos
Drives long-form fiction, scripts, storyboards, interactive films and long-document translation through InkOS, with every change made by a typed action.
Novel Art
eternityspring/shuohao-skills
给 AI 短剧出美术设定集（场景 + 叙事道具）：场景的设计意图、一致性锚点、光照时段变体、 空景提示词；道具的戏剧功能、状态变体、尺度参照、白底无手提示词。
Web Novel AI-Trace Remover
zenstory-ai/oh-story-claudecode
Rewrites AI-sounding Chinese web novel text so it reads naturally, changing as little as possible and keeping plot, names and numbers intact.
More from BingHanOfUESTC/open_agent_team
All 30 skills in this repoSkill Validation And Evaluation
BingHanOfUESTC/open_agent_team
A skill your agent uses when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and…
Autoresearch Orchestration
BingHanOfUESTC/open_agent_team
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
Experiment Iteration Loop
BingHanOfUESTC/open_agent_team
A skill your agent uses when designing, running, logging, diagnosing, or iterating experiments for the selected research idea.
Latex Paper Artifact
BingHanOfUESTC/open_agent_team
A skill your agent uses when producing the final arXiv-style LaTeX paper, BibTeX, figures, tables, reproducibility statement, appendix, and artifact manifest.
Literature Evidence Mapping
BingHanOfUESTC/open_agent_team
A skill your agent uses when discovering papers, mapping related work, reading papers deeply, checking citations, or building evidence cards for an auto research task.
Media Asset Sourcing
BingHanOfUESTC/open_agent_team
A skill your agent uses when PPT slides need external images, screenshots, logos, product photos, stock-like visuals, diagrams, or videos that must be downloaded, inserted, or linked with source and…
Related
Categories
Questions about Reader Impact Test
What does Reader Impact Test do?
Reader-experience testing for fiction drafts. An agent skill from BingHanOfUESTC/open_agent_team. Reader Impact Test is an agent skill from BingHanOfUESTC/open_agent_team. Reader-experience testing for fiction drafts.
When should I use Reader Impact Test?
Reader Impact Test fits situations like: judging whether a story is actually gripping; where attention drops; whether emotional beats land; whether the ending leaves a memorable aftereffect.
How do I install Reader Impact Test in Claude Code?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill reader-impact-test -a claude-code`. Or copy the skill folder (teams/story_team/skills/reader-impact-test in BingHanOfUESTC/open_agent_team) into .claude/skills/reader-impact-test in your project. Claude Code loads it when a task matches its description.
How do I install Reader Impact Test in Codex?
Run `npx skills add BingHanOfUESTC/open_agent_team --skill reader-impact-test -a codex`. Or copy the skill folder (teams/story_team/skills/reader-impact-test in BingHanOfUESTC/open_agent_team) into .agents/skills/reader-impact-test in your project. Codex loads it when a task matches its description.
Can I use Reader Impact Test 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 BingHanOfUESTC/open_agent_team --skill reader-impact-test -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reader-impact-test, .gemini/skills/reader-impact-test, .github/skills/reader-impact-test and .opencode/skills/reader-impact-test in your project.
What does Reader Impact Test need to run?
SKILL.md names no scripts, command-line tools or credentials: Reader Impact Test is instructions for the agent only.
Does Reader Impact Test 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 Reader Impact Test 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 Reader Impact Test use?
Reader Impact Test is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Reader Impact Test use?
About 239 tokens (SKILL.md is roughly 956 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 Reader Impact Test?
Skills that share tags, products or a category with Reader Impact Test: Story Multi-Perspective Review (zenstory-ai/oh-story-claudecode, 7.4k stars), Story Toolbox Router (zenstory-ai/oh-story-claudecode, 7.4k stars), Short Web Fiction Trend Scan (zenstory-ai/oh-story-claudecode, 7.4k stars) and InkOS Creative Harness (Narcooo/inkos, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Reader Impact Test?
BingHanOfUESTC (a GitHub user) maintains it in BingHanOfUESTC/open_agent_team, which has 106 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on June 23, 2026.
Source: BingHanOfUESTC/open_agent_team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.