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Agent Skill · 研究检索

cognitive-fluency-psychology(认知流畅心理学)

cognitive-fluency-psychology 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

cognitive-fluency-psychology 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 46,301。

总安装 791周安装 32GitHub Stars 239下载 248核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:cognitive-fluency-psychology(认知流畅心理学)
来源仓库:https://github.com/flpbalada/my-opencode-config
仓库路径:skills/cognitive-fluency-psychology
安装命令:
npx skills add https://github.com/flpbalada/my-opencode-config --skill cognitive-fluency-psychology
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/flpbalada/my-opencode-config --skill cognitive-fluency-psychology

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

cognitive-fluency-psychology 解释信息易处理性如何影响用户信任与参与度。适用于在 Codex、Claude、Cursor、Gemini CLI 中优化文案、命名与品牌传达。强调清晰优于复杂,简化认知负荷可提升转化率与留存。提供可读性评估与流畅语言改写模式。

需结合实际用户测试验证效果,避免理论套用。

来源仓库内路径:skills/cognitive-fluency-psychology

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/flpbalada/my-opencode-config --skill cognitive…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

cognitive-fluency-psychology 怎么安装?

在终端执行 npx skills add https://github.com/flpbalada/my-opencode-config --skill cognitive-fluency-p…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

cognitive-fluency-psychology 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

cognitive-fluency-psychology 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

cognitive-fluency-psychology 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

cognitive-fluency-psychology 用的人多吗?

公开数据是累计安装 791 次,近一周安装 32 次,下载 248 次,GitHub 239 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

cognitive-fluency-psychology 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
cognitive-fluency-psychology

认知流畅心理学 · 本页

791239只读未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Cognitive Fluency - Psychology of Ease

Cognitive fluency is the ease with which our brains process information. When something feels simple and easy to understand, our minds interpret that simplicity as a signal that it must be true, safe, or worth engaging with. Clarity always beats cleverness.

When to Use This Skill

  • Designing landing pages and marketing content
  • Writing UI copy and microcopy
  • Evaluating brand names and messaging
  • Auditing content for readability
  • Optimizing conversion funnels
  • Creating training materials and documentation

Core Principle

Processing Fluency Impact:

Easy to process           →  Feels familiar
        ↓                           ↓
Feels trustworthy         →  Feels valuable
        ↓                           ↓
Higher engagement         →  Better conversion

The brain's rule: "If it's easy, it must be good."

Key Research Findings

Truth and Repetition

FindingImplication
Repeated statements feel more trueUse consistent messaging across touchpoints
Simple fonts increase perceived truthfulnessChoose clarity over creativity in key areas
High contrast increases credibilityPrioritize readability over aesthetics
Familiar words feel more accurateUse everyday language, not jargon

Task Perception Studies

Font Impact on Task Perception:

Simple, clear font:
├── Estimated task time: 8 minutes
├── Perceived difficulty: Low
└── Likelihood to start: High

Complex, decorative font:
├── Estimated task time: 15+ minutes
├── Perceived difficulty: High
└── Likelihood to start: Low

Same instructions, different perception.

Cognitive Effort Discounting (COGED)

The brain reduces subjective value when tasks require more mental effort:

  • Processing difficulty = perceived "cost"
  • People avoid cognitive load instinctively
  • Fluent experiences create positive emotions
  • Effort required transfers to value judgment

Fluency Audit Framework

Step 1: Identify High-Stakes Content

Map where fluency matters most:

Priority Content:
├── Headlines and value propositions (Critical)
├── CTAs and conversion points (Critical)
├── Onboarding instructions (High)
├── Pricing and plans (High)
├── Error messages (Medium)
└── Help documentation (Medium)

Step 2: Apply the 5-Second Test

For each critical element:

  1. Show to someone unfamiliar with your product
  2. Give them exactly 5 seconds to read
  3. Ask them to explain:

- What is this? - Who is it for? - What should I do next?

  1. If they struggle → rewrite for fluency

Step 3: Check Fluency Factors

FactorCheckFix
TypographyIs font ≥16px for body?Increase size
ContrastIs ratio ≥4.5:1?Improve contrast
Sentence lengthAre sentences <20 words?Split long sentences
Word choiceWould a 12-year-old understand?Simplify vocabulary
Visual hierarchyIs main point obvious?Strengthen hierarchy
White spaceIs content breathing?Add spacing

Step 4: Test and Measure

MetricWhat it Shows
Time on pageProcessing difficulty
Scroll depthEngagement with content
Bounce rateInitial fluency failure
Conversion rateEnd-to-end fluency
Task completionInstruction clarity

Common Fluency Killers

Design Problems

❌ Fluency Killers:

Typography:
├── Poor contrast ratios
├── Tiny or decorative fonts
├── Inconsistent sizing
└── ALL CAPS for long text

Layout:
├── Cluttered composition
├── Competing visual elements
├── No clear focal point
└── Walls of text

Content Problems

❌ Content Fluency Killers:

Language:
├── Industry jargon
├── Complex sentences
├── Passive voice overuse
└── Unclear pronouns

Structure:
├── Too many concepts at once
├── Buried key information
├── Missing headings/breaks
└── No logical flow

Output Template

After completing audit, document as:

## Cognitive Fluency Audit

**Page/Content:** [Name]

**Date:** [Date]

### 5-Second Test Results

| Tester | What is it? | Who for?   | Next action? | Pass? |
| ------ | ----------- | ---------- | ------------ | ----- |
| [1]    | [Response]  | [Response] | [Response]   | ✅/❌ |
| [2]    | [Response]  | [Response] | [Response]   | ✅/❌ |

### Fluency Score

| Factor     | Current | Target  | Priority |
| ---------- | ------- | ------- | -------- |
| Typography | [Score] | [Score] | [H/M/L]  |
| Contrast   | [Score] | [Score] | [H/M/L]  |
| Language   | [Score] | [Score] | [H/M/L]  |
| Structure  | [Score] | [Score] | [H/M/L]  |

### Recommendations

#### Immediate Fixes

- [Fix 1]
- [Fix 2]

#### Requires Rewrite

- [Item 1]
- [Item 2]

### Before/After Examples

**Before:** [Original text] **After:** [Improved text] **Why:** [Fluency
principle applied]

Real-World Applications

Landing Pages

Before (low fluency):
"Leverage our cutting-edge, AI-powered solution to
optimize your workflow efficiency and drive ROI."

After (high fluency):
"Get more done in less time with AI that actually works."

Changes:
├── Removed jargon (leverage, cutting-edge, optimize)
├── Shortened sentence (13 words → 10 words)
├── Made benefit concrete (workflow efficiency → more done)
└── Added relatability (actually works)

Brand Names

Research shows companies with easy-to-pronounce names:

  • Perform better after IPOs
  • Are remembered more often
  • Get recommended more frequently
  • Build trust faster
High Fluency Names:    Low Fluency Names:
├── Apple              ├── Xobni
├── Google             ├── Qwikster
├── Slack              ├── Tronc
└── Zoom               └── Quibi

Product Interfaces

Fluent Interface Patterns:

Forms:
├── One question per screen (not multi-field)
├── Smart defaults pre-filled
├── Inline validation (not page-level)
└── Progress indicator visible

Navigation:
├── Familiar patterns (hamburger, tabs)
├── Maximum 5-7 top-level items
├── Clear current location indicator
└── Predictable behavior

Integration with Other Methods

MethodCombined Use
Cognitive LoadFluency reduces extraneous load
Progressive DisclosureReveal fluent chunks sequentially
Hick's LawFewer, clearer choices improve fluency
Five WhysWhy is content not converting?
A/B TestingTest fluency improvements

Quick Reference

FLUENCY CHECKLIST

Typography:
□ Font size ≥16px body
□ High contrast (≥4.5:1)
□ Consistent hierarchy
□ Professional, readable font

Language:
□ Short sentences (<20 words)
□ Simple words (everyday vocabulary)
□ Active voice
□ One idea per paragraph

Structure:
□ Clear headings
□ Bullet points for lists
□ Plenty of white space
□ Visual hierarchy guides eye

Testing:
□ 5-second test passed
□ Non-expert can explain
□ Readability score acceptable
□ Key metrics improving

Resources

平台分布

Codex

34.39%
按下载量换算85

Claude

29.66%
按下载量换算74

Cursor

17.67%
按下载量换算44

Gemini CLI

9.53%
按下载量换算24

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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