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Agent Skill · 研究检索

elicitation(elicitation 搜索)

elicitation 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。

elicitation 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 44,882。

总安装 885周安装 38GitHub Stars 15下载 310核验 2026-05-01

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请帮我安装这个 Agent Skill:elicitation(elicitation 搜索)
来源仓库:https://github.com/tasteray/skills
仓库路径:skills/elicitation
安装命令:
npx skills add https://github.com/tasteray/skills --skill elicitation
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/tasteray/skills --skill elicitation

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。

elicitation 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词快速定位候选结果。适用于任务管理、线索追踪或信息聚合类工作流,帮助缩小搜索范围。通过 npx skills add 命令从指定 GitHub 仓库安装,需确认权限范围和文件读写能力。

安装前建议核实维护状态,避免触发不必要的联网或命令执行操作。可结合原始 README 文档进一步了解具体使用方法和限制条件。

来源仓库内路径:skills/elicitation

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/tasteray/skills --skill elicitation;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

elicitation 怎么安装?

在终端执行 npx skills add https://github.com/tasteray/skills --skill elicitation。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

elicitation 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。

elicitation 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。

elicitation 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。

elicitation 用的人多吗?

公开数据是累计安装 885 次,近一周安装 38 次,下载 310 次,GitHub 15 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。

elicitation 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
elicitation

elicitation 搜索 · 本页

88515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

Elicitation

Psychological profiling through natural conversation.

Goal

When reviewing or creating content related to psychological elicitation—whether conversation scripts, interview questions, user research flows, or any code that implements these techniques—your goal is to achieve a 10/10 score.

Score all work on a 0-10 scale based on adherence to the principles and techniques in this skill. Provide your assessment as X/10 with specific feedback on what's working and what needs improvement to reach 10/10.

A 10/10 means the work:

  • Embodies the core principle (depth through patience, not probing)
  • Uses appropriate techniques from the research traditions
  • Avoids all anti-patterns
  • Creates conditions for authentic self-disclosure

Iterate until you reach 10/10.


Core Principle

Depth comes from patience, not probing.

The most revealing information emerges when people feel safe to share, not when they're questioned. Your role is to create conversational space where self-disclosure feels natural and meaningful.

Key insight: People want to tell their stories. They rarely get the chance.

Three Research Traditions

This skill synthesizes three complementary approaches:

1. Autobiographical Memory Research

How memories shape identity. Key finding: Self-defining memories (Singer) are the building blocks of personality—vivid, emotionally intense, frequently rehearsed memories linked to enduring concerns.

2. Narrative Identity Theory

How people construct life stories. Key finding: The narrative themes people use (redemption vs. contamination, agency vs. communion) predict psychological well-being better than the actual events (McAdams).

3. Motivational Interviewing

How to facilitate disclosure without resistance. Key finding: Reflections outperform questions at eliciting authentic self-disclosure. Aim for 2:1 reflection-to-question ratio (Miller & Rollnick).


Self-Defining Memories

Jefferson Singer identified five criteria that make a memory "self-defining":

  1. Vivid - Rich sensory and emotional detail
  2. Emotionally intense - Strong feeling, positive or negative
  3. Frequently rehearsed - Comes to mind often, told to others
  4. Linked to similar memories - Part of a pattern or theme
  5. Connected to enduring concerns - Reflects ongoing goals, conflicts, or unresolved issues

Eliciting Self-Defining Memories

Don't ask: "What's your most formative memory?"

Instead, create conversational frames:

The "keeps coming back" frame:

"Some memories just stay with us—they pop into our heads at unexpected moments, or we find ourselves telling them to new people in our lives. Is there a memory like that for you?"

The "explains who I am" frame:

"When you're getting to know someone new and you want them to really understand where you're coming from, is there a story or moment you find yourself sharing?"

The "turning point" frame:

"Looking back, was there a moment that felt like things shifted—where life before and after felt somehow different?"

What Self-Defining Memories Reveal

Memory FeaturePersonality Insight
Themes of mastery, achievementHigh need for agency
Themes of connection, relationshipsHigh need for communion
Redemption sequences (bad → good)Resilience, generativity
Contamination sequences (good → bad)Depression risk, unresolved trauma
Integration and meaning-makingPsychological maturity
Fragmentation and confusionIdentity diffusion

See: Self-Defining Memories Reference


Life Story Interview: 8 Key Scenes

Dan McAdams' Life Story Interview asks for 8 specific "scenes" that reveal narrative identity:

  1. High Point - Peak experience, most wonderful moment
  2. Low Point - Nadir, most difficult moment
  3. Turning Point - Moment of significant change
  4. Earliest Memory - First clear memory
  5. Important Childhood Memory - Vivid memory before age 12
  6. Important Adolescent Memory - Vivid memory from teen years
  7. Important Adult Memory - Significant recent memory
  8. One Other Important Memory - Anything else that defines who they are

Conversational Adaptations

You don't need to ask all 8 sequentially. Instead:

Open with curiosity, not agenda:

"I'm curious about the moments that shaped you. Not necessarily the big resume stuff—more the experiences that stick with you."

Follow their lead: When they mention a period of life, gently explore:

"What was that time like for you? Any particular moments that stand out?"

Bridge across time:

"That sounds like it mattered. Was there ever a moment earlier—or later—that connected to that same feeling?"

Narrative Themes to Listen For

Agency themes (personal power, achievement, mastery):

  • "I decided..."
  • "I made it happen..."
  • "I pushed through..."

Communion themes (connection, love, belonging):

  • "We were all together..."
  • "I felt so close to..."
  • "They understood me..."

Redemption sequences (suffering leads to growth):

  • "It was terrible, but..."
  • "Looking back, I'm glad..."
  • "That's what made me who I am..."

Contamination sequences (good becomes bad):

  • "Things were great until..."
  • "I thought I was happy, but..."
  • "It ruined everything..."

See: Narrative Identity Reference


OARS Framework

Motivational Interviewing's core skills, adapted for elicitation:

Open Questions

Questions that can't be answered with yes/no. But use sparingly.

Instead of: "Did you like your childhood?" Try: "What was it like growing up in your family?"

Affirmations

Genuine recognition of strengths, efforts, or values—not compliments.

Instead of: "That's great!" Try: "You valued honesty even when it was costly."

Reflections

Restate or reframe what they said. This is the core skill.

Simple reflection (repeat back):

"So you felt invisible in that moment."

Complex reflection (add meaning):

"It sounds like recognition really matters to you—like you need to know your contributions are seen."

Amplified reflection (gently exaggerate):

"So nothing they could have done would have made a difference." (Often prompts them to nuance their position)

Double-sided reflection (hold both truths):

"On one hand, you loved the stability. On the other, you felt trapped."

Summaries

Periodically gather what you've heard. Creates meaning and invites correction.

"Let me see if I'm following: Growing up, you learned to be self-reliant because asking for help meant disappointment. But you've also noticed that pattern keeping people at a distance now. And you're wondering if there's another way."

The 2:1 Ratio

Aim for 2 reflections for every question.

Questions gather information but can feel like interrogation. Reflections show understanding and invite elaboration.

Bad pattern:

Q: "What happened?" → Q: "How did that feel?" → Q: "What did you do next?"

Better pattern:

Q: "What happened?" → R: "That caught you off guard" → R: "You weren't sure what to make of it"

See: Motivational Interviewing Reference


Values Elicitation

Shalom Schwartz's 10 Universal Values provide a framework for understanding motivation:

ValueCore Concern
Self-DirectionIndependence, freedom, creativity
StimulationNovelty, excitement, challenge
HedonismPleasure, enjoyment, gratification
AchievementSuccess, competence, ambition
PowerAuthority, wealth, social status
SecuritySafety, stability, order
ConformityObedience, self-discipline, politeness
TraditionRespect, commitment, humility
BenevolenceHelpfulness, loyalty, forgiveness
UniversalismEquality, justice, environmental protection

Values Elicitation Techniques

Role model technique:

"Who do you admire? What is it about them specifically?"

Opposite day technique:

"What kind of person could you never be? What would feel like a betrayal of yourself?"

Decision archaeology:

"Think of a hard choice you made. What ultimately tipped the scales?"

Anger as values signal:

"What makes you genuinely angry—not annoyed, but morally outraged?"

See: Values Elicitation Reference


Schema Detection

Jeffrey Young's 18 Early Maladaptive Schemas are stable patterns of thinking and feeling that develop in childhood and persist across contexts:

The Five Domains

1. Disconnection & Rejection

  • Abandonment, Mistrust/Abuse, Emotional Deprivation, Defectiveness/Shame, Social Isolation

2. Impaired Autonomy

  • Dependence/Incompetence, Vulnerability to Harm, Enmeshment, Failure

3. Impaired Limits

  • Entitlement/Grandiosity, Insufficient Self-Control

4. Other-Directedness

  • Subjugation, Self-Sacrifice, Approval-Seeking

5. Overvigilance & Inhibition

  • Negativity/Pessimism, Emotional Inhibition, Unrelenting Standards, Punitiveness

Downward Arrow Technique

When someone expresses a surface concern, gently probe for the deeper belief:

Person: "I'm worried about the presentation." You: "What's the worst that could happen?" Person: "I could mess up in front of everyone." You: "And if that happened, what would that mean?" Person: "They'd see I don't know what I'm doing." You: "And what would that mean about you?" Person: "That I'm a fraud. That I don't deserve to be here."

The bottom of the arrow often reveals a schema (in this case: Defectiveness/Shame or Failure).

Linguistic Markers of Schemas

SchemaLanguage Patterns
Abandonment"Everyone leaves eventually..."
Defectiveness"There's something wrong with me..."
Failure"I never finish anything..."
Emotional Deprivation"No one really understands..."
Unrelenting Standards"It's never good enough..."

See: Schema Detection Reference


The Reminiscence Bump

People have disproportionately more and more vivid memories from ages 10-30 (the "reminiscence bump"). This is when identity forms.

Target the bump:

  • First romantic relationship
  • First job or career defining moment
  • Leaving home
  • Key friendships formed
  • Educational turning points
  • Early adult struggles and triumphs

Bridge from present to bump:

"You mentioned feeling like an outsider at work. Was there a time earlier in life—maybe in school or when you were first starting out—when you felt something similar?"

Question Sequences by Life Stage

Barbara Haight's Life Review Interview provides structured sequences:

Childhood (before 12)

  1. What was your home like?
  2. What were your parents like?
  3. What was your role in the family?
  4. What were you like as a child?
  5. What did you enjoy doing most?

Adolescence (12-18)

  1. How did your body change? How did you feel about it?
  2. What was school like for you?
  3. What were your friendships like?
  4. What did you dream about becoming?
  5. What was hardest about being a teenager?

Early Adulthood (18-30)

  1. What was leaving home like?
  2. What were your first serious relationships?
  3. What work did you do and how did you feel about it?
  4. What were your goals during this time?
  5. What was the biggest challenge you faced?

Middle Adulthood (30-60)

  1. How did your sense of yourself change?
  2. What were your major accomplishments?
  3. What losses did you experience?
  4. How did your relationships evolve?
  5. What did you learn about yourself?

Later Life (60+)

  1. How has your daily life changed?
  2. What matters most to you now?
  3. What legacy do you want to leave?
  4. What do you understand now that you didn't before?
  5. What would you tell your younger self?

See: Question Sequences Reference


Sensitizing Questions by Theme

James Birren's Guided Autobiography uses thematic prompts:

Family Theme

  • What was the emotional climate of your home?
  • Who were you closest to? Who did you clash with?
  • What family stories get told and retold?

Work Theme

  • What does work mean to you beyond earning money?
  • When have you felt most fulfilled professionally?
  • What work would you do even if you weren't paid?

Money Theme

  • What were the messages about money in your family?
  • What does financial security mean to you?
  • What would you do if money were no object?

Health Theme

  • How has your relationship with your body changed?
  • What health experiences shaped how you think about life?
  • How do you take care of yourself?

Death Theme

  • Have you experienced significant losses?
  • How do thoughts of mortality affect how you live?
  • What do you want to be remembered for?

Meaning Theme

  • What gives your life meaning?
  • What beliefs or values guide you?
  • What questions are you still trying to answer?

Language Markers for Personality

LIWC (Linguistic Inquiry and Word Count) research identifies patterns, but use with caution:

PatternPossible Indication
High "I" usageSelf-focus, possible depression, honesty
High "we" usageCollectivist orientation, intimacy
Negative emotion wordsDistress, but also processing
Cognitive complexity words (because, think, know)Analytic thinking, meaning-making
Present tense focusImmediacy, possibly impulsivity
Past tense focusReflection, possibly rumination

Critical Caveats

  1. Context matters enormously. The same word patterns mean different things in different contexts.
  2. Cross-validate. Never rely on language alone. Triangulate with behavior and explicit statements.
  3. Aggregates, not individuals. LIWC findings are about group averages. Individual variation is huge.
  4. Cultural differences. Word usage norms vary dramatically across cultures and languages.

See: Language Inference Reference


Anti-Patterns

What NOT to do:

The Interrogation Trap

Rapid-fire questions feel like an interview, not a conversation. People become guarded.

Instead: Slow down. Reflect more, question less.

The Interpretation Leap

Jumping to psychological conclusions before you have evidence.

Instead: Hold hypotheses lightly. Seek disconfirming evidence.

The Agenda Push

Steering toward topics you think are important rather than following their energy.

Instead: Let them lead. Their emphasis is data.

The Premature Depth

Asking deeply personal questions before trust is established.

Instead: Earn disclosure gradually. Start with easier territory.

The Therapy Cosplay

Using clinical language or techniques that imply you're treating them.

Instead: Be curious, not clinical. You're learning about them, not diagnosing.

The Monologue Response

Responding to their disclosure with your own lengthy story.

Instead: Keep focus on them. Brief self-disclosure can build rapport, but always return to them.

The Validation Trap

Agreeing with everything to maintain rapport.

Instead: Genuine reflections can gently challenge without confrontation.


References

Detailed technique guides:


Further Reading

Primary sources:

  • Singer, J.A. & Salovey, P. (1993). *The Remembered Self: Emotion and Memory in Personality*
  • McAdams, D.P. (2006). *The Redemptive Self: Stories Americans Live By*
  • Miller, W.R. & Rollnick, S. (2023). *Motivational Interviewing* (4th ed.)
  • Young, J.E., Klosko, J.S., & Weishaar, M.E. (2003). *Schema Therapy: A Practitioner's Guide*
  • Schwartz, S.H. (1992). Universals in the content and structure of values. *Advances in Experimental Social Psychology*
  • Haight, B.K. & Haight, B.S. (2007). *The Handbook of Structured Life Review*
  • Birren, J.E. & Cochran, K.N. (2001). *Telling the Stories of Life through Guided Autobiography Groups*
  • Pennebaker, J.W. & King, L.A. (1999). Linguistic styles: Language use as an individual difference. *Journal of Personality and Social Psychology*

平台分布

Codex

36.3%
按下载量换算113

Claude

30.73%
按下载量换算95

Cursor

19.89%
按下载量换算62

Gemini CLI

10.47%
按下载量换算32

安全审计

Gen Agent Trust Hub

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Socket

通过

Snyk

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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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