Agent skill

Elicitation

by LeoYeAI in LeoYeAI/openclaw-master-skills

Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework).

MITAuto-check passedProduct & Project Management

Install Elicitation

skills CLI
$ npx skills add LeoYeAI/openclaw-master-skills --skill elicitation -a claude-code

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

GitHub CLI
$ gh skill install LeoYeAI/openclaw-master-skills elicitation --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/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/elicitation .claude/skills/elicitation && 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
elicitation
GitHub stars
2.2k
Token cost
~4.4k tokens
SKILL.md length
2,186 words
Files
9
Skills in repo
1,235
Repo updated
First seen
Licence
MIT

At a glance

Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework).

  • Works in 3 steps: Autobiographical Memory Research → Narrative Identity Theory → Motivational Interviewing
  • Understand someones core values and motivations
  • SKILL.md covers Goal, Core Principle, Three Research Traditions and Self-Defining Memories, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Elicitation is an agent skill from LeoYeAI/openclaw-master-skills. Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework). Use when you need to: (1) understand someone's core values and motivations, (2) discover formative memories and life-defining experiences, (3) detect emotional schemas and belief patterns, (4) build psychological profiles through gradual disclosure, (5) conduct user interviews that reveal deep insights, (6) design…

Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files (for example `_meta.json`, `language-inference.md` and `motivational-interviewing.md`).

It sits in Product & Project Management, covering User research. The repository describes itself as: 🧠 Curated collection of 1209+ best OpenClaw skills — weekly updated by MyClaw.ai. The licence is MIT.

When your agent uses it

  • Understand someones core values and motivations
  • Discover formative memories and life-defining experiences
  • Detect emotional schemas and belief patterns
  • Build psychological profiles through gradual disclosure

Example prompts

  • “/elicitation”

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Autobiographical Memory Research
  2. Narrative Identity Theory
  3. Motivational Interviewing

What it can do on your machine

Read from SKILL.md and the folder at commit e5199b5. 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

Elicitation loads about 4.4k tokens when it runs. Until then it costs about 174 tokens; SKILL.md has 2,186 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~174
When it runs · the whole SKILL.md, loaded when a task matches
~4.4k

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 LeoYeAI/openclaw-master-skills at commit e5199b5, republished under its MIT licence (© LeoYeAI). 2,186 words, ~4,444 tokens.

Download SKILL.mdSave it as .claude/skills/elicitation/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.
name
elicitation
description
Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework). Use when you need to: (1) understand someone's core values and motivations, (2) discover formative memories and life-defining experiences, (3) detect emotional schemas and belief patterns, (4) build psychological profiles through gradual disclosure, (5) conduct user interviews that reveal deep insights, (6) design conversational flows for personal discovery, (7) identify identity themes like redemption and contamination narratives, (8) elicit authentic self-disclosure without interrogation.
license
MIT
metadata.author
tasteray
metadata.version
1.0

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


Show full SKILL.md (898 more words)Show less

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

© LeoYeAI, 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 8 other files in skills/elicitation of LeoYeAI/openclaw-master-skills.

  • SKILL.md
  • _meta.json
  • language-inference.md
  • motivational-interviewing.md
  • narrative-identity.md
  • question-sequences.md
  • schema-detection.md
  • self-defining-memories.md
  • values-elicitation.md

Open the folder on GitHubat commit e5199b5

Compare with similar skills

Elicitation 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.

Elicitation compared with similar skills
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Fable DomainSahir619/fable-method2.3k—~2.6kAutomated safety check: PassMIT
Produck Feedback To Buildtryproduck/produck-skills510—~1kAutomated safety check: PassApache-2.0
Customer InterviewsRefoundAI/lenny-skills1.4k—~1.7kAutomated safety check: PassMIT
Product Discovery Brief Builderopen-mercato/skills231—~3kAutomated safety check: PassMIT

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Questions about Elicitation

What does Elicitation do?

Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework). Elicitation is an agent skill from LeoYeAI/openclaw-master-skills. Psychological profiling through natural conversation using narrative identity research (McAdams), self-defining memory elicitation (Singer), and Motivational Interviewing (OARS framework).

When should I use Elicitation?

Elicitation fits situations like: understand someones core values and motivations; discover formative memories and life-defining experiences; detect emotional schemas and belief patterns; build psychological profiles through gradual disclosure.

How do I install Elicitation in Claude Code?

Run `npx skills add LeoYeAI/openclaw-master-skills --skill elicitation -a claude-code`. Or copy the skill folder (skills/elicitation in LeoYeAI/openclaw-master-skills) into .claude/skills/elicitation in your project. Claude Code loads it when a task matches its description.

How do I install Elicitation in Codex?

Run `npx skills add LeoYeAI/openclaw-master-skills --skill elicitation -a codex`. Or copy the skill folder (skills/elicitation in LeoYeAI/openclaw-master-skills) into .agents/skills/elicitation in your project. Codex loads it when a task matches its description.

Can I use Elicitation 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 LeoYeAI/openclaw-master-skills --skill elicitation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/elicitation, .gemini/skills/elicitation, .github/skills/elicitation and .opencode/skills/elicitation in your project.

What does Elicitation need to run?

SKILL.md names no scripts, command-line tools or credentials: Elicitation is instructions for the agent only.

Does Elicitation 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 Elicitation 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 Elicitation use?

Elicitation 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 Elicitation use?

About 4.4k tokens (SKILL.md is roughly 18k 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 Elicitation?

Skills that share tags, products or a category with Elicitation: User Research Cookiy (cookiy-ai/user-research-skill, 1.6k stars), Fable Domain (Sahir619/fable-method, 2.3k stars), Produck Feedback To Build (tryproduck/produck-skills, 510 stars) and Customer Interviews (RefoundAI/lenny-skills, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Elicitation?

LeoYeAI (a GitHub user) maintains it in LeoYeAI/openclaw-master-skills, which has 2,160 GitHub stars. The repository holds 1,235 skills in this directory. The repository was last updated on July 20, 2026.

Source: LeoYeAI/openclaw-master-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.