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Agent Skill · 研究检索

bookforge-scarcity-framing-strategist(Bookforge 稀缺框架策略师)

bookforge-scarcity-framing-strategist 用于查找、检索和筛选相关信息,适合在 OpenClaw 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。

bookforge-scarcity-framing-strategist 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为调用外部服务;许可证为 MIT-0,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 31,884。

总安装 2,619周安装 107GitHub Stars 公开资料未说明下载 839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
MIT-0
版本
1.0.0

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:bookforge-scarcity-framing-strategist(Bookforge 稀缺框架策略师)
来源仓库:https://github.com/quochungto/bookforge-scarcity-framing-strategist
安装命令:
openclaw skills install bookforge-scarcity-framing-strategist
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 OpenClaw 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。

ClawHubOpenClaw
openclaw skills install bookforge-scarcity-framing-strategist

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。

用于查找、检索和筛选相关信息,适合在 OpenClaw 中快速定位候选结果。适用于设计或评估报价的稀缺性消息传递,确保道德使用紧迫性策略。可结合来源仓库和原始 README 核验具体用法,辅助优化营销文案。安装前需确认权限范围、维护状态,注意是否会触发联网、命令执行或文件读写。

建议在使用前评估技能的实际输出边界,避免依赖其直接决策。

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 OpenClaw;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 openclaw skills install bookforge-scarcity-framing-strategist;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

    它需要调用外部服务,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

bookforge-scarcity-framing-strategist 怎么安装?

在终端执行 openclaw skills install bookforge-scarcity-framing-strategist。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

bookforge-scarcity-framing-strategist 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。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。

bookforge-scarcity-framing-strategist 需要什么权限?

权限级别是调用外部服务。该 Skill 可能调用第三方服务、云服务或外部模型 API,使用前需要确认账号、额度、数据发送范围和服务条款。

bookforge-scarcity-framing-strategist 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

bookforge-scarcity-framing-strategist 用的人多吗?

公开数据是累计安装 2,619 次,近一周安装 107 次,下载 839 次。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。

bookforge-scarcity-framing-strategist 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

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 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 OpenClaw,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。
  • 需要许可证清楚、并且有第三方扫描结果的团队项目。

不太适合

  • 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
bookforge-scarcity-framing-strategist

Bookforge 稀缺框架策略师 · 本页

2,619—调用外部服务MIT-0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

name
scarcity-framing-strategist
description
>
version
1.0.0
homepage
https://github.com/bookforge-ai/bookforge-skills/tree/main/books/influence-psychology-of-persuasion/skills/scarcity-framing-strategist
metadata
{"openclaw":{"emoji":"📚","homepage":"https://github.com/bookforge-ai/bookforge-skills"}}
status
draft
source-books
title
Influence: The Psychology of Persuasion
authors
["Robert B. Cialdini"]
chapters
[7]
pages
178-203
tags
depends-on
[]
execution
tier
1
mode
hybrid
inputs
description
Pricing page, promotional copy, product listing, campaign brief, or offer description to analyze or create
tools-required
[Read, Write]
tools-optional
[]
mcps-required
[]
environment
Any agent environment. Works with document context (pricing pages, ad copy, promotional materials) or direct user description.
tags
[marketing-psychology]

Scarcity Framing Strategist

When to Use

You are in one of two modes:

APPLICATION mode: The user wants to add, strengthen, or audit scarcity framing in an offer, product launch, promotional campaign, pricing page, or marketing message. They have something to sell and want to increase urgency or desire.

DEFENSE mode: The user feels pressure to buy something and wants to evaluate whether the scarcity is genuine — or needs to understand how scarcity is being used against them.

Before starting, determine the mode. If the user provides copy or a brief, default to APPLICATION. If they describe a situation where they feel rushed to decide, default to DEFENSE.

Preconditions for APPLICATION mode:

  • An offer or product exists (even conceptually)
  • The user can describe who the audience is and what action they want that audience to take
  • An ethical check must pass before any scarcity framing is deployed (Step 6)

Context

Required Context (must have before proceeding)

  • What is being offered: Product, service, content, or access. The nature of the offer determines which scarcity types are plausible.

→ Check prompt or attached documents for: product name, offer description, pricing page → If missing, ask: "What is the product or offer you want to apply scarcity framing to?"

  • The desired audience action: Purchase, sign-up, upgrade, download, claim, register.

→ Check for: call-to-action text, conversion goal, campaign objective → If missing, ask: "What specific action do you want the audience to take?"

  • Is the scarcity real or can it be made real: This affects ethical integrity and legal compliance.

→ If the user says "just make it sound scarce" without a real constraint → the ethical check in Step 6 must resolve this before proceeding

Observable Context (gather from environment if available)

  • Existing copy or page: If a document is provided, read it to understand the current messaging, tone, and any existing urgency signals

→ Look for: countdown timers, "only X left" text, "offer ends" language, waitlist mentions → If none found: note that scarcity signals are absent (this is your baseline)

  • Product category context: Physical product (genuine inventory), digital product (artificial scarcity only), subscription (deadline-driven), event (natural deadline)

→ Infer from product description — this determines which scarcity types are credible

Default Assumptions

  • If no audience is specified → assume general consumer audience, moderately skeptical
  • If no existing copy is provided → work from the user's verbal description
  • If scarcity type is not specified → proceed through the classification steps to identify the most appropriate type

Process

Step 1: Classify the Scarcity by Mechanism

ACTION: Identify which of the three mechanism types applies to this offer. More than one can apply simultaneously.

WHY: Each mechanism type works through a different psychological lever. Mismatching the mechanism to the message creates cognitive dissonance (e.g., claiming a "limited number" for a digital download is transparent and damages trust). Getting the mechanism right makes the framing credible and therefore effective.

The three types by mechanism:

  1. Limited number — A finite supply exists or can be created. The offer ends when units run out.

- Natural fit: physical products, seats at an event, slots in a cohort, beta invites, consultation spots - Signal phrases: "only N left," "fewer than X remain," "selling out fast," stock indicators, progress bars

  1. Deadline — Access to the offer ends at a specific time, regardless of remaining inventory.

- Natural fit: promotional pricing, early-bird discounts, enrollment windows, seasonal sales, launch offers - Signal phrases: "offer ends [date/time]," "expires tonight," "closes Friday," countdown timers

  1. Exclusive information — The offer or the knowledge that this opportunity exists is not publicly available. The audience has access to information others do not.

- Natural fit: subscriber-only deals, early access, private beta, insider pricing, pre-announcement access - Signal phrases: "only for members," "not publicly advertised," "exclusive to this list," "available before the public launch" - This is the most powerful amplifier (see the Double Whammy in Step 3)

IF multiple types apply → proceed through all three; they stack

IF none apply naturally → assess whether any can be legitimately created (limited cohort size, an enrollment deadline, a subscriber-exclusive pricing window)

Step 2: Classify the Scarcity by Origin

ACTION: Determine how this scarcity came to be. The origin changes the psychological potency and the credibility of the signal.

WHY: Research using cookie studies (Worchel et al.) established a clear hierarchy of emotional impact by origin. The goal is to match the copy to whichever origin type is most credible for this offer — and to frame the messaging to activate the highest-potency origin type possible.

The three types by origin, in ascending order of potency:

Origin TypeWhat It IsRelative EffectExample
Constant scarcityAlways been rare; no change in availabilityModerate"We only ever produce 100 of these per year"
Newly scarcePreviously abundant, now limited — a transition just occurredStronger"We're reducing our cohort from 500 to 50 starting next cycle"
Demand-driven scarcityScarce because others want it — social competition is activeStrongest"We only have 12 spots left because 340 people applied this week"

The key insight: loss from abundance produces stronger reactance than deprivation from birth. A product that just became harder to get triggers more desire than one that has always been hard to get. And when others are competing for the same resource, the competitive element adds a second layer of urgency beyond the scarcity itself.

IF newly scarce is genuine → lead with the before/after transition: "We used to offer this to everyone — starting [date] we're limiting it to [constraint]"

IF demand-driven is genuine → make the competition visible: show application counts, waitlist numbers, or simultaneous interest signals

Step 3: Stack the Optimal Conditions (The Double Whammy)

ACTION: Evaluate whether the offer qualifies for the highest-potency stacking formula. Apply as many amplifiers as are credible for this specific offer.

WHY: A beef import study (Cialdini, Chapter 7) demonstrated that scarcity signals compound rather than simply add. Standard pitch: baseline. Adding future scarcity information: 2x purchase rate. Adding that the scarcity information is itself exclusive (not publicly available): 6x purchase rate. The mechanism is double reactance — the audience is reacting to the scarcity of the product AND the scarcity of the information about the scarcity.

The Double Whammy formula requires two simultaneous conditions:

  1. The product/offer is (or will become) scarce
  2. The knowledge of that scarcity is itself not widely available — the audience is receiving insider information

Optimal conditions hierarchy (apply all that are true):

  • Condition 1 — Newly scarce: The availability is changing, not static. Frame the before/after.
  • Condition 2 — Demand-driven: Others are competing for the same resource. Show the competition.
  • Condition 3 — Exclusive information: The audience knows about this before the general public. They have insider access to the scarcity signal itself.

The maximum-potency message stacks all three: "We're moving to an application-only model starting next month [newly scarce]. We already have 200 applicants for 20 spots [demand-driven]. I'm telling you this before we announce it publicly [exclusive information]."

IF only one condition applies → use it honestly; do not fabricate the others IF two conditions apply → stack them; the compounding effect still applies IF all three apply → use the full Double Whammy framing

For the full evidence base and message templates by condition combination, see references/optimal-conditions-evidence.md.

Step 4: Add the Competition Amplifier (if applicable)

ACTION: Assess whether direct, visible competition for the resource can be legitimately introduced or surfaced.

WHY: Research on demand-driven scarcity (Worchel cookie study) found that cookies made scarce through social demand were rated most desirable of all — more than constant scarcity or newly scarce. This is the competition amplifier: the feeling of being in direct competition for a limited resource has physically motivating properties. The Poseidon Adventure auction (CBS, 1973) demonstrates the extreme version: Barry Diller paid $3.3 million for a single TV showing — exceeding the previous record of $2 million — because an open competitive bidding format created genuine rivalry among ABC, CBS, and NBC. Robert Wood (CBS) admitted: "Logic goes right out the window." Buyers at bargain sales exhibit the same pattern — they scramble for merchandise they would otherwise disdain.

The competition amplifier works when:

  • Multiple parties can be shown to want the same resource
  • The competition is real (visible) or can be made real (simultaneous interest)
  • The audience is aware they could lose to a competitor

Tactics for surfacing real competition:

  • Show live or recent demand signals: "X people are viewing this right now," application counts, waitlist size
  • Disclose competing bids or interest: "We've had 3 other inquiries about this slot"
  • Use simultaneous appointment scheduling (multiple prospects aware of each other's interest)
  • Real-time inventory depletion indicators

Ethical constraint: Competition must be real or genuinely inferable. Fabricating competing bids or false "X people viewing" numbers is deceptive and legally risky.

IF competition signals are available and real → surface them explicitly IF not applicable (no competition exists) → skip; do not fabricate

Step 5: Write the Scarcity Framing

ACTION: Draft the scarcity-framed message, signal, or copy using the classification outputs from Steps 1-4.

WHY: The specific wording determines whether the scarcity is perceived as credible and relevant or as a manipulative tactic. Credibility comes from specificity (exact numbers, specific dates, named reasons), from the framing matching the mechanism type, and from the origin story being coherent. Vague scarcity ("limited availability!") is less effective than specific scarcity ("We have 7 spots remaining in the April cohort; 340 people applied for the last one").

Message construction principles:

  1. Name the specific constraint. "Only 5 left" beats "limited stock." "Enrollment closes March 31" beats "limited time."
  2. Give the constraint a reason. Unexplained scarcity feels manufactured. "We cap cohort size at 20 to maintain the live-session quality" is more credible than "only 20 spots."
  3. For newly scarce: state the before/after explicitly. Show that something changed.
  4. For demand-driven: show the evidence of demand. Numbers, rates, or named competitors.
  5. For exclusive information: open with the insider framing before disclosing the scarcity. "Before this goes public..." or "I'm sharing this with [segment] first..."
  6. Match the message register to the channel. A countdown timer on a pricing page, "Only 3 left" on a product listing, and a plain-text email saying "I wanted to reach out before we open this publicly" are all valid implementations — the format varies but the structure holds.

Step 6: Run the Ethical Check

ACTION: Before finalizing any scarcity framing, verify that it meets the ethical threshold. This step is mandatory and blocks deployment if it fails.

WHY: Psychological reactance is a genuine cognitive mechanism — it bypasses rational deliberation. Deliberately triggering it with false signals causes real harm to the people on the receiving end (they make decisions they would not otherwise make, often at cost to themselves). The boiler-room scam in Chapter 7 (Daniel Gulban case) shows the extreme: manufactured scarcity and deadline pressure caused an 81-year-old retiree to wire $18,000 to fraudsters. Beyond harm: false scarcity is legally actionable in most jurisdictions (FTC guidelines, consumer protection laws), and when detected it permanently destroys credibility.

Ethical check — all three must pass:

  1. Is the scarcity constraint real? The limited number, deadline, or exclusive information must actually exist. If the deadline resets, if there is no actual inventory limit, if the "exclusive" information is published elsewhere — it fails this check.
  1. Would the audience agree this is a fair constraint? "We cap group sizes for quality" is fair. "We're shutting down the page at midnight but it will be back tomorrow" is manufactured. Ask: if the audience knew the full truth, would they feel they were being given an honest signal or deceived?
  1. Is the offer itself genuinely valuable? Scarcity framing should amplify a real offer, not dress up a bad one. If the product is only desirable because it seems scarce — and would be worthless if freely available — that is a signal the offer itself needs work, not the framing.

IF any check fails → do not deploy the scarcity framing as written. Return to Steps 1-5 and find a legitimate constraint or restructure the offer until one exists.

IF the user asks to fabricate scarcity → explain the harm mechanism (reactance bypasses rational choice), the legal risk (FTC/consumer protection), and the trust destruction risk, then offer to help design a legitimate constraint instead.

Step 7: Defense Protocol — Two-Stage Arousal Check

ACTION: When the user (or when the output will be read by someone) needs to evaluate scarcity pressure being applied to them, run the two-stage defense.

WHY: Scarcity triggers a physical arousal response — blood pressure rises, focus narrows, cognitive processes narrow, emotions intensify. Robert Wood's "logic goes right out the window" quote captures this precisely. The arousal itself is the problem: it is designed to prevent rational evaluation. A person who knows about the scarcity principle is not protected from it by that knowledge alone, because the arousal suppresses the cognitive faculties that would apply that knowledge. The defense must therefore use the arousal itself as a signal, rather than trying to reason through it.

Stage 1 — Use arousal as a warning signal, not a decision driver:

  • When you feel urgency, time pressure, or competitive anxiety about an opportunity → stop. This sensation is physiological data, not information about the offer's value.
  • The rising sense of "I need to act now before I lose it" is the signal TO PAUSE, not to proceed.
  • Ask: "Would I have wanted this before I learned it was scarce?" If the answer is no — the scarcity created the desire, not the underlying offer.

Stage 2 — Ask the utility question:

  • "Do I want this thing for its utility (to use it, experience it, benefit from it) — or for possession (to have it, to not lose it to someone else)?"
  • If the answer is utility → scarcity is relevant information. Use the limited availability to calibrate how much you'd pay and decide based on that.
  • If the answer is possession → the scarcity signal is the entire source of desire. The scarce cookies in the research tasted no better than the abundant ones. Scarce things do not function better, taste better, or provide more value because of their limited availability.

KEY INSIGHT: The joy is in experiencing a scarce commodity — not merely possessing it. If you want to consume it, scarcity tells you something real about price. If you want to own it, scarcity has hijacked your desire.

Inputs

  • An offer, product, or campaign to apply scarcity framing to (from user or provided documents)
  • Alternatively: a compliance situation the user is evaluating (for defense mode)

Outputs

APPLICATION mode produces:

  • Scarcity type classification (by mechanism and by origin)
  • Optimal conditions assessment (which of the three amplifiers apply)
  • Competition amplifier recommendation (if applicable)
  • Drafted scarcity-framed copy or messaging
  • Ethical check result (pass/fail with reasoning)

DEFENSE mode produces:

  • Analysis of scarcity type being applied (mechanism and origin)
  • Assessment of whether the scarcity is genuine or manufactured
  • Two-stage arousal check walkthrough
  • Recommendation: proceed, pause, or decline

Key Principles

  • Specificity creates credibility — "Only 5 left" is verifiable. "Limited availability" is not. Specific numbers, dates, and reasons make scarcity feel real rather than manufactured. Vague urgency signals that the scarcity is tactical rather than genuine, and skeptical audiences dismiss it.
  • Origin determines potency — Newly scarce beats constantly scarce; demand-driven beats newly scarce. The reason is psychological reactance: people react most strongly to freedoms they had and are losing, not freedoms they never had. Frame scarcity around transitions and competition, not around static limitation.
  • Exclusive information compounds scarcity — The Double Whammy works because it creates reactance on two levels simultaneously: the audience wants the scarce product AND they want to act on exclusive information before it becomes public. This 6x multiplier is available only when the scarcity signal itself is not widely distributed.
  • Arousal is a symptom, not a directive — The physical urgency that scarcity produces is a compliance mechanism, not useful information about an offer's value. For ethical application: be aware that you are triggering this mechanism. For defense: treat the arousal as a warning to pause, not a reason to act.
  • Established freedoms produce stronger reactance than never-held ones — (Brehm's reactance theory.) This is why taking away something previously available always outperforms announcing limited availability on something new. Structure offers to create and then constrain access, rather than simply announcing scarcity from the start.
  • The ethical floor is non-negotiable — False scarcity is both harmful (bypasses rational choice in the audience) and self-defeating (once detected, it permanently destroys trust and triggers the backlash effect — audiences react against the persuader, not just the tactic).

Examples

Scenario: SaaS product adding urgency to annual plan page Trigger: "Our annual plan page converts poorly. Can we add some urgency?" Process: Read pricing page — no scarcity signals present. Classified as deadline type (annual pricing can have an enrollment window) + potentially demand-driven (if waitlist or usage data exists). Checked: company confirmed they renew annual pricing annually in January. Created a legitimate deadline constraint: annual pricing closes for new subscribers at end of Q1. Surfaced demand signal: "2,400 teams upgraded last January." Ethical check: passed (deadline is real, demand data is real). Drafted copy: "Annual pricing is available through March 31. 2,400 teams locked in last January — this cohort closes in [X days]." Output: Two-sentence urgency block with countdown to March 31. Mechanism: deadline. Origin: newly scarce (the window is closing). Effect: genuine deadline + demand evidence, no fabrication.

Scenario: E-commerce product with genuine low stock Trigger: "We have 8 units left of a popular jacket. What's the best way to communicate this?" Process: Mechanism type: limited number (genuine). Origin type: demand-driven (sold down from abundant to scarce because customers bought it). Optimal conditions: newly scarce (transition from full stock) + demand-driven (sold because others wanted it). Competition amplifier: show sales velocity. Ethical check: passed (8 units is real). Drafted: "Only 8 left — this jacket sold out completely last season. 47 people purchased in the last 7 days." Output: Product listing badge + short copy block. Stacks newly scarce + demand-driven + specific number. Does not fabricate. The copy explains WHY it is scarce (others bought it), which activates the competition frame.

Scenario: User evaluating a high-pressure sales call Trigger: "A consultant told me their rate goes up 40% next week and there's only one spot left in their retainer. I feel like I need to decide today. Should I?" Process: Defense mode. Classified: mechanism = limited number + deadline (simultaneous). Origin = constant or possibly manufactured. Ran Stage 1: identified the physical urgency as a warning signal — the user is experiencing arousal-driven pressure. Ran Stage 2: user described wanting the consulting engagement for the utility (business outcomes), not possession. Key question: "Was this consultant someone you wanted to hire before you learned about the price increase and the one slot?" User: "Not really — I found them through a referral and had one intro call." Assessment: the scarcity framing was the primary driver of desire, not the underlying value. Output: Recommendation to pause, request written details, and evaluate the consultant's track record against alternatives before the artificial deadline. Noted: legitimate consultants with genuine demand do fill up — the test is whether the value case holds independent of the urgency.

References

License

This skill is licensed under CC-BY-SA-4.0. Source: BookForge — Influence: The Psychology of Persuasion by Robert B. Cialdini.

Related BookForge Skills

This skill is standalone. Browse more BookForge skills: bookforge-skills

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