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harrylabsj

Cb Product Market Fit Validator

by haidong · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
68
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Install in OpenClaw
/install cb-product-market-fit-validator
Description
A validation framework for testing whether a product has real demand in a foreign market before heavy localization, hiring, or launch investment.
README (SKILL.md)

Cross-border Product-Market Fit Validator

Overview

A validation framework for testing whether a product has real demand in a foreign market before heavy localization, hiring, or launch investment.

This is a pure descriptive OpenClaw skill for overseas expansion planning. It provides frameworks, templates, checklists, decision criteria, and risk reminders. It does not execute code, call APIs, access the network, scrape websites, submit forms, make purchases, send messages, or perform any external action.

When to Use

Use this skill when the user needs structured help with cross-border product-market fit validator in a cross-border or international expansion context.

Typical trigger phrases include:

  • product market fit overseas
  • validate foreign market demand
  • international PMF test
  • overseas MVP validation
  • market demand experiment

Target Users

Founders, product managers, growth teams, and expansion leaders evaluating new overseas markets.

Inputs to Collect

Ask for or infer the following context before producing the final framework:

  • Target market or list of candidate markets
  • Product, service, category, or business model
  • Current business stage and domestic traction, if any
  • Target customer segment and purchase context
  • Expansion goal, timeline, budget range, and constraints
  • Existing assets such as brand story, content, team, channels, customer data, or partners
  • Known risks, assumptions, compliance concerns, and decision deadlines

If important inputs are missing, state the assumptions clearly and provide a version that can be refined later.

Workflow

  1. Map the core overseas assumptions: customer pain, urgency, willingness to pay, trust requirements, channel reachability, competitive alternatives, and operational feasibility.
  2. Choose the lowest-cost validation method for each assumption, such as interviews, concierge test, landing page, waitlist, paid traffic probe, prototype demo, or partner pilot.
  3. Define evidence quality levels so the team distinguishes compliments, clicks, deposits, repeat usage, referrals, and paid conversion.
  4. Create a validation scorecard that combines qualitative insight, behavioral evidence, acquisition cost, retention signal, and objections.
  5. Make a go, no-go, narrow, or iterate recommendation with the next test required before major investment.

Output Modules

Assumption map

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

Demand-signal ladder

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

MVP and landing-page experiment menu

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

Interview and survey guide

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

Evidence scoring rubric

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

Go/no-go decision framework

  • Purpose: turn the user's market context into a structured planning component.
  • Include: assumptions, recommended actions, decision criteria, and questions that require local validation.
  • Output style: concise tables, checklists, and bullet-point rationale rather than generic advice.

Output Format

Return a structured response with these sections:

  1. Input Summary — what the user provided and what assumptions are being made.
  2. Strategic Diagnosis — key opportunity, constraint, and uncertainty analysis for the overseas context.
  3. Framework Output — the main tables, matrices, checklists, templates, or playbooks generated by this skill.
  4. Market Adaptation Notes — what should change by region, language, channel, customer expectation, or operating model.
  5. Risks and Validation Tasks — assumptions to test, professional review needs, and red flags.
  6. Next Actions — 5–10 practical steps the user can take manually.

Example Prompts

  • Use Cross-border Product-Market Fit Validator for a consumer brand entering Germany and Japan with a limited launch budget.
  • Build a practical overseas expansion framework for our SaaS product using this context: target market, audience, product category, budget, and timeline.
  • Create a cross-border product-market fit validator for a team that has domestic traction but no local overseas team yet.
  • Help me compare two markets and produce a checklist, decision matrix, and risk notes for product market fit overseas.

Safety and Limitations

Validation frameworks reduce uncertainty but cannot guarantee product success or investment outcomes.

Additional limitations:

  • No professional legal, tax, financial, medical, employment, investment, or compliance advice.
  • No guarantee of market success, conversion improvement, legal compliance, or platform acceptance.
  • Verify local laws, platform policies, consumer expectations, and current market facts with qualified professionals and reliable sources.
  • Avoid stereotyping cultures or users; treat all cultural observations as hypotheses requiring local validation.

Acceptance Criteria

  • Lists key demand, channel, price, and trust assumptions
  • Provides low-cost validation experiments
  • Includes qualitative and quantitative evidence criteria
  • Defines go/no-go/iterate decisions
  • Warns against vanity metrics
  • Provides structured, market-aware outputs rather than generic overseas expansion advice.
  • Includes explicit assumptions, evidence gaps, and validation steps.
  • Stays pure descriptive with no code execution, API calls, browsing, network access, or external side effects.

Publishing Notes

  • Version: 1.0.0
  • Language: English
  • Type: descriptive
  • Runtime requirements: none
  • External permissions: none
Usage Guidance
This skill appears to be a safe, purely descriptive framework for cross-border product–market validation. Before installing, note: (1) it provides guidance and templates but not legal, tax, or compliance advice — consult professionals for those areas; (2) the skill currently has no code, network access, or credentials — if a future update adds an install step, downloads, or required API keys, re-evaluate before enabling; (3) the agent can invoke the skill autonomously by default (normal), so if you prefer to approve each use, restrict autonomous invocation in your agent settings.
Capability Analysis
Type: OpenClaw Skill Name: cb-product-market-fit-validator Version: 1.0.0 The skill bundle is a purely descriptive framework for business market validation and contains no executable code, API calls, or network requests. The instructions in SKILL.md and README.md are aligned with the stated purpose of providing templates and checklists for overseas expansion, with explicit safety disclaimers regarding professional advice.
Capability Tags
cryptocan-make-purchases
Capability Assessment
Purpose & Capability
Name, description, and metadata all describe a descriptive validation framework. The skill asks only for market/product context and produces frameworks, checklists, and decision criteria — nothing in the package requests unrelated resources (no env vars, binaries, or config paths).
Instruction Scope
SKILL.md explicitly instructs the agent to produce structured planning artifacts and explicitly states it will not execute code, call APIs, access the network, or perform external actions. The inputs it asks for are relevant and limited to market/product context; there are no instructions to read files, system state, or credentials.
Install Mechanism
There is no install specification and no code files; this is instruction-only, which minimizes disk/network risk. Acceptance.md also asserts the skill must be pure descriptive with no executables.
Credentials
The skill declares no required environment variables, no primary credential, and no config paths. The inputs requested in SKILL.md are user-provided context (market, product, budget), which is appropriate for the stated purpose.
Persistence & Privilege
Flags: always is false and user-invocable is true (normal). The skill does not request permanent presence or system-wide configuration, nor does it attempt to modify other skills or access unrelated credentials.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install cb-product-market-fit-validator
  3. After installation, invoke the skill by name or use /cb-product-market-fit-validator
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Cross-border Product-Market Fit Validator. - Provides a structured, descriptive framework for validating product demand in foreign markets before major investment. - Offers modules including assumption mapping, demand-signal ladder, experiment menus, interview guides, evidence scoring, and go/no-go decision tools. - Guides users with checklists and templates tailored to overseas expansion scenarios. - Frames inputs, outputs, and workflows to help founders and teams test international product-market fit. - No code, APIs, or external actions performed; purely a planning and diagnostic tool.
Metadata
Slug cb-product-market-fit-validator
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Cb Product Market Fit Validator?

A validation framework for testing whether a product has real demand in a foreign market before heavy localization, hiring, or launch investment. It is an AI Agent Skill for Claude Code / OpenClaw, with 68 downloads so far.

How do I install Cb Product Market Fit Validator?

Run "/install cb-product-market-fit-validator" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Cb Product Market Fit Validator free?

Yes, Cb Product Market Fit Validator is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Cb Product Market Fit Validator support?

Cb Product Market Fit Validator is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Cb Product Market Fit Validator?

It is built and maintained by haidong (@harrylabsj); the current version is v1.0.0.

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