gap-analysis

📁 jkappers/agent-skills 📅 Jan 28, 2026
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安装命令
npx skills add https://github.com/jkappers/agent-skills --skill gap-analysis

Agent 安装分布

opencode 1
cursor 1
github-copilot 1
claude-code 1

Skill 文档

Gap Analysis

Evaluate product and feature ideas using structured frameworks. Produce actionable recommendations with evidence.

1. Gather Context

Collect before proceeding. Do not analyze with incomplete information.

Input Required Information
Idea Problem solved, proposed solution
Users Target segment, estimated count, current behavior
Alternatives Existing solutions, workarounds, competitors
Success criteria Measurable outcomes defining success
Constraints Budget, timeline, team capabilities, technology limits

Ask clarifying questions for any missing inputs.

2. DVFI Assessment

Score each dimension 1-5. Require evidence for each score.

Dimension Core Question Evidence Sources
Desirability Do users want this? Problem frequency, pain severity, active solution-seeking, willingness to pay
Viability Does the business case work? Unit economics (LTV:CAC ≥3:1), margin structure, strategic alignment
Feasibility Can the team build this? Technical capability, resource availability, timeline realism
Integrity Should this exist? Ethics, regulatory compliance, societal impact, brand risk

Scoring Scale

Score Criteria
5 Strong evidence, low risk, clear path forward
4 Solid evidence, minor concerns with known mitigations
3 Mixed signals, material uncertainties requiring validation
2 Weak evidence, significant concerns, major unknowns
1 Red flags, likely blockers, insufficient evidence to proceed

3. Deep-Dive Triggers

Apply additional frameworks when DVFI scores indicate risk.

Condition Action Reference
Desirability < 4 Run validation methods (MVP types, interviews, JTBD) references/validation.md
Feasibility < 4 Apply TELOS framework (Technical, Economic, Legal, Operational, Schedule) references/feasibility.md
Viability < 4 Calculate TAM/SAM/SOM with bottom-up validation references/market-sizing.md

4. Risk Assessment

Calculate: Risk Score = Likelihood (1-5) × Impact (1-5)

Score Level Required Action
1-4 Low Document and monitor
5-12 Medium Define mitigation plan before proceeding
13-25 High Resolve or accept at executive level before proceeding

Evaluate risks in each category: Market, Technical, Financial, Operational, Legal/Regulatory, Competitive.

5. Prioritization

Use when comparing multiple opportunities. Default to RICE scoring.

RICE = (Reach × Impact × Confidence) / Effort

Factor Definition Values
Reach Users affected per quarter Actual count
Impact Effect magnitude 3=Massive, 2=High, 1=Medium, 0.5=Low, 0.25=Minimal
Confidence Estimate certainty 100%=High, 80%=Medium, 50%=Low
Effort Work required Person-months

For alternative frameworks (ICE, Kano, MoSCoW), see references/prioritization.md.

6. Competitive Analysis

Include when competitors exist in the space.

Gap Type Definition Strategic Implication
Advantage We lead Defend and extend
Parity Competitors have, we lack Close gap to compete
Opportunity No one has First-mover potential
Investment Requires major effort Evaluate ROI carefully

Map features using: ● Full support, ◐ Partial, ○ None

7. Recommendation

Conclude with one of four verdicts.

Verdict Criteria Next Action
GO All DVFI ≥ 4, no high risks Proceed to implementation planning
CONDITIONAL GO Mixed scores with addressable gaps Proceed after specified conditions met
PIVOT Core value exists, current approach flawed Redesign with specific changes
NO GO Blockers in ≥2 dimensions or unmitigable high risk Archive learnings, do not proceed

Every recommendation includes:

  • Key findings summary (3-5 bullets)
  • Critical assumptions that must hold true
  • Specific next steps with owners
  • Success metrics to track post-launch

Output Format

## Gap Analysis: [Idea Name]

### Executive Summary
[Verdict] - [2-sentence rationale with key evidence]

### DVFI Assessment
| Dimension | Score | Evidence | Concerns |
|-----------|-------|----------|----------|
| Desirability | X/5 | [specific data points] | [or "None"] |
| Viability | X/5 | [specific data points] | [or "None"] |
| Feasibility | X/5 | [specific data points] | [or "None"] |
| Integrity | X/5 | [specific data points] | [or "None"] |

### Key Risks
| Risk | Score | Mitigation |
|------|-------|------------|
| [Risk 1] | L×I=X | [Specific action] |

### Competitive Position
[Include only if competitors exist]

### Recommendation
**[GO / CONDITIONAL GO / PIVOT / NO GO]**

Conditions (if applicable): [specific requirements]

### Next Steps
1. [Action] - Owner: [name] - By: [date/milestone]

Reference Thresholds

Product-Market Fit

Metric Pass Threshold
Sean Ellis Test ≥40% “very disappointed”
LTV:CAC ratio ≥3:1
DAU/MAU (SaaS) ≥20%
NPS ≥30 (acceptable), ≥50 (strong)

Validation Tests

Method Pass Threshold
Landing page signup ≥10% conversion
Pre-order/deposit ≥5% conversion
User interviews 8/10 express strong intent
Fake door test ≥3x baseline CTR

Failure Pattern Data (CB Insights)

Cause Frequency
No market need 42%
Lack of product-market fit 34%
Overall new product failure rate 70-80%