Install
$ agentstack add skill-kirillpolevoy-claude-saas-eval-skills-niche-success-scorecard ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
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Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Niche Success Scorecard — Lifestyle SaaS
Goal
Generate a quantitative score (0–100) to determine if a niche can realistically reach $1–3M ARR with a solo/duo team.
When to Use
Run this after completing a First Pass evaluation. Requires concrete data on distribution, pricing, competition, and buildability.
Scoring System
Each dimension scored 0–5, then weighted. Total = 100 points max.
1. Distribution You Can Execute Solo (35%)
| Score | Criteria | |-------|----------| | 0 | No identifiable list, channel, or inbound path | | 1 | Vague audience; would require paid ads with no proven playbook | | 2 | Audience exists but no clean list; cold outbound only | | 3 | One grindy channel that could work with sustained effort | | 4 | Clear list OR strong inbound signal, but not both | | 5 | Clean buyer list + at least one secondary channel/inbound confirmed |
Weight: 35 points (Score × 7)
2. ARPA + Path to $1–3M ARR (20%)
| Score | Criteria | |-------|----------| | 0 | Requires 5,000+ customers to hit $1M ARR | | 1 | Requires 3,000–5,000 customers | | 2 | Requires 2,000–3,000 customers | | 3 | Requires 1,000–2,000 customers | | 4 | Requires 500–1,000 customers | | 5 | Requires 200–500 customers (ARPA $150–$400/mo) |
Weight: 20 points (Score × 4)
3. Willingness to Pay / Urgency (15%)
| Score | Criteria | |-------|----------| | 0 | Pure nice-to-have; no deadline or pain driver | | 1 | Mild convenience; saves some time | | 2 | Noticeable time saver; some frustration with status quo | | 3 | Clear time/money saver; buyers actively looking for solutions | | 4 | Compliance-adjacent or tied to revenue; strong motivation | | 5 | Mandatory/deadline-driven; non-compliance = penalties or lost revenue |
Weight: 15 points (Score × 3)
4. Scope + Support Load (15%)
| Score | Criteria | |-------|----------| | 0 | Heavy integrations, multi-jurisdiction, or extreme edge cases | | 1 | Significant complexity; would need contractor help | | 2 | Buildable but will have annoying support burden | | 3 | Buildable in 6–10 weeks; moderate support expected | | 4 | Buildable in 4–6 weeks; support load manageable | | 5 | Buildable in 2–4 weeks; low support; clear scope |
Weight: 15 points (Score × 3)
5. Expandability (10%)
| Score | Criteria | |-------|----------| | 0 | Dead-end; no adjacent markets or upsells | | 1 | Theoretical expansion but unclear path | | 2 | One adjacent market or upsell tier possible | | 3 | 2–3 adjacent verticals or clear upsell path | | 4 | Strong lateral expansion (device types, states, compliance areas) | | 5 | Platform potential; multiple expansion vectors confirmed |
Weight: 10 points (Score × 2)
6. Competition / Crowding (5%)
| Score | Criteria | |-------|----------| | 0 | Funded incumbents dominate; no wedge visible | | 1 | Strong incumbents with loyal customer base | | 2 | Incumbents exist but stagnant or poorly executed | | 3 | Incumbents exist but clear wedge opportunity | | 4 | Few direct competitors; mostly generic substitutes | | 5 | Greenfield; no credible niche-specific players |
Weight: 5 points (Score × 1)
Decision Thresholds
| Score Range | Decision | Action | |-------------|----------|--------| | 80–100 | Pursue aggressively | Start validation immediately | | 65–79 | Pursue conditionally | Must clear 1–2 specific risks first | | 50–64 | Hold | Needs more research or market timing | | .md`
# Niche Success Score:
## Score Summary
| Metric | Value |
|--------|-------|
| **Total Score** | /100 |
| **Decision** | Pursue / Pursue-Conditional / Hold / Kill |
| **One-line rationale** | |
## Score Breakdown
| Dimension | Weight | Score (0–5) | Points | Notes |
|-----------|-------:|------------:|-------:|-------|
| Distribution (solo-executable) | 35 | | /35 | |
| ARPA + Path to $1–3M ARR | 20 | | /20 | |
| Willingness to Pay / Urgency | 15 | | /15 | |
| Scope + Support Load | 15 | | /15 | |
| Expandability | 10 | | /10 | |
| Competition / Crowding | 5 | | /5 | |
| **TOTAL** | 100 | — | **/100** | |
## Revenue Quality (Unweighted)
| Factor | Assessment |
|--------|------------|
| Contract structure | |
| Payment reliability | |
| Expansion revenue | |
## What Makes This Win (Top 3)
1.
2.
3.
## What Kills This (Top 3)
1.
2.
3.
## Lifestyle Math (Conservative)
| Metric | Value |
|--------|-------|
| Target ARPA | |
| Customers for $1M ARR | |
| Customers for $3M ARR | |
| Primary acquisition channel | |
| Biggest assumption | |
## Founder Fit Summary
| Question | Answer |
|----------|--------|
| Natural buyer access? | Yes / No / Partial |
| Enjoy 50+ sales calls? | Yes / No / Unsure |
| Care in 3 years? | Yes / No / Unsure |
| Ethical concerns? | None / Minor / Major |
## Defensibility Assessment
| Moat Type | Present? | Strength |
|-----------|----------|----------|
| Data/workflow lock-in | Yes/No | Weak / Moderate / Strong |
| Relationship moat | Yes/No | Weak / Moderate / Strong |
| Distribution exclusivity | Yes/No | Weak / Moderate / Strong |
| Speed moat | Yes/No | Weak / Moderate / Strong |
## Next Steps (2-Week Gate)
### Validation Interviews
- **Target:** X interviews with [buyer persona]
- **Must hear:**
- **Must NOT hear:**
### Pilot Design
- **Concierge pilot:**
- **Pricing test:**
- **Success metric:**
### Go/No-Go Criteria
- **Proceed if:**
- **Stop if:**
### Day-by-Day Plan
| Day | Activity | Deliverable |
|-----|----------|-------------|
| 1–3 | | |
| 4–7 | | |
| 8–10 | | |
| 11–14 | | |
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: kirillpolevoy
- Source: kirillpolevoy/claude-saas-eval-skills
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.