Install
$ agentstack add skill-kirillpolevoy-claude-saas-eval-skills-niche-research-first-pass ✓ 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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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 Research — First Pass (Lifestyle SaaS Lens)
Goal
Evaluate whether a niche can become a $1–3M ARR lifestyle business run solo or with 1 partner.
Ideal characteristics:
- Simple product scope (v1 in 2–6 weeks)
- Short sales cycle ( 3,000 customers OR unbuildable scope
Include:
- Must-have signals to proceed
- 7-day validation plan
Output
Filename: Niche_FirstPass_.md
# Niche First Pass:
## TL;DR Verdict
- **Verdict:** Pursue / Hold / Kill
- **Why:** (3 blunt bullets)
## The Wedge
(One sentence: sellable workflow + mandatory artifact + outcome)
## Customer Profile
| Role | Description |
|------|-------------|
| Paying customer | |
| Daily user | |
| Trigger moment | |
## Workflow Today (As-Is)
1.
2.
3.
## Pain / Money Leak
- **Time waste:**
- **Errors/rejects:**
- **Compliance risk:**
- **Revenue leak:**
## Existing Solutions
### Direct Niche Tools
| Tool | Pricing | Notes |
|------|---------|-------|
| | | |
### Substitutes
-
## Distribution (Must Be Specific)
- **List source:** (actual URL/database)
- **Channel candidate:**
- **Inbound keywords:** (with volume if known)
- **Integration hook:**
- **Distribution risk:**
## Founder Fit
- [ ] Natural access to buyers
- [ ] Would enjoy 50+ sales calls with this persona
- [ ] Would care about this market in 3 years
- [ ] No ethical/personal hesitations
*Fit score: Strong / Moderate / Weak / Unknown*
## Buildability
| Factor | Assessment |
|--------|------------|
| Core v1 timeline | 2–6 weeks / 6–12 weeks / 12+ weeks |
| Regulatory buffer needed | Yes / No |
| Jurisdiction sprawl | None / Moderate / Severe |
| Edge case density | Low / Medium / High |
| Support load estimate | < 5 hrs/wk / 5–15 hrs/wk / 15+ hrs/wk |
### MVP Scope
**Must-have:**
-
**Nice-to-have:**
-
**Explicit non-goals:**
-
## Pricing
- **Recommended tiers:**
- **Expected ARPA:**
- **Why it's fair:**
## Revenue Quality
- **Contract structure:**
- **Payment behavior:**
- **Expansion path:**
## Market Size (Conservative)
- **Payers in target geography:**
- **Total US payers:**
- **Path to $1M ARR:** X customers × $Y ARPA
- **Path to $3M ARR:** X customers × $Y ARPA
- **Key assumption:**
## Defensibility
| Moat Type | Present? | Notes |
|-----------|----------|-------|
| Data/workflow lock-in | | |
| Relationship moat | | |
| Distribution exclusivity | | |
| Speed moat | | |
## Biggest Entry Risks
1.
2.
3.
## Kill Criteria
- If we don't hear X in 10 calls → kill
- If pricing won't clear $Y → kill
- If compliance/portal makes it redundant → kill
## 7-Day Validation Plan
| Day | Activity | Success Signal |
|-----|----------|----------------|
| 1 | | |
| 2–3 | | |
| 4–5 | | |
| 6–7 | | |
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.