Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add kirillpolevoy/claude-saas-eval-skills --skill niche-success-scorecardgit clone --depth 1 https://github.com/kirillpolevoy/claude-saas-eval-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kirillpolevoy/claude-saas-eval-skills/niche-success-scorecard)<a href="https://agentmods.dev/skills/kirillpolevoy/claude-saas-eval-skills/niche-success-scorecard"><img src="https://agentmods.dev/badge/skills/kirillpolevoy/claude-saas-eval-skills/niche-success-scorecard/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kirillpolevoy/claude-saas-eval-skills/niche-success-scorecard"><img src="https://agentmods.dev/badge/skills/kirillpolevoy/claude-saas-eval-skills/niche-success-scorecard.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00095 | $0.01765 |
| Opus 5 | $0.00048 | $0.00882 |
| Sonnet 5 | $0.00019 | $0.00353 |
| Haiku 4.5 | $0.00010 | $0.00177 |
Grade A, and why
niche-success-scorecard scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 240 lines — stays where its author put it; the contents beside it link to each section on GitHub.
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 |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 240 lines · 95 tokens per session scan A 9a6272b60c23
niche-success-scorecard is a skill published in the GitHub repository kirillpolevoy/claude-saas-eval-skills (2 stars, last pushed 7mo ago), licensed MIT. It adds 95 tokens to every session and 1,765 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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