idea-reality — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited idea-reality (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Scans existing projects across GitHub, Hacker News, npm, PyPI, and Product Hunt. Returns a reality_signal score (0-100) indicating how much prior art already exists for a given idea.
reality_signal score using log-curve continuous scoring| Mode | Sources | Weights |
|---|---|---|
quick | GitHub + HN | repos 60%, stars 20%, HN 20% |
deep | GitHub + HN + npm + PyPI + Product Hunt | repos 25%, stars 10%, HN 15%, npm 20%, PyPI 15%, PH 15% |
idea_check(idea_text="CLI tool for managing Docker containers", depth="quick")idea_check(idea_text="MCP server for stock trading memory", depth="deep")| Parameter | Type | Required | Default | Description | |
|---|---|---|---|---|---|
idea_text | str | Yes | — | Natural-language description of the idea | |
depth | `"quick" \ | "deep"` | No | "quick" | Source coverage level |
{
"reality_signal": 42,
"duplicate_likelihood": "medium",
"sub_scores": {
"competition_density": 55,
"market_maturity": 30,
"community_buzz": 20,
"ecosystem_depth_npm": 45,
"ecosystem_depth_pypi": 38,
"product_launches": 12,
"market_momentum": 65
},
"trend": "stable",
"evidence": [
{
"source": "github",
"type": "repo_count",
"query": "docker cli",
"count": 120,
"detail": "120 repos found across queries",
"queried_at": "2026-03-14T10:00:00+00:00"
}
],
"top_similars": [
{
"name": "lazydocker",
"url": "https://github.com/jesseduffield/lazydocker",
"stars": 35000,
"updated": "2026-03-10",
"description": "The lazier way to manage everything docker"
}
],
"pivot_hints": [
"Moderate competition exists. Focus on a specific use case..."
],
"meta": {
"checked_at": "2026-03-14T10:00:00+00:00",
"sources_used": ["github", "hackernews", "npm", "pypi", "producthunt"],
"depth": "deep",
"version": "0.5.0",
"keyword_source": "dictionary"
}
}| Field | Description |
|---|---|
reality_signal | 0-100. Higher = more existing competition |
duplicate_likelihood | low (<30), medium (30-60), high (>60) |
sub_scores | Per-source breakdown. npm/pypi/product_launches are null in quick mode |
trend | accelerating, stable, or declining based on recent activity ratios |
top_similars | Existing projects found, filtered for relevance. Prefixed with npm:, pypi:, ph: for non-GitHub sources |
pivot_hints | 3 actionable suggestions based on competition level |
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.