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website-analyzer

Analyze a website's UI/UX, category, style, performance, surface security, and SEO; emit structured JSON. Use for URL audits or website-cloner input. Don't use for penetration tests, full SEO audits, or App Store ASO.

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安装方式

命令行安装

在项目根目录执行以下命令,完成 Skill 安装。

npx bzskills add luongnv89/skills --skill website-analyzer

skill.md

name: website-analyzer
description: Analyze a website's UI/UX, category, style, performance, surface security, and SEO; emit structured JSON. Use for URL audits or website-cloner input. Don't use for penetration tests, full SEO audits, or App Store ASO.
license: MIT
effort: high
metadata:
    version: 1.5.0
    author: "Luong NGUYEN <luongnv89@gmail.com>"

Website Analyzer

Analyzes any website URL across 6 dimensions and produces structured JSON output for downstream skills in the website-cloner suite.

When to Use

Trigger when the user asks to:

  • Analyze, audit, or scan a website
  • Get a performance, SEO, security, or UI/UX assessment of a URL
  • Understand a website's structure, style, or category

Do not use for full penetration testing, deep security audits, or App Store ASO.

Prerequisites

  1. Require a valid http:// or https:// URL and an output path or stdout destination.
  2. Confirm page-fetch access is available; never bypass authentication, paywalls, or bot protections.
  3. When an output path is supplied, validate that its directory exists and is writable; skip this check for stdout.
  4. If any prerequisite fails, return a descriptive error with the failing input and corrective action.

Repo Sync Before Edits (mandatory)

When an output path is supplied and it lives inside a git worktree, sync before writing the analysis to avoid clobbering remote work:

branch="$(git rev-parse --abbrev-ref HEAD)"
git fetch origin
git pull --rebase origin "$branch"

If the working tree is dirty: stash → sync → pop. If origin is missing or a conflict occurs: stop and ask the user. Skip this section when writing to stdout or to a path outside any git repository.

Workflow

1. Fetch page content via WebFetch
2. Extract HTML structure, metadata, headings, links, images, scripts
3. Estimate performance metrics (LCP, CLS, TTFB, page weight, request count)
4. Run surface-level security checks
5. Score SEO across 5 weighted dimensions
6. Classify UI/UX layout, category, and style
7. Output structured JSON

Output

Produce structured JSON at the requested output path (or stdout):

{
  "url": "https://example.com",
  "timestamp": "2026-05-07T12:00:00Z",
  "ui_ux": {
    "layout": "single-column | two-column | grid | ...",
    "visual_hierarchy": "what draws attention first",
    "components": ["nav", "hero", "cta", "footer", ...],
    "responsive": "desktop-first | mobile-first | adaptive | unknown",
    "friction_points": ["slow nav", "missing CTA", ...]
  },
  "category": "saas-landing | portfolio | e-commerce | blog | docs | dashboard | ...",
  "category_confidence": 0.9,
  "style": {
    "typography": "brief description",
    "palette": ["#hex", ...],
    "spacing": "compact | comfortable | spacious",
    "motion": "minimal | moderate | heavy",
    "aesthetic": "vibe description"
  },
  "performance": {
    "lcp_estimate_seconds": 2.5,
    "cls_estimate": 0.05,
    "ttfb_estimate_seconds": 0.3,
    "total_page_weight_kb": 1200,
    "request_count": 45,
    "notes": "estimated from static analysis"
  },
  "security": {
    "https": true,
    "mixed_content": false,
    "security_headers": ["strict-transport-security", ...],
    "exposed_metadata": [],
    "note": "Surface-level check only. Not a full security audit."
  },
  "seo": {
    "score": 72,
    "status": "PASS | PARTIAL",
    "availability": "available | partial | unavailable",
    "reason": null,
    "title_tag": "present | missing | duplicate",
    "meta_description": "present | missing | too-short",
    "heading_structure": "h1:N h2:N ...",
    "alt_text_coverage": 0.85,
    "structured_data": "present | missing",
    "canonical_url": "present | missing",
    "robots_sitemap": "robots=ok | sitemap=found | ...",
    "dimension_scores": {
      "meta_tags": 80,
      "heading_structure": 60,
      "image_alt_text": 90,
      "structured_data": 50,
      "crawlability": 75
    }
  }
}

Step 1: Fetch the Page

Use WebFetch to retrieve content:

WebFetch(url=<url>, prompt="Extract all HTML structure, meta tags, headings, links, images, scripts, styles, and any structured data (JSON-LD, Open Graph, etc.)")

If WebFetch fails (4xx, 5xx, timeout), return immediately:

{"url": "<url>", "error": "unreachable", "detail": "<error>"}

For JS-heavy SPAs where WebFetch returns minimal content, note:

{"note": "SPA detected — analysis based on crawlable content only; some metrics may be incomplete"}

Step 2: Extract Structure

From fetched content, extract:

  • <title>, <meta> tags (description, keywords, OG, Twitter)
  • Heading hierarchy (<h1>–<h6>)
  • Images with alt attributes
  • Link structure and count
  • Script/style count and sizes
  • JSON-LD structured data
  • Canonical URL
  • Robots meta tag

Step 3: Estimate Performance

MetricMethod
Page weightSum of referenced resource sizes; estimate image sizes from layout
Request countCount <img>, <link rel="stylesheet">, <script>, font refs
LCP (lcp_estimate_seconds)Inferred from above-fold content size; seconds, with a 0.5-second minimum for bare HTML
CLS (cls_estimate)Estimated from layout shift indicators (missing dimensions, late loaders); unitless
TTFB (ttfb_estimate_seconds)Inferred from hosting signals; seconds; static → low, dynamic → moderate

All metrics are estimates from static analysis. Note this in output.

Step 4: Security Check (Surface-Level Only)

Check:

  • HTTPS usage
  • Mixed content (HTTP resources on HTTPS page)
  • Security headers: HSTS, X-Content-Type-Options, X-Frame-Options, CSP
  • Exposed metadata (dev tools, debug endpoints, sensitive data in comments)

Always label as surface-level.

Step 5: SEO Scoring

Use the rubrics below to make evidence-backed integer sub-scores, or explicit

null when a dimension cannot be computed. Then pass exactly the five-key

seo.dimension_scores map to the local pure-stdlib

[scripts/score_seo.py](scripts/score_seo.py). It validates the schema,

renormalizes weights over known dimensions, and calculates seo.score with

Decimal ROUND_HALF_UP. Read [references/seo-scoring.md](references/seo-scoring.md)

for the input/output contract and safe CLI invocation. Do not calculate,

round, or override the aggregate score in prose.

DimensionWeightSub-score rubric (0–100)
Meta tags (title + description)20%Start at 0. +50 if <title> is present and 10–60 chars. +50 if <meta name="description"> is present and 50–160 chars. Subtract 25 each for: title outside 10–60, description outside 50–160, duplicate title across siblings (when crawlable). Floor at 0.
Heading structure15%100 if exactly one <h1> and at least one <h2>. 70 if exactly one <h1> but no <h2>. 40 if zero or multiple <h1>s. Subtract 20 if any heading level is skipped (e.g. h2 → h4). Floor at 0.
Image alt text coverage15%round(100 × non_empty_alt_count / total_img_count). If total_img_count == 0, report 100 (no images = no alt-text debt). Decorative images using alt="" count as "non-empty intent" only when paired with role="presentation"; otherwise count as missing.
Structured data20%100 if at least one valid JSON-LD block is present and parses (any schema). 60 if only Open Graph or Twitter Card meta tags are present (no JSON-LD). 30 if only microdata or RDFa. 0 if none.
Crawlability (canonical, robots, sitemap)30%Start at 0. +40 if a <link rel="canonical"> resolves to an absolute URL. +30 if robots.txt is fetchable and not Disallow: /. +30 if a sitemap is referenced (via robots.txt Sitemap: directive, <link rel="sitemap">, or a fetchable /sitemap.xml). Cap at 100.

When a sub-score cannot be computed (e.g. robots.txt unreachable), record

that dimension explicitly as null in dimension_scores; the helper excludes

it and redistributes its weight proportionally across remaining known

dimensions. Keep seo.status: "PARTIAL" and the helper's unavailable fields.

If all five dimensions are null, preserve seo.score: null and

availability: "unavailable"; never substitute 0 or 100, and never rank

or compare that result as numeric.

Step 6: UI/UX, Category, Style

  • Layout: Infer from HTML structure (divs, sections, nav, main, footer)
  • Category: saas-landing | portfolio | e-commerce | blog | docs | dashboard | marketing-site | web-app | other
  • Style: Typography, color palette, spacing density, motion indicators, aesthetic vibe

Edge Cases and Error Handling

FailureBehavior
Unreachable (4xx/5xx/timeout){"error": "unreachable"} — stop
JS-heavy SPANote limitation, proceed with crawlable content
Paywall / login{"error": "paywall"} — stop
Redirect loop{"error": "redirect-loop"} — stop
Empty page{"error": "empty"} — stop
Invalid SEO score inputStop before emitting the final analysis; surface the helper's error[seo-input] diagnostic and correct the five-key map.

Acceptance Criteria

Verify the expected output before reporting success:

  • JSON parses and contains url, timestamp, ui_ux, category, style, performance, security, and seo.
  • seo.score is the helper's integer from 0 through 100 when at least one dimension is known, and matches its weighted, null-adjusted calculation.
  • All five seo.dimension_scores keys are present with integer 0..100 values or explicit null; all-null output preserves seo.score: null, seo.status: "PARTIAL", and availability: "unavailable".
  • Performance estimates use lcp_estimate_seconds, unitless cls_estimate, ttfb_estimate_seconds, and total_page_weight_kb, plus an explicit static-analysis limitation.
  • Every unavailable measurement is null or an error field, never an invented value.
  • The output is written to the requested destination; assert the file exists and can be parsed when a path is supplied.

Step Completion Report

Emit this after analysis:

◆ Analyze Website
··································································
  Input fetched:        √ pass | × fail ([reason])
  Six dimensions:      √ pass | × partial ([missing])
  SEO calculation:     √ pass | × partial ([null dimensions/helper diagnostic])
  Output JSON:         √ pass ([path or stdout])
  Result:              PASS | PARTIAL | FAIL

Report PASS only when the JSON is valid and all six top-level dimensions are present; use PARTIAL for explicitly labeled crawlability gaps.