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Get Started Free →URL validation and contextual analysis specialist. Use when validating links, analyzing URL context, extracting links from content, or ensuring link appropriateness. Combines technical validation with content analysis.
.claude/skills/aiskillstore-url-analysis/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | -10% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 57% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 21% | 0% |
| case-05 | ✓→✓ | = Same ✓ | 40% | 0% |
This skill validates URLs both technically and contextually, ensuring links are functional and appropriate for their context.
This skill includes Python helper scripts in scripts/:
validate_urls.py: Validates URLs from files or command line. Checks HTTP status codes, redirects, and accessibility. Outputs JSON with validation results.bash # Validate URLs from file python scripts/validate_urls.py document.md
# Validate single URL python scripts/validate_urls.py --url https://example.com
Validate all URLs in this documentCheck if these links are appropriate for their contextExtract and analyze all links in this contentUsing Helper Script:
The skill includes a Python helper script for URL validation:
bash# Validate URLs from a file python scripts/validate_urls.py document.md # Validate a single URL python scripts/validate_urls.py --url https://example.com
Checks:
Evaluates:
Categorizes:
Input: Validate URLs in blog post
Output:
markdown## URL Analysis: Blog Post ### Technical Validation **1. https://example.com/article** - **Status**: 200 OK - **Response Time**: 320ms - **SSL**: Valid - **Redirects**: None **2. https://old-site.com/page** - **Status**: 301 → https://new-site.com/page - **Issue**: Redirect chain (should update link) - **Fix**: Update to final destination **3. https://broken-link.com** - **Status**: 404 Not Found - **Issue**: Broken link - **Fix**: Remove or find alternative ### Contextual Analysis **4. https://example.com/article** - **Link Text**: "Learn more about React" - **Destination**: React documentation - **Relevance**: High ✓ - **Status**: Appropriate **5. https://example.com/homepage** - **Link Text**: "Advanced React patterns" - **Destination**: Homepage (not specific article) - **Relevance**: Low ✗ - **Issue**: Link text doesn't match destination - **Fix**: Link to specific article or update link text
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | pass→pass | 6,336 | 4,697 | -26% | 1 | 1 | 0% | 1,046 | 1,641 | +57% | 0 | 0 | — |
case-02 | pass→pass | 10,692 | 7,166 | -33% | 1 | 1 | 0% | 1,732 | 2,092 | +21% | 0 | 0 | — |
case-03 | fail→pass | 7,470 | 1,713 | -77% | 1 | 1 | 0% | 1,371 | 1,233 | -10% | 0 | 0 | — |
case-04 | fail→pass | 8,835 | 1,683 | -81% | 1 | 1 | 0% | 1,502 | 1,145 | -24% | 0 | 0 | — |
case-05 | pass→pass | 8,848 | 6,599 | -25% | 1 | 1 | 0% | 1,450 | 2,034 | +40% | 0 | 0 | — |
case-06 | pass→pass | 6,449 | 3,487 | -46% | 1 | 1 | 0% | 1,030 | 1,431 | +39% | 0 | 0 | — |
case-07 | pass→pass | 13,643 | 5,479 | -60% | 1 | 1 | 0% | 1,161 | 1,829 | +58% | 0 | 0 | — |
case-08 | pass→pass | 4,395 | 3,758 | -14% | 1 | 1 | 0% | 645 | 1,489 | +131% | 0 | 0 | — |
case-09 | pass→pass | 7,699 | 4,716 | -39% | 1 | 1 | 0% | 1,312 | 1,703 | +30% | 0 | 0 | — |
case-10 | pass→pass | 12,335 | 9,534 | -23% | 1 | 1 | 0% | 1,896 | 2,442 | +29% | 0 | 0 | — |
case-11 | pass→pass | 9,651 | 7,220 | -25% | 1 | 1 | 0% | 1,456 | 1,989 | +37% | 0 | 0 | — |
case-12 | pass→pass | 6,488 | 4,576 | -29% | 1 | 1 | 0% | 1,033 | 1,570 | +52% | 0 | 0 | — |
case-13 | pass→pass | 24,011 | 9,833 | -59% | 1 | 1 | 0% | 2,465 | 2,562 | +4% | 0 | 0 | — |
case-14 | pass→pass | 12,484 | 7,501 | -40% | 1 | 1 | 0% | 1,788 | 2,047 | +14% | 0 | 0 | — |
case-15 | pass→pass | 10,034 | 6,982 | -30% | 1 | 1 | 0% | 1,594 | 1,972 | +24% | 0 | 0 | — |
case-16 | pass→pass | 15,208 | 11,828 | -22% | 1 | 1 | 0% | 2,394 | 2,629 | +10% | 0 | 0 | — |
case-17 | pass→pass | 13,503 | 7,839 | -42% | 1 | 1 | 0% | 2,172 | 2,190 | +1% | 0 | 0 | — |
case-18 | pass→pass | 13,257 | 2,171 | -84% | 1 | 1 | 0% | 2,022 | 1,166 | -42% | 0 | 0 | — |
case-19 | pass→pass | 12,324 | 5,948 | -52% | 1 | 1 | 0% | 1,841 | 1,787 | -3% | 0 | 0 | — |
case-20 | pass→pass | 5,323 | 6,075 | +14% | 1 | 1 | 0% | 926 | 1,955 | +111% | 0 | 0 | — |
case-21 | pass→pass | 3,757 | 4,162 | +11% | 1 | 1 | 0% | 590 | 1,602 | +172% | 0 | 0 | — |
case-22 | pass→pass | 7,860 | 5,128 | -35% | 1 | 1 | 0% | 1,307 | 1,692 | +29% | 0 | 0 | — |
case-23 | pass→pass | 12,292 | 8,251 | -33% | 1 | 1 | 0% | 2,645 | 2,628 | -1% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 23 cases were attempted. The headline lift of +9 percentage points is the difference between those two pass rates over the 23 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.