Use Cases

This page showcases how urlcheck-smith can be used to solve real-world problems.

Verifying a Large List of Unknown URLs

Scenario: You have a list of hundreds or thousands of URLs (e.g., from a web crawl, a legacy database, or a set of research papers). You need to know: 1. Which URLs are still reachable (HTTP 200)? 2. Which URLs point to reliable sources (Government, Educational institutions, major News outlets)? 3. Which URLs are potentially suspicious or just private blogs?

Solution: Use the scan command with reliability presets.

Step 1: Prepare your input

Create a text file (e.g., sources.txt) containing your URLs, or even arbitrary text containing URLs. urlcheck-smith will automatically extract them.

Step 2: Run the scan with a preset

To classify URLs based on global reliability standards (like .gov, .edu, and major news domains), use the --preset global flag:

urlcheck-smith scan sources.txt --preset global --output results.csv

Step 3: Analyze the results

The resulting results.csv will contain columns such as:

  • url: The extracted URL.

  • status_code: The HTTP status (e.g., 200, 404).

  • category: The site category (e.g., government, education, news, private).

  • trust_tier: The reliability level (e.g., TIER_1_OFFICIAL, TIER_2_RELIABLE, TIER_3_GENERAL).

  • soft_404_detected: Whether a “Page Not Found” message was detected in a 200 OK response.

Why this is impressive: Instead of manually clicking each link and guessing the site’s nature, urlcheck-smith provides a structured, automated report in seconds. By combining reachability (HTTP check) with reliability (suffix/domain-based classification), and Soft 404 detection, you can immediately filter for high-quality, active, and valid references.

Example Output (simplified)

URL

Status

Category

Trust Tier

Soft 404

https://www.data.gov/

200

government

TIER_1_OFFICIAL

False

https://www.bbc.co.uk/news

200

news

TIER_2_RELIABLE

False

http://expired-link.com/old

404

private

TIER_3_GENERAL

False

https://example.com/missing

200

private

TIER_3_GENERAL

True

This allows researchers and data scientists to quickly validate their datasets and focus on the most trustworthy sources.