Topic · 4 resources

Rank tracking and SERP checks

Templates, scripts and measured data for checking Google positions when results are noisy or poisoned: repeat checks, error bars, A-Parser recipes.

  • config 1
  • template 2
  • dataset 1
  • checklist 1
  • script 1
configtemplate5 files · v1.0 · MIT

A-Parser recipe: check Google rankings in poisoned SERPs

Ready addTask body, a Python wrapper and rules for measuring Google positions with A-Parser SE::Google and Bypass poisoned SERP, plus proxy cost per 1,000 keys.

What you get

3 of 3 runs finished with the warm-up option, 2 of 3 without it

1.0-1.7 MB of proxy traffic per keyword, 3 pages

$1.70-2.89 per 1,000 keywords at $1.70 per GB

Open the page Downloadupdated 12 November 2026
checklisttemplate4 files · v1.0 · CC-BY-4.0

Rank error bars: when a position change is a drop, and when it is noise

One-page cheat sheet: error bars by position band, outlier rate and thresholds for jumps and retries. Each number has a date, a sample size and a limit.

What you get

7 % of exact positions match between two searches in one browser

10-15 % of single measurements show the other version of the page

50 / 15 / 40 % jump flag, retry round, re-measure cap

Open the page Downloadupdated 12 November 2026
script5 files · v1.0 · MIT

Rank tracker jumped? Repeat-check script with a 40% ceiling

Python script, stdlib only: flags keywords whose top 10 flipped, remeasures only those, keeps the second result only if it is closer to the last check.

What you get

< 5 of 10 shared top-10 domains mean the page flipped

40% of the keywords at most are remeasured

7% of the cases flipped in the author's replay

Open the page Downloadupdated 12 November 2026

Want an audit like this on your site?

If you would rather have it done for you, send a request and describe the site.

Send a request