To address several challenges in equitable academic evaluation, we have created GScholarLENS, a freely available browser extension designed to simplify bibliometric analyses. GScholarLENS seamlessly integrates with Google Scholar, enabling researchers to evaluate both primary and subsidiary contributions in publications. Along with providing contribution-specific publication count and citation details for each author profile, the tool introduces a contribution-normalized variant of the h-index, termed the Scholar h-index (Sh-index, Sharma-index), which adjusts citation counts based on authorship roles, assigning proportional weights (e.g., 100% for corresponding authors, 90% for first authors, 50% for second authors, and 10-25% for coauthors based on total number of authors per publication). By computing these normalized metrics, GScholarLENS provides a transparent representation of scholarly contributions, addressing issues in allocating academic credit. The tool also offers h-indices disaggregated by authorship categories and enables systematic analyses of researchers' cumulative impact, fostering discussions around equity and inclusivity in academic recognition.

The extension is still in development, and we will keep adding new features and bug fixes in the upcoming versions. Please try it out in Chrome or Mozilla and give us feedback about its features, usage, bugs, and suggestions. Please don't hesitate to share it with your national and international colleagues for their valuable input. The extension is available for Chrome and Firefox and can be easily downloaded via these links: 

Google Chrome Extension link: https://chromewebstore.google.com/detail/gscholarlens/gkdjmplmnhobhaoobcgklnfkoclpebbn 

Mozilla Extension link: https://addons.mozilla.org/en-US/firefox/addon/gscholarlens/ 

16S-23S-5S rRNA database is an online database repository of all 16S, 23S, and 5S ribosomal RNA sequences from a curated dataset of ~5000 genomes. All available reference genomes of archeal and bacterial species from NCBI are included in this database.

• Complete/chromosome level assemblies from NCBI

• Representative genomes from NCBI

• ~5,000 genomes from 51 diverse phyla

• >60,000 rRNA sequences information

• Detailed user-friendly information for all 16S, 23S, and 5S rRNAs

• Circos plot available for all genomes

• Embedded NCBI sequence viewer for each replicon

• Identity matrix and sequence alignment for all rRNAs per organism

• Predicted secondary structure for each rRNA sequence

Variantis is a user-friendly platform for calculating transition and transversion ratios. It generates a matrix for comparative analysis and provides insights into individual nucleotide changes. 

This web-based tool has been developed using Flask, JavaScript, HTML, and CSS. It integrates advanced libraries to deliver a seamless and interactive user experience for sequence analysis.