| Reviewer name and names of any other individual's who aided in reviewer | Andy Yates | 
| Do you understand and agree to our policy of having open and named reviews, and having your review included with the published manuscript. (If no, please inform the editor that you cannot review this manuscript.) | Yes | 
| Is the language of sufficient quality? | Yes | 
| Please add additional comments on language quality to clarify if needed | |
| Is there a clear statement of need explaining what problems the software is designed to solve and who the target audience is? | Yes | 
| Additional Comments | |
| Is the source code available, and has an appropriate Open Source Initiative license <a href="https://opensource.org/licenses" target="_blank">(https://opensource.org/licenses)</a> been assigned to the code? | Yes | 
| Additional Comments | |
| As Open Source Software are there guidelines on how to contribute, report issues or seek support on the code? | Yes | 
| Additional Comments | Whilst nothing explicit is there the code is hosted on GitHub & therefore using the issue tracker would appear to be the right way to do this | 
| Is the code executable? | Yes | 
| Additional Comments | |
| Is installation/deployment sufficiently outlined in the paper and documentation, and does it proceed as outlined? | Yes | 
| Additional Comments | |
| Is the documentation provided clear and user friendly? | Yes | 
| Additional Comments | |
| Is there enough clear information in the documentation to install, run and test this tool, including information on where to seek help if required? | Yes | 
| Additional Comments | |
| Is there a clearly-stated list of dependencies, and is the core functionality of the software documented to a satisfactory level? | Yes | 
| Additional Comments | |
| Have any claims of performance been sufficiently tested and compared to other commonly-used packages? | Yes | 
| Additional Comments | |
| Is test data available, either included with the submission or openly available via cited third party sources (e.g. accession numbers, data DOIs)? | No | 
| Additional Comments | The code uses data from Ensembl so this is somewhat sufficient and uses rsIDs | 
| Are there (ideally real world) examples demonstrating use of the software? | Yes | 
| Additional Comments | |
| Is automated testing used or are there manual steps described so that the functionality of the software can be verified? | Yes | 
| Additional Comments | |
| Any Additional Overall Comments to the Author | The authors present in their manuscript “ensemblQueryR: fast, flexible and high-throughput querying of Ensembl API endpoints in R”; a library for the popular R programming language and specifically addresses fast retrieval of linkage disequilibrium from Ensembl’s REST APIs. The toolkit provides a convenient set of functions which mediates queries into the Ensembl REST API and presents results in a manner which is optimised and familiar for R users. Overall I find the manuscript good and provides a useful toolkit for R developers. It is pleasing to see more people use the Ensembl REST APIs and to expand its user base. The analysis benchmarks also appear appropriate. I have only two minor comments. 1. Code examples Whilst I was able to execute the given example I did encounter some issues. Namely that when executing the code ensemblQueryR::ensemblQueryLDwithSNPwindow(rsid="rs4129267", r2=0.8, d.prime=0.8, window.size=500, pop="1000GENOMES:phase_3:EUR") I got the following result query snp_in_ld r2 d_prime population_name <chr> <lgl> <lgl> <lgl> <lgl> 1 rs4129267 NA NA NA NA It was disconcerting to not get any results back and now I am unsure if I did the right thing. I then found the GitHub repository was a far better reference for the correct commands to run and would encourage perhaps less information in the manuscript and the authors pointing readers to the GitHub repository or the site https://ainefairbrother.github.io/ensemblQueryR/. 2. Extensions The authors suggest possible extensions to ensemblQueryR but it would be useful to know if there are any specific developments planned by the authors. | 
| Recommendation | Minor Revisions |