1. A system for peer-based code quality analysis, the system comprising: a computer, including a non-transitory computer readable medium and processor; a peer-based code quality analysis tool, executing on the computer, which is configured to: receive one or more source code files, wherein a source code file includes source code, perform an analysis of the one or more source code files based on a plurality of rules, wherein the analysis the peer-based code analysis tool is configured to perform includes: a comment quality analysis of comments, and a source code analysis of the source code to detect source code errors or inefficiencies using a rules-based analysis using the plurality of rules, a code style analysis, and a duplicate code analysis, compare results of the analysis to peer results data to determine a percentile based score, wherein the peer results data includes analysis of similar implementations of the source code by different peer entities, wherein the percentile based score provides an assessment of the source code relative to the similar implementations of the source code by the different peer entities, and create an interactive report which includes the results of the analysis and the percentile based score.