IdeoRate
Assessment framework for open-source ideologies
A Python and Flask web app that analyzes GitHub-style commits, issues, pull requests, and comments to evaluate the themes of open-source software projects.
- 32 built-in analysis themes, each its own modular Flask Blueprint
- JSON upload workflows for GitHub-style data
- Utilities that normalize and validate incoming data
- Interactive Plotly.js visualizations
- Optional LLM insight summaries through Anthropic, OpenAI, or AWS Bedrock
Built with Python, Flask, REST APIs, Plotly.js, JSON, LLM integration
Presented at the CSUSM Summer Scholars Conference in 2026, where I won the Golden Hands award.











