This repository is a curated awesome list for Federated Learning (FL) research, maintained by youngfish42. It aggregates a comprehensive collection of FL-related papers, frameworks, tools, and resources, primarily organized in a README.md file. The repo includes automation scripts (add_dependent.py) that extract GitHub repository links from the README, query the GitHub API for the latest commit hashes and version tags, and generate a go.mod file to track the evolution of each linked project. Additionally, it provides a detailed guide (dblp-search-keywords.md) for searching DBLP for FL papers that do not contain the word 'federate' in their titles, demonstrating careful analysis of search engine behavior and mutual exclusivity. The repository serves as a meta-resource for FL researchers to discover and monitor the latest developments in the field.