Generate README Eval — leaderboard
Benchmark for generating structured README files from entire GitHub repositories, evaluating long-context codebase summarization with BLEU, ROUGE, semantic similarity, structure, information retrieval, code consistency, and readability metrics.
Metric: Score (self-reported). Source: benchmarklist.com. Status: saturation imminent. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 1.5 Flash (Preview 0827) | 33.43 |
| 2 | GPT-4o | 33.13 |
| 3 | O1 Mini (2024-09-12) | 33.05 |
| 4 | Gemini 1.5 Pro (Preview 0827) | 32.51 |
| 5 | GPT-4o Mini | 32.16 |
| 6 | Gemini 1.5 Flash-8B | 32.12 |
| 7 | Llama 3.1 8B Instruct | 24.43 |
Interactive version: theaggregate.ai/benchmark?slug=generate-readme-eval · How the rankings work · Data refreshed daily, snapshot 2026-07-22.