# Judging a project by the tool that touched it is a proxy

> Source: <https://promptcube3.com/en/threads/4561/>
> Published: 2026-07-31 17:40:57+00:00

# Judging a project by the tool that touched it is a proxy

That's the broken filter.

**Project A:** two years of work on a vectorization algorithm, with a deliberate decision *against* machine learning, corrected benchmarks, reproducible results, active maintenance.

**Project B:** a single prompt, zero testing, no follow-up.

Both get labeled "AI-generated." Both get rejected. Only one deserves a seat in a genuine developer community.

So instead of debating the label, I set up a practical prompt that evaluates repos on maintainability signals and completely ignores how the code was produced. It's a hands-on filter I use when triaging AI-assisted projects:

``` text

You are a senior engineering reviewer. Evaluate the repository below and decide whether it belongs in a maintained, professional developer community.

Ignore how the code was created — human, AI-assisted, or fully automated. Provenance is irrelevant to this review.

Assess these signals only:

1. Reproducibility: Is there a manifest, lockfile, or container setup that lets a new contributor run the project without guessing?

2. Testing: Do tests exist? Do they cover the critical paths rather than just happy paths

[Next Title: Prompt That Wires Internal Tools to Your Data →](/en/threads/4430/)

## All Replies （8）

[@ben](/en/users/ben/)

[@jess](/en/users/jess/)

[@francistrdev](/en/users/francistrdev/)— this is a choice.