A public-repository demonstration plan

A fixed, public input

Input: Pallets’ Click, release 8.1.8, commit 934813e4d421071a1b3db3973c02fe2721359a6e. This is a reproducible historical sample, not a recommendation of the latest release. Source is publicly available under its BSD license; no customer repository is needed.

Inspect the pinned public source. Pallets is not an AndesCode customer or endorser.

Questions to investigate

1. How does an option declared with type=int become a typed callback value? Trace registration, parsing and conversion across files.
2. Where does invalid integer input become a user-visible error? Identify conversion, exception and command-entry handling.
3. Which runtime dependencies are declared, and which are conditional on platform or Python version? Separate package metadata from imports.

Source-review baseline · not model output

A reviewer should inspect src/click/decorators.py, core.py, parser.py, types.py and exceptions.py. Dependency declarations are in pyproject.toml. These are expected review locations; they are not a claim that AndesCode retrieved them.

For the behavior question, look for option registration, command argument parsing, parameter processing, integer conversion and exception display. A complete answer must support the links between those stages and identify any missing context.

Proposed reproduction procedure

1. Use an approved operator environment, the pinned Click checkout and a dedicated AndesCode instance. Record both software revisions, OS, hardware, exact model/embedding artifacts and SHA-256 hashes.
2. Provision dependencies and models, then test LOCAL operation with the agreed network controls. Start with read-only desktop Q&A; do not run repository build/test commands.
3. Index Click once. Ask the three questions independently with debug evidence enabled. Preserve original answers, selected source spans, errors, omissions and per-run elapsed times. Identify cold and warm runs separately.
4. Have an engineer compare each claim and evidence link with the pinned source and the agreed rubric. Report failures and abstentions alongside useful findings.

What remains unverified

The preparation machine has 16 GB unified memory and lacks the repository embedding/index runtime dependencies. No complete repository Q&A model run was attempted, so actual retrieved evidence, answer correctness, response latency and egress behavior remain unverified. A smaller model would be a different configuration requiring its own measurement.

The documented desktop planning baseline is Apple Silicon with 32 GB+ unified memory, Python 3.10+ and 20–30 GB free disk plus source/index headroom. Exact model fit must be confirmed. A successful tiny-source demonstration would still not establish large-repository or enterprise readiness.

See the proposed evaluation rubric ↗