pixcull: Instructions file for Claude Code

CLAUDE.md

pixcull CLAUDE.md is an instructions file for Claude Code from ChrisChen667788/pixcull. It costs 16,447 tokens per session, scanned A, original, MIT.

Repository guidance for PixCull, a local photo and video sorting tool for professional photographers. It describes safe repository commands, testing requirements, and issues that can make tests fail for unrelated reasons.

In plain words
What is it for?
Use it before changing PixCull, especially when running its test suite, managing Git changes, or stopping local review servers.
Why use it?
It helps coding agents avoid working in the wrong Git repository and misreading failures caused by a running review server or unavailable test fixtures.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md.

This is ChrisChen667788/pixcull's own configuration. It tells Claude Code how to work on pixcull itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything pixcull configures →

Reuse

Borrowing it

Nothing to install: this file belongs to ChrisChen667788/pixcull. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ChrisChen667788/pixcull/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/ChrisChen667788/pixcull

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

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README.md
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Per session 16,447 This file is loaded in full into every session.
When invoked 16,447 The same file — it is already loaded in full.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.16447 $0.16447
Opus 5.5 $0.06579 $0.06579
Sonnet 5.5 $0.03289 $0.03289
Haiku 4.5 $0.01645 $0.01645

Measured 3d ago against content hash 8712e9f414d5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pixcull CLAUDE.md scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

`curl -sIL https://www.modelscope.cn/models/haozi667788/pixcull/resolve/master/README.md`
CLAUDE.md · 975 lines

How it starts

The opening of the file, as written. The whole thing — 975 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PixCull — working agreement for Claude

Local-first AI photo-(and now video-)culling tool for professional photographers. This file is the standing contract for how to work in this repo. Read it before each session.

Golden rules

  1. Always git -C ~/Downloads/zero-basics-python/2/pixcull …. The cwd can drift up to the parent zero-basics-python course repo (a different git repo on branch master). Never run bare git from an ambiguous cwd — always pass -C <this repo's abspath>. pixcull-restored beside it is a stale 2.75 checkout; only its pixcull/.venv is still used (make expects pixcull/.venv inside this repo, so call that interpreter directly).
  2. Test gate before every commit: python -m pytest tests/ --ignore=tests/test_v1_1_scripts.py (must be green; 5 skips expected — 2 face-fixture + 3 zeroconf). On the pixcull checkout as of v3.89 the local count is 14, all environmental: 2 face-fixture, 4 Paraformer weights, 3 rescorer_v1.joblib absent from the repo-root models/, 5 exiftool not installed (CI installs it). zeroconf is installed here now. A different number means a skip appeared or vanished — name it before committing. Locally also --ignore test_lightbox_stability.py and test_visual_smoke.py (headless capture is killed by this host). Stop any pixcull m3 open / serve first (pkill -f 'pixcull m3 open'). A review server left running costs the suite enough headroom that test_clip_cache_freeride and test_e2e_smoke fail with Cannot send a request, as the client has been closed and a CLIP offline-load error — which reads as a real CLIP regression and is not one. Verified 2026-08-16: 2 failed with it up, 1990 passed with it stopped, same commit. The ASR real-engine lane needs its weights pointed at: export MODELSCOPE_CACHE=/Volumes/<drive>/pixcull-models/modelscope (and HF_HOME=…/hf for MLX-Whisper) or tests/test_transcribe_real_engine.py adds 4 more skips. With it set the count is back to 5 and those tests actually run — which is the point: v2.43.2's three bugs were all invisible until the engine was really started.
  3. Commit trailer: end every commit message with Co-Authored-By: Claude Opus 5 <[email protected]>. (Was 4.8; the trailer names whichever model actually wrote the commit, so it changes when the model does.)
  4. Commit / push only when asked. Pushing to GitHub or ModelScope is publishing public content — confirm first, then run the audit (below) before any push.
  5. make preflight AFTER the release commit, before the push (v3.70; the ordering is v3.72). Twenty-one test files, ~21 s, no models: the version rail, both READMEs, the changelogs, the dependency pins, the settings registry, the docs' command names, repo hygiene, the skip ledger. Eight of the last twenty releases needed a fixup commit and the recent ones were all this: the product change was right and the bookkeeping around it was not, learned from a runner nine minutes later. The list is drift-checked by tests/test_preflight_covers.py, which finds bookkeeping gates the list has not got — it found ten the hour it was written. Order matters: test_release_rail.py and test_readme_style.py measure distance from the newest release commit, so running them before committing counts one release fewer and they pass on a tree that CI will fail. That happened on v3.72 — preflight green, push, CI red — so preflight now warns when the tree is dirty.

Read the full file on GitHub · 975 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 3d ago Changed · +6 lines · +120 tokens per session 8712e9f414d5
  2. 9d ago Changed · +7 lines · +141 tokens per session 2ff3749b92ba
  3. 10d ago Changed · +27 lines · +512 tokens per session 5f64d4bbaa97
  4. 11d ago Changed · +10 lines · +196 tokens per session a8a672d08ae9
  5. 15d ago Changed · +4 lines · +75 tokens per session 78326786c769
  6. 1mo ago Changed · +32 lines · +579 tokens per session 34cd8a265c06
  7. 1mo ago Changed · +68 lines · +1,298 tokens per session f2f7e78321d2
  8. 1mo ago Changed · +10 lines · +164 tokens per session 4d297ebc93b8
  9. 1mo ago Changed · +62 lines · +1,063 tokens per session 4c660631fbf4
  10. 1mo ago First seen · 749 lines · 12,299 tokens per session scan A 599e182c4990

Subscribe to this mod's changes

pixcull CLAUDE.md is an instructions file published in the GitHub repository ChrisChen667788/pixcull (130 stars, last pushed 3d ago), licensed MIT. It adds 16,447 tokens to every session, about $0.0658 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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