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.
curl -O https://raw.githubusercontent.com/ChrisChen667788/pixcull/main/CLAUDE.mdgit clone --depth 1 https://github.com/ChrisChen667788/pixcullWrote 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.
[](https://agentmods.dev/instructions/chrischen667788/pixcull/claude-md)<a href="https://agentmods.dev/instructions/chrischen667788/pixcull/claude-md"><img src="https://agentmods.dev/badge/instructions/chrischen667788/pixcull/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>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.
<a href="https://agentmods.dev/instructions/chrischen667788/pixcull/claude-md"><img src="https://agentmods.dev/badge/instructions/chrischen667788/pixcull/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once 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 |
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` 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
- Always
git -C ~/Downloads/zero-basics-python/2/pixcull …. The cwd can drift up to the parentzero-basics-pythoncourse repo (a different git repo on branchmaster). Never run baregitfrom an ambiguous cwd — always pass-C <this repo's abspath>.pixcull-restoredbeside it is a stale 2.75 checkout; only itspixcull/.venvis still used (makeexpectspixcull/.venvinside this repo, so call that interpreter directly). - 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 thepixcullcheckout as of v3.89 the local count is 14, all environmental: 2 face-fixture, 4 Paraformer weights, 3rescorer_v1.joblibabsent from the repo-rootmodels/, 5exiftoolnot installed (CI installs it). zeroconf is installed here now. A different number means a skip appeared or vanished — name it before committing. Locally also--ignoretest_lightbox_stability.pyandtest_visual_smoke.py(headless capture is killed by this host). Stop anypixcull m3 open/servefirst (pkill -f 'pixcull m3 open'). A review server left running costs the suite enough headroom thattest_clip_cache_freerideandtest_e2e_smokefail withCannot send a request, as the client has been closedand 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: exportMODELSCOPE_CACHE=/Volumes/<drive>/pixcull-models/modelscope(andHF_HOME=…/hffor MLX-Whisper) ortests/test_transcribe_real_engine.pyadds 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. - 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.) - Commit / push only when asked. Pushing to GitHub or ModelScope is publishing public content — confirm first, then run the audit (below) before any push.
make preflightAFTER 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 bytests/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.pyandtest_readme_style.pymeasure 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.
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.
- 3d ago Changed · +6 lines · +120 tokens per session 8712e9f414d5
- 9d ago Changed · +7 lines · +141 tokens per session 2ff3749b92ba
- 10d ago Changed · +27 lines · +512 tokens per session 5f64d4bbaa97
- 11d ago Changed · +10 lines · +196 tokens per session a8a672d08ae9
- 15d ago Changed · +4 lines · +75 tokens per session 78326786c769
- 1mo ago Changed · +32 lines · +579 tokens per session 34cd8a265c06
- 1mo ago Changed · +68 lines · +1,298 tokens per session f2f7e78321d2
- 1mo ago Changed · +10 lines · +164 tokens per session 4d297ebc93b8
- 1mo ago Changed · +62 lines · +1,063 tokens per session 4c660631fbf4
- 1mo ago First seen · 749 lines · 12,299 tokens per session scan A 599e182c4990
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.
pixcull CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| pixcull CLAUDE.mdChrisChen667788/pixcull | Instructions file | 130 | 3d ago | MIT | A | 16,447 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |