本文へ移動
cccskills
無料GitHub で公開

honey-px

Read huge, dense, read-only text as rendered PNG pages instead of raw text — image tokens scale with pixels, not characters, so token-dense bulk (big files, vendored code, diffs, logs) costs ~60–75% less as an image. Use when you must skim or reason over thousands of lines you will NOT edit or byte-copy. Lossy on exact strings: never for files you'll Edit, secrets, hashes, or byte-exact values. Fable-class readers only.

インストール方法を見る

含まれるファイル(1)

  • SKILL.md2.8 KB

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Honey PX

An image's token cost is fixed by its pixel area, not its character count. Dense text packs ~3 chars per image-token vs ~1 as text, so a 90k-char file read as PNG pages costs a fraction of the text read. pxpipe export (teamchong/pxpipe) does the rendering; the agent Reads the pages.

Lossy by design — misreads of exact strings are silent confabulations, not errors. The export writes a factsheet.txt carrying the verbatim precision tokens (paths, SHAs, ids, numbers) as text alongside the images; always read it too.

When to use

  • Bulk is read-only reference: skimming a big vendored file, a large diff for review context, docs, generated code — content you reason over, not byte-copy.
  • Dense (code, JSON, logs) and big — worth it above ~6k chars; the export prints % saved, skip if it's low. Sparse prose loses money.
  • The reader is Fable-class. Opus misreads ~7% of renders; other models degrade — read as text there.

Don't use

  • Files you will Edit — old_string must be byte-exact; imaged reads aren't. Read the real file (with offset/limit) before any edit.
  • Secrets, hashes, ids, numeric values you'll act on — treat anything exact recalled from an image as unverified; re-Grep the source first.
  • Anything the user asked to see verbatim, or that gets written back.
  • Small or sparse content — the fixed pixel cost loses.

How

npx pxpipe-proxy export --json --out <scratchpad> <file-or-dir>   # or --git / --diff <ref> / --stdin

Output dir pxpipe-export-<hash>/ contains page-*.png, factsheet.txt, manifest.json (token report). Then:

  1. Read every page-*.png and factsheet.txt. If instead you pass the renders to a model over the raw API (subagent prompt, panel), include the export's prompt.txt banner — naked dense renders can trip stop_reason: refusal on Fable-class models; the banner prevents it.
  2. Treat the manifest's percentSaved as the go/no-go — if it printed low, read the text instead.
  3. Before acting on any exact string seen only in an image, verify it against the source with Grep.

Cheaper still is not reading at all — Grep/offset/limit (Lever 3b) and eson crush (CCR) come first. PX is for when you genuinely need the whole bulk in view.

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

同じリポジトリのスキル

概要と使いどころ

honey

無料

Write less code and say less about it. Applies YAGNI and stdlib/native-first so the agent writes the minimum code that needs to exist, and responds tersely — stripping filler, hedging, and pleasantries while keeping code, identifiers, and technical terms exact. Use whenever writing, modifying, refactoring, reviewing, or explaining code, or any response where output volume drives token cost — even if the user never says "minimal" or "concise". Especially in agentic coding, where the volume of generated code and prose runs up the bill.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

honey

無料

Write less code and say less about it: YAGNI, stdlib-first, terse prose. Cuts agent token cost on every coding and writing task.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

honey

無料

Write less code and say less about it. Cuts token cost.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

honey-ccr

無料

Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context. Keeps an informative sample — endpoints, anomalies/change-points, head/tail — drops the redundant rest to a local cache, and leaves a retrievable hash. Use when a tool returns a long uniform JSON array you must read but mostly skim, and the full set is one command away if needed. Lossy-but-recoverable.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

honey-ccr

無料

Compress-Cache-Retrieve huge repetitive array tool output before it hits context: keep a sample, cache the rest, leave a hash.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

honey-ccr

無料

Compress-cache-retrieve huge array tool output.

日本語の概要は準備中です。原文の説明を表示しています。

Green-PT/honey-for-devs3152026年9月7日 更新

Green-PT のスキルをすべて見る

このスキルの問題を報告する