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/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

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honey
22314 skills3 agents3 hooks
Install
$ npx -y skills add Green-PT/honey-for-devs --skill honey-px --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/honey-px

Context preview

The summary Claude sees to decide when to auto-load this skill.

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

SKILL.md

honey-px.SKILL.md
name: honey-px
description: >-
  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.
license: MIT

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 `Read`s 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.

Read more
Ships withhoney

Write less code and say less about it. Honey (I Shrunk the AI) by GreenPT is a cross-tool coding skill that cuts AI coding-agent token usage and LLM API costs — making agents emit less code and less prose without losing correctness.

Get the whole plugin

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