honey-ccr
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context. Keeps an informative…
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
$ npx -y skills add Green-PT/honey-for-devs --skill honey-px --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/honey-pxContext 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
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
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.
for review context, docs, generated code — content you reason over, not byte-copy.
export prints `% saved`, skip if it's low. Sparse prose loses money.
degrade — read as text there.
aren't. Read the real file (with `offset`/`limit`) before any edit.
exact recalled from an image as unverified; re-`Grep` the source first.
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.
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.
Repo: Green-PT/honey-for-devs
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context. Keeps an informative…
Honey for plain Claude — the terse-prose core with no agent-harness features. Paste into a claude.ai Project's custom instructions, a Style, or an API system…
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input tokens every session, without…
Harvest every `honey:` comment in the codebase into a debt ledger, so the deliberate shortcuts Lever 1 leaves behind get tracked instead of rotting into "later…
Same pixels, fewer tokens — for user-facing deliverables where visual polish is the spec. Use when building or editing a landing page, marketing site, hero,…
Report this session's output tokens and CO₂ by running the repo's committed EcoLogits port, plus the modelled CO₂/$ saved vs a no-Honey baseline — always…