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…
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 losing meaning. Backs up the original first. Use when asked to shrink or compress context files, trim CLAUDE.md, or cut
$ npx -y skills add Green-PT/honey-for-devs --skill honey-compress --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/honey-compressContext preview
The summary Claude sees to decide when to auto-load this skill.
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 losing meaning. Backs up the original first. Use when asked to shrink or compress context files, trim CLAUDE.md, or cut
name: honey-compress description: >- 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 losing meaning. Backs up the original first. Use when asked to shrink or compress context files, trim CLAUDE.md, or cut per-session input cost. Prose only — never code, config, or data. license: MIT
Apply Lever 2 to a file the agent re-reads every session. The cheapest token is the one not re-sent — a one-time rewrite that saves on every future load.
1. **Back up first.** Copy `FILE` → `FILE.original.md`. If that backup already exists, stop and ask — never clobber a restore point. If no backup can be written, refuse. 2. **Rewrite the prose tersely** — drop wind-up, hedging, narration, and redundancy; fragments over paragraphs; merge guidance that repeats. 3. **Preserve every distinct instruction** — terser words, identical rules. If unsure whether a line changes behavior, keep it verbatim. 4. **Report** original vs new line/byte count and the backup path.
Reversible by design — `FILE.original.md` is the restore path. Verify the rewrite still carries every rule before reporting done.
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…
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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…
Show Honey's benchmark scoreboard — the committed quality and token results per task tier (code, user-facing, agent-to-agent) from bench/. Reports only the…