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honey-ccr

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

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Honey CCR

The cheapest token is the one not sent. A 500-row log read for one error line costs 500 rows of context. CCR keeps the rows that carry signal and caches the rest — recoverable by hash, so nothing is lost.

Borrowed from headroom's SmartCrusher. Lossy by design — only for data you skim, never for payloads where every row matters (e.g. a code-review handoff where the implementer needs all findings; use eson encode losslessly there).

When to use

  • A tool returns a uniform JSON array of many records (≥ ~5 items, redundant).
  • You need to read it but mostly skim — logs, search hits, metrics, events.
  • The full data stays reachable, so dropping the boring middle is safe.

Don't use

  • Small arrays (passes through untouched anyway) or non-array data.
  • Any array where every element is load-bearing — encode it, don't crush it.

How

tool-that-spews-json | eson crush          # → sampled view + sentinel; originals cached
eson retrieve <hash>                        # → the full original array, verbatim

crush prints the kept sample plus a sentinel {"_ccr":"<<ccr:HASH N_rows_offloaded>>"}. When you need a dropped row, read the hash from the sentinel and run eson retrieve <hash>.

  • Cache dir: .honey-ccr/ (override with HONEY_CCR_DIR).
  • Below the size gate, crush returns the array unchanged with no sentinel — safe to pipe anything.

Always-on hook (entry-time GC)

While Honey is active, a registered PostToolUse hook applies this automatically to Bash output — no opt-in per call. Big uniform JSON arrays (≥20 items, ≥2k chars) are crushed; repetitive text (≥25 lines) gets consecutive repeats collapsed to ⟨×N⟩. The original is always stashed first, and the rewritten result ends with the exact eson retrieve <hash> command that restores it. /honey off disables the hook; history already in context is immutable — this fires at entry, the only place a hook can act.

Caveat: Claude Code builds affected by anthropics/claude-code#68951 ignore the hook's Bash rewrite, making it inert (a session-start warning tells you when this applies). Manual some-tool | eson crush piping is unaffected — prefer it there.

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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: 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-devs3242026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-devs3242026年9月7日 更新

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-devs3242026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-devs3242026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-devs3242026年9月7日 更新

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 prompt. Strips filler, hedging, and pleasantries from every response while keeping facts, names, numbers, steps, and code exact. No tools required.

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-devs3242026年9月7日 更新

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