honey-ccr
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context.
Skill by sudo-tiz
Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/sudo-tiz-honey-ccr
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: backend
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/honey-ccr
What's inside
- Skill name
honey-ccr- Description
- 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.
- License
- MIT
- Instructions
- 50 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# 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
```sh
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.From sudo-tiz/opencode, MIT.
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 26, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/sudo-tiz/opencode
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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honey-ccr skill. Agent Mart. https://agentmart.dev/skills/sudo-tiz-honey-ccr (last updated 2026-10-24)