honey
Cuts the tokens an AI coding agent spends by making it write less code and less prose without losing correctness, and compresses memory files and large tool output so they cost less on every session.

Cuts the tokens an AI coding agent spends by making it write less code and less prose without losing correctness, and compresses memory files and large tool output so they cost less on every session.
Write less code and say less about it. Applies YAGNI and stdlib/native-first so the agent writes the minimum code that needs to…
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters…
Honey for plain Claude — the terse-prose core with no agent-harness features. Paste into a claude.ai Project's custom…
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input…
Harvest every `shortcut:` comment (and legacy `honey:` ones) in the codebase into a debt ledger, so the deliberate shortcuts…
Same pixels, fewer tokens — for user-facing deliverables where visual polish is the spec. Use when building or editing a landing…
Report this session's output tokens and CO₂ by running the repo's committed EcoLogits port, plus the modelled CO₂/$ saved vs a…
Show Honey's benchmark scoreboard — the committed quality and token results per task tier (code, user-facing, agent-to-agent)…
Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive…
Cost discipline for recurring /loop runs. A loop multiplies per-iteration cost by iteration count, so waste compounds. Encodes…
Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold…
Read huge, dense, read-only text as rendered PNG pages instead of raw text — image tokens scale with pixels, not characters, so…
Honey hive subagent. Makes a small, surgical code change (≤2 files) under the Honey Lever-1 ladder — minimum code that needs to…
Honey hive subagent. Reviews a diff or file set for correctness bugs, over-engineering, and over-verbosity, then returns the…
Honey hive subagent. Read-only code locator — finds where symbols, callers, configs, or patterns live across the repo and returns…
Is this you? Claim your profilePut a plugin at the top of Plugins, from $9