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Updated 1mo ago

by Green-PT

honey-for-devs

Honey (I Shrunk the AI) by GreenPT: a cross-tool coding skill that cuts AI coding-agent token usage and LLM API costs — write less code, less prose, and denser agent-to-agent handoffs (−53%, lossless in benchmarks) with no loss of quality. Works with Claude Code, Cursor, GitHub Copilot, Codex, Gemini CLI, Windsurf, Cline & Kiro.

  • Multi-agent — Targets three or more agents
Works with
  • Claude
  • Codex
  • Cursor
  • Gemini
  • Copilot

335 GitHub stars (335)

+25 in 16 days

Stars gained per day · daily snapshots since Sep 30
Stars gained per day, Sep 30 to Oct 16: +25 in total; the busiest day was Oct 14 with +10 stars.Oct 1: 0 starsOct 2: −1 starsOct 3: +1 starsOct 4: 0 starsOct 5: +2 starsOct 6: −3 starsOct 7: +1 starsOct 8: +1 starsOct 9: +2 starsOct 10: 0 starsOct 11: 0 starsOct 12: +2 starsOct 13: +2 starsOct 14: +10 starsOct 15: +4 starsOct 16: +4 stars
Stars gained between daily snapshots
PeriodNew stars
Oct 10
Oct 2−1
Oct 3+1
Oct 40
Oct 5+2
Oct 6−3
Oct 7+1
Oct 8+1
Oct 9+2
Oct 100
Oct 110
Oct 12+2
Oct 13+2
Oct 14+10
Oct 15+4
Oct 16+4
  • 14 skills (14 skills found in its SKILL.md files)
  • 22 forks (22 forks)
  • 1mo ago last update (Last updated 1mo ago)

Install

Skills CLI

npx skills add Green-PT/honey-for-devs

Asks which skills and agents to install. Just one: npx skills add Green-PT/honey-for-devs --skill honey-ccr — add -g for every project.

Claude Code

git clone https://github.com/Green-PT/honey-for-devscp -r "honey-for-devs/skills/honey-ccr" ~/.claude/skills/

Copies the honey-ccr skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add Green-PT/honey-for-devs

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md — showing the first 14 of 54 files.

  • 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 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 comm…

    skills/honey-ccr/SKILL.md on GitHub (opens in a new tab)
  • honey-chat

    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.

    skills/honey-chat/SKILL.md on GitHub (opens in a new tab)
  • honey-compress

    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.

    skills/honey-compress/SKILL.md on GitHub (opens in a new tab)
  • honey-debt

    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 means never". Flags markers with no revisit trigger — those are the ones that go permanent silently. Use when the user says "honey debt", "/honey-debt", "what did honey defer", "list the shortcuts", or "what did we mark to do later". One-s…

    skills/honey-debt/SKILL.md on GitHub (opens in a new tab)
  • honey-design

    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, pricing/feature section, dashboard, or any HTML/CSS UI component. Keeps the full rendered design (layout depth, hierarchy, motion, responsive richness, a11y) and cuts tokens by expressing that design densely — CSS custom properties, shared cl…

    skills/honey-design/SKILL.md on GitHub (opens in a new tab)
  • honey-eco

    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 labelled with the bench stamp it came from. Use when asked how much Honey saved, the session's carbon/token footprint, or to expand the 🍯 statusline badge into a full breakdown.

    skills/honey-eco/SKILL.md on GitHub (opens in a new tab)
  • honey-gain

    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 reproducible committed figures, never invents per-repo numbers. Use when asked how much Honey saves, how it compares to Caveman / Ponytail / no-skill baseline, or for the headline numbers.

    skills/honey-gain/SKILL.md on GitHub (opens in a new tab)
  • honey-hive

    Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive tokens — large file reads and review passes injected back into the orchestrator's context — come back compressed (Honey Lever 3). Use when a task is search-heavy or review-heavy, spans many files, or you want to keep the orchestrator's context small. Not for trivial one-f…

    skills/honey-hive/SKILL.md on GitHub (opens in a new tab)
  • honey-loop

    Cost discipline for recurring /loop runs. A loop multiplies per-iteration cost by iteration count, so waste compounds. Encodes cache-aware pacing (avoid the 300s dead zone), event-driven-over-polling, a no-change short-circuit, a compact state handle carried between ticks, and a stop condition. Use when a /loop is running or being set up — especially long-lived or frequently-firing ones.

    skills/honey-loop/SKILL.md on GitHub (opens in a new tab)
  • honey-memory

    Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session. Stores only the stable, expensive-to-rediscover, not-in-the-code context — architecture + why, build/test/run commands, decisions and dead-ends — as human-readable markdown, versioned with the code so it can't silently rot. Use when asked to set up project memory…

    skills/honey-memory/SKILL.md on GitHub (opens in a new tab)
  • honey-px

    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. F…

    skills/honey-px/SKILL.md on GitHub (opens in a new tab)
  • honey-review

    Review a diff for what Honey would cut — over-engineering (speculative generality, hand-rolled stdlib, single-caller abstractions) and over-verbosity (dead code, narration, redundant comments). Outputs a terse delete-list, one line per finding, with the line count each cut saves. Use when asked to review, trim, or de-bloat a change, or before opening a PR. Quality lever only — it finds waste, not…

    skills/honey-review/SKILL.md on GitHub (opens in a new tab)
  • honey-superpowers

    Stack Honey onto Superpowers-style workflows (subagent-driven-development, dispatching-parallel-agents, executing-plans) and any orchestration that dispatches fresh subagents. Dispatched subagents run in isolated context and do NOT inherit the session's Honey hook, so they emit full-fat code and verbose reports. Use when you are about to dispatch implementer/reviewer/fixer/parallel subagents: it…

    skills/honey-superpowers/SKILL.md on GitHub (opens in a new tab)
  • honey

    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…

    skills/honey/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.