工具说明为英文。

令牌效率

降低令牌成本并压缩上下文的工具。

用途

活跃度

排序方式

44

工具排名

Ranked by creation date, newest first; undated entries come last. 原始值保留各自的数据窗口;计算变化需要 7 天内至少两次测量。

  1. 1

    技能
    活跃

    The Agent Knowledge Kit & Architecture System — 10–32x token-efficient architecture discovery for AI coding agents

    github估算动量打开来源 ↗

    安装 git clone https://github.com/chama-x/quiv ~/.claude/skills/quiv

    3GitHub 星标
  2. 2

    MCP
    活跃

    Context optimization for LLM agents: tool registry, result masking, budgeting, compaction.

    mcp实测增长打开来源 ↗

    安装 claude mcp add distil -- npx @munhq/distil

    1GitHub 星标稳定
  3. 3
    活跃

    A Claude Code hook that routes each Read on a PDF to the path that actually works: text layer to UTF-8 text, scans to vision, and neither one through poppler.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add WatsonTsai/pdf-text-router

    7GitHub 星标稳定
  4. 4

    技能
    活跃

    Profile Claude Code context, discover repeated workflows, and regression-test your skills. Local-only, zero-dependency.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add nks0614/harnessay

    5GitHub 星标+2 (+66.7 %)
  5. 5

    技能
    活跃

    Cut Claude Code token costs by delegating bulk LLM work to cheap models. 600+ models via NanoGPT, OpenRouter, Groq or local Ollama — batched, resumable, with real per-call cost tracking.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add bicced/sidequest

    1GitHub 星标稳定
  6. 6
    活跃

    Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads

    mcp实测增长打开来源 ↗

    安装 claude mcp add densely -- uvx densely

    6GitHub 星标稳定
  7. 7
    活跃

    Claude Code skill: caveman-style token efficiency, spoken with a real Spanish regional accent

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Mun1to/SpanishCaveMan

    2GitHub 星标稳定
  8. 8
    活跃

    Measure and shrink the token cost of Claude Code skills, tier by tier: the always-on system-prompt tax, the per-invocation body, and on-demand references, each priced at the rate it is actually billed.

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  9. 9
    活跃

    Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

    mcp实测增长打开来源 ↗

    需在 MCP 配置中声明的远程服务器 https://mcplint-web.vercel.app/api/mcp

    0GitHub 星标稳定
  10. 10
    活跃

    Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

    mcp实测增长打开来源 ↗

    安装 claude mcp add tokentrust -- uvx tokentrust-cli

    0GitHub 星标稳定
  11. 11

    技能
    活跃

    🪒 YAGNI enforcement at the harness level, nudges toward the simplest solution and gates against unnecessary dependencies, file sprawl, and unchecked build growth.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add V-Songbird/razor

    8GitHub 星标+1 (+14.3 %)
  12. 12

    技能
    活跃

    🤫 Token-lean sessions at the harness level. An easy to grasp output style, output-shrinking hooks, and log compression cut both input and output tokens.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add V-Songbird/hush

    47GitHub 星标+4 (+9.3 %)
  13. 13

    技能
    活跃

    Lossless context compression plugin for Claude Code & OpenCode.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add aerovato/magic-compact

    146GitHub 星标+1 (+0.69 %)
  14. 14

    智能体
    活跃

    Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.

    github实测增长打开来源 ↗

    16GitHub 星标稳定
  15. 15
    活跃

    Eco mode for Claude Code. /eco: -31% to -73% output tokens with critical findings intact; /eco-max: up to -75% with lowered effort. Measured hardest on Claude Fable 5 (fable5), deep-studied on Sonnet 5, works on Opus 4.8 too. We publish our…

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sup3x/claude-code-eco

    33GitHub 星标稳定
  16. 16
    活跃

    Staged context pruning for OpenCode, Oh My Pi, pi, and Claude Code.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add AshishKumar4/better-compact

    12GitHub 星标+1 (+9.1 %)
  17. 17

    技能
    活跃

    A production-ready Claude Code setup. Global CLAUDE.md, coding rules, per-project memory, and token optimization.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add janmaaarc/basecamp

    7GitHub 星标稳定
  18. 18
    活跃

    对标 claude-hud 核心功能,控制在 7 行以内更轻量。内置 13 个国产大模型平台用量查询 (智谱 GLM / MiniMax / DeepSeek / Kimi / StepFun / SiliconFlow 等),第三方代理用户也能实时看到额度消耗。

    github实测增长打开来源 ↗

    安装 /plugin marketplace add zander-zyx/claude-mini-hud

    9GitHub 星标稳定
  19. 19
    活跃

    Cut context bloat in your AI-agent stack: find and safely prune unused skills, MCP servers and subagents from real transcript evidence

    github实测增长打开来源 ↗

    55GitHub 星标+1 (+1.9 %)
  20. 20

    MCP
    活跃

    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

    mcp实测增长打开来源 ↗

    安装 claude mcp add llmtrim -- npx @llmtrim/cli

    222GitHub 星标+6 (+2.8 %)
  21. 21

    技能
    活跃

    Claude Code skill — delegate coding tasks to Mistral Vibe, supervise via git diff & save 50-90% Claude token usage

    github实测增长打开来源 ↗

    安装 git clone https://github.com/pcx-wave/vibe-skill ~/.claude/skills/vibe-skill

    117GitHub 星标稳定
  22. 22

    技能
    活跃

    Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and…

    github实测增长打开来源 ↗

    安装 git clone https://github.com/KbWen/agentic-os ~/.claude/skills/agentic-os

    155GitHub 星标+8 (+5.4 %)
  23. 23
    活跃

    A MCP that turns PDFs into structured text, tables, figures, metadata, annotations, and page-level evidence for selective retrieval by MCP-compatible AI agents. Improves the information quality AI agents receive while also reducing token…

    github实测增长打开来源 ↗

    17GitHub 星标稳定

学习与参考资源

Ranked by creation date, newest first; undated entries come last. 这些资源可单独访问,不参与主要排名。

  1. 1
    活跃打开来源 ↗

    Molavi Agent Skills: Curated AI agent skills and MCP configs for Antigravity, Cursor, Codex & Claude — by Taghi Molavi

    github资源实测增长
    8GitHub 星标稳定
  2. 2
    活跃打开来源 ↗

    Make the most out of your subscriptions. Delegate work to other harnesses and models, while keeping your main session the orchestrator. Nothing new to learn. Keep working like you do, but better.

    github

    安装 git clone https://github.com/alexgreensh/outsourcerer ~/.claude/skills/outsourcerer

    资源实测增长
    142GitHub 星标+3 (+2.2 %)