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

90

工具排名

按实测增长排序,并在不同来源间归一化。 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

    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 %)
  2. 2
    活跃

    Persistent memory + security layer for Claude Code (MCP plugin). Agents remember your project across sessions (~87% fewer context tokens), every tool call lands in a tamper-evident HMAC audit chain, and skills are AST-scanned +…

    github实测增长打开来源 ↗

    8GitHub 星标稳定
  3. 3

    技能
    休眠

    Say more with less. Claude Code skill/plugin that cuts ~60-70% of output tokens while keeping natural, readable English.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add o4f6bgpac3/concise

    10GitHub 星标+2 (+25.0 %)
  4. 4
    休眠

    Optimize Claude Code token usage — 22 skills, 8 hooks, 6 rules. One npm install. Zero manual steps. Cut costs by 67%.

    github实测增长打开来源 ↗

    9GitHub 星标稳定
  5. 5
    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
  6. 6
    活跃

    Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

    mcp实测增长打开来源 ↗

    安装 claude mcp add lethe -- uvx lethe-llm-context

    0GitHub 星标稳定
  7. 7

    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 %)
  8. 8

    技能
    休眠

    Drop-in Cursor rules to cut AI response tokens (no filler/hedging, preserve code + technical strings). Includes local, reproducible benchmarks.

    github实测增长打开来源 ↗

    安装 git clone https://github.com/marcomondelli/bonsai ~/.claude/skills/bonsai

    0GitHub 星标稳定
  9. 9

    技能
    活跃

    Content-aware output compression for AI coding assistants. 36 specialized processors cut CLI output tokens by 60-99% (git, pytest, npm, terraform, kubectl, docker, and more) without losing errors, diffs, or stack traces.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add ppgranger/token-saver

    142GitHub 星标+2 (+1.4 %)
  10. 10
    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
  11. 11
    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
  12. 12

    技能
    活跃

    Claude Code usage governor: compact professional output, context slimming, tool-output filtering, telemetry, and drift guardrails.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add 0xhimanshu/governor

    133GitHub 星标+3 (+2.3 %)
  13. 13
    活跃

    Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.

    github实测增长打开来源 ↗

    2 122GitHub 星标+108 (+5.4 %)
  14. 14

    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
  15. 15
    活跃

    Tinder for your Claude Code skills, subagents and MCP servers. Swipe away what wastes context, scan for prompt injection, get honest token costs. Fixes what it finds and actually deletes. Zero dependencies, Claude Code + Codex.

    github实测增长打开来源 ↗

    115GitHub 星标+1 (+0.88 %)
  16. 16
    活跃

    Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add egorfedorov/claude-context-optimizer

    103GitHub 星标+6 (+6.2 %)
  17. 17

    技能
    休眠

    Pith is the hook that makes Claude Code sessions last 3x longer.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add abhisekjha/pith

    98GitHub 星标稳定
  18. 18
    活跃

    A skill that shrink noisy log/output 60-90% before read — filter, group, dedupe, truncate. Cut token, cut cost, keep signal. By Dhayalan (aka Joy).

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Da-ya7/PromptCompressor-skill

    1GitHub 星标稳定
  19. 19
    休眠

    A Claude Code skill for web report decks — richer ECharts charts, one file per slide (edit one page, save tokens), and complex structure diagrams. 16:9 & vertical, PDF/image export.网页版 PPT 汇报的 Claude Code skill:ECharts 把数据画得更好看、每页一个文件改一页省…

    github实测增长打开来源 ↗

    安装 git clone https://github.com/myunwang/ppt-report-skills ~/.claude/skills/ppt-report-skills

    81GitHub 星标稳定
  20. 20
    活跃

    Usage-aware status line for Claude Code: session & weekly rate-limit gauges with reset countdowns and a precise context-window meter, plus tokens, git & weather. Template-driven and extensible — set it up by chatting with Claude or via a…

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  21. 21

    技能
    活跃

    Agent Dashboard: Visualization and analytics for Sessions and Quota Usage. Track, analyze, and optimize token usage across providers with heatmaps, cost tracking, token counting and quota resets..

    github实测增长打开来源 ↗

    安装 /plugin marketplace add JingbiaoMei/Tokdash

    67GitHub 星标+3 (+4.7 %)
  22. 22

    技能
    休眠

    Agent context gate for Codex, Claude Code, Copilot, MCP, Cursor, Cline, Gemini and Windsurf repos

    github实测增长打开来源 ↗

    安装 git clone https://github.com/grnbtqdbyx-create/contextforge ~/.claude/skills/contextforge

    1GitHub 星标稳定
  23. 23
    休眠

    SpiderBrain v3 is a multi-platform skill/framework to reduce token usage and AI hallucinations across Claude, Cursor, and other AI tools.

    github实测增长打开来源 ↗

    安装 git clone https://github.com/abhishek-performdigital/Spiderbrain-V3 ~/.claude/skills/Spiderbrain-V3

    65GitHub 星标稳定
  24. 24
    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
  25. 25
    活跃

    Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.

    github实测增长打开来源 ↗

    64GitHub 星标稳定