令牌效率

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

   vibe-skill

   技能

   活跃最近提交：22 天前 · 2026-08-11

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

   Shell

   • claude
   • claude-ai
   • claude-ai-skills
   • claude-code
   • claude-skill

   github3 个月前创建实测增长打开来源 ↗

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

   117GitHub 星标稳定
2. 2

   pith

   技能

   休眠最近提交：3 个月前 · 2026-05-06

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

   Python许可证: MIT

   • anthropic
   • claude-code
   • claude-code-plugin
   • llm-tools
   • token-optimization

   github4 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add abhisekjha/pith

   98GitHub 星标稳定
3. 3

   ppt-report-skills

   技能

   休眠最近提交：3 个月前 · 2026-06-03

   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…

   HTML许可证: MIT

   • ai
   • anthropic
   • claude
   • claude-code
   • claude-skills

   github3 个月前创建实测增长打开来源 ↗

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

   81GitHub 星标稳定
4. 4

   Spiderbrain-V3

   技能

   休眠最近提交：3 个月前 · 2026-06-04

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

   • agent-skills
   • ai
   • ai-agents
   • anthropic
   • claude

   github3 个月前创建实测增长打开来源 ↗

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

   65GitHub 星标稳定
5. 5

   toonify-mcp

   MCP

   活跃最近提交：17 天前 · 2026-08-16

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

   TypeScript许可证: MIT

   • claude-code
   • claude-code-plugin
   • context-compression
   • context-window
   • developer-tooling

   github8 个月前创建实测增长打开来源 ↗

   64GitHub 星标稳定
6. 6

   RustAPI

   库

   活跃最近提交：11 天前 · 2026-08-22

   A high-performance, ergonomic web framework for Rust with native AI/LLM support.

   Rust许可证: Apache-2.0

   • ai-native
   • api-framework
   • async
   • backend
   • developer-tools

   github8 个月前创建实测增长打开来源 ↗

   61GitHub 星标稳定
7. 7

   webfetch

   技能

   活跃最近提交：42 天前 · 2026-07-23

   Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…

   Python许可证: MIT

   • agent-memory
   • agent-skills
   • agentic-workflow
   • agents
   • anthropic

   github4 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch

   55GitHub 星标稳定
8. 8

   lazy-cat

   技能

   活跃最近提交：2 个月前 · 2026-06-11

   Claude Code skills for developers who code like cats — never more effort than the problem requires.

   JavaScript许可证: MIT

   • ai-productivity
   • anthropic
   • cat
   • claude
   • claude-code

   github3 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/albertobarnabo/lazy-cat ~/.claude/skills/lazy-cat

   50GitHub 星标稳定
9. 9

   token-reducer

   技能

   休眠最近提交：4 个月前 · 2026-05-02

   ⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

   Python许可证: MIT

   • ai-tools
   • bm25
   • claude-code
   • claude-code-plugin
   • context-compression

   github5 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add Madhan230205/token-reducer

   44GitHub 星标稳定
10. 10

    unclog

    MCP

    休眠最近提交：4 个月前 · 2026-04-25

    Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

    Python许可证: MIT

    • claude
    • claude-code
    • claude-code-plugin
    • cli
    • context-window

    github4 个月前创建实测增长打开来源 ↗

    35GitHub 星标稳定
11. 11

    context-graph-compressor

    技能

    休眠最近提交：3 个月前 · 2026-05-30

    Convert long AI conversations into portable conversation state graphs for LLM handoffs.

    许可证: MIT

    • age
    • agent
    • ai
    • chatgpt
    • claude-ai

    github3 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor

    35GitHub 星标稳定
12. 12

    claude-code-eco

    技能

    活跃最近提交：17 天前 · 2026-08-16

    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…

    JavaScript许可证: MIT

    • ai-agents
    • anthropic
    • claude
    • claude-ai
    • claude-code

    github2 个月前创建实测增长打开来源 ↗

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

    33GitHub 星标稳定
13. 13

    super-token-saver

    技能

    活跃最近提交：1 天前 · 2026-09-01

    Restore prior Claude Code AND Codex sessions with zero LLM calls. Cross-tool session handoff, cache-expiry prevention, real cost dashboard. One plugin, both hosts.

    JavaScript许可证: Apache-2.0

    • anthropic-api
    • api-cost
    • billing-analytics
    • cache-management
    • claude-code

    github4 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add ww-w-ai/super-token-saver

    31GitHub 星标稳定
14. 14

    claude-teams-brain

    技能

    休眠最近提交：5 个月前 · 2026-03-15

    Give your Claude Code Agent Teams a memory. Auto-injects role-specific context into every new teammate — your team never starts blind again.

    Python

    • agent-teams
    • ai-agents
    • anthropic
    • claude
    • claude-ai

    github5 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add Gr122lyBr/claude-teams-brain

    26GitHub 星标稳定
15. 15

    senior-fable

    技能

    活跃最近提交：35 天前 · 2026-07-29

    Tech-lead orchestration for Claude Code — the top-tier model (Fable) keeps architecture & decisions, cheap subagents (Sonnet/Opus) do the routine and the digging. Save tokens without losing quality.

    许可证: MIT

    • agent-skills
    • ai-agents
    • anthropic
    • claude
    • claude-code

    github2 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add AndyShaman/senior-fable

    23GitHub 星标稳定
16. 16

    permafrost

    技能

    活跃最近提交：2 个月前 · 2026-06-23

    Freeze Claude Code's prompt prefix so DeepSeek's automatic cache always hits — alignment proxy + coalescing + keepalive, installable as a CC plugin. Measured 64% cheaper on real Claude Code traffic.

    Python许可证: MIT

    • cache-optimization
    • claude-code
    • claude-code-plugin
    • cost-optimization
    • deepseek

    github2 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add jianzhichun/permafrost

    21GitHub 星标稳定
17. 17

    catalyst

    技能

    活跃最近提交：1 天前 · 2026-09-01

    Token-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.

    JavaScript

    • agent-memory
    • agentic-coding
    • ai-agents
    • ai-coding
    • claude-code-commands

    github11 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add coalesce-labs/catalyst

    20GitHub 星标稳定
18. 18

    laconic

    技能

    活跃最近提交：52 天前 · 2026-07-12

    Token-compression skill. An adaptation of caveman — short common words, trust context, say just enough, be laconic.

    Python许可证: MIT

    • ai-assistant
    • anthropic
    • brevity
    • claude
    • claude-code

    github5 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add GabrielBarberini/laconic

    19GitHub 星标稳定
19. 19

    pdf-decompiler-mcp

    MCP

    活跃最近提交：29 天前 · 2026-08-04

    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…

    JavaScript许可证: AGPL-3.0

    • ai
    • ai-tools
    • claude
    • claude-code
    • claude-code-plugin

    github4 个月前创建实测增长打开来源 ↗

    17GitHub 星标稳定
20. 20

    voly

    智能体

    活跃最近提交：1 天前 · 2026-09-01

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

    Python许可证: Apache-2.0

    • a2a
    • ag-ui
    • agentic-ai
    • ai-agents
    • ai-coding

    github2 个月前创建实测增长打开来源 ↗

    16GitHub 星标稳定
21. 21

    lossless-code

    MCP

    休眠最近提交：3 个月前 · 2026-05-16

    DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.

    Python许可证: MIT

    • claude
    • claude-code
    • claude-code-plugin
    • coding-agent
    • context-management

    github5 个月前创建实测增长打开来源 ↗

    15GitHub 星标稳定
22. 22

    gemini-skill

    技能

    活跃最近提交：57 天前 · 2026-07-07

    Claude Code skill — delegate coding tasks to Gemini CLI and supervise via git diff

    Python

    • claude
    • claude-code
    • claude-skill
    • claude-skill-recommended
    • claude-skills

    github3 个月前创建实测增长打开来源 ↗

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

    12GitHub 星标稳定
23. 23

    claude-code-optimizer

    CLI

    休眠最近提交：5 个月前 · 2026-03-30

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

    Shell许可证: MIT

    • ai
    • ai-coding
    • anthropic
    • claude
    • claude-code

    github5 个月前创建实测增长打开来源 ↗

    9GitHub 星标稳定
24. 24

    claude-mini-hud

    技能

    活跃最近提交：6 天前 · 2026-08-27

    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。

    TypeScript许可证: MIT

    • anthropic
    • claude
    • claude-code
    • claude-code-plugin
    • cli

    github2 个月前创建实测增长打开来源 ↗

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

    9GitHub 星标稳定
25. 25

    SecureContext

    MCP

    活跃最近提交：3 天前 · 2026-08-30

    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 +…

    TypeScript许可证: MIT

    • agent-security
    • ai-agent-memory
    • ai-agents
    • audit-trail
    • claude-code

    github5 个月前创建实测增长打开来源 ↗

    8GitHub 星标稳定