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

   token-optimizer

   其他

   活跃最近提交：今天 · 2026-09-01

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

   Python

   • agentskills
   • claude-code
   • claude-code-skill
   • claude-plugin
   • context-engineering

   github6 个月前创建实测增长打开来源 ↗

   2 122GitHub 星标+149 (+7.6 %)
2. 2

   Tokdash

   技能

   活跃最近提交：今天 · 2026-09-01

   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..

   Python许可证: MIT

   • agent
   • analytics
   • anthropic
   • claude-code
   • claude-code-plugin

   github6 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add JingbiaoMei/Tokdash

   67GitHub 星标+4 (+6.3 %)
3. 3

   claude-context-optimizer

   技能

   活跃最近提交：今天 · 2026-09-01

   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.

   JavaScript许可证: MIT

   • ai-tools
   • anthropic
   • claude-code
   • claude-code-plugin
   • cli-plugin

   github5 个月前创建实测增长打开来源 ↗

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

   103GitHub 星标+6 (+6.2 %)
4. 4

   agentic-os

   技能

   活跃最近提交：1 天前 · 2026-09-01

   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…

   Python许可证: MIT

   • agent-framework
   • agent-orchestration
   • agentic-development
   • agents-md
   • ai-agent

   github4 个月前创建实测增长打开来源 ↗

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

   155GitHub 星标+9 (+6.2 %)
5. 5

   skillreaper

   MCP

   活跃最近提交：2 天前 · 2026-08-30

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

   Go许可证: MIT

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

   github2 个月前创建实测增长打开来源 ↗

   55GitHub 星标+3 (+5.8 %)
6. 6

   governor

   技能

   活跃最近提交：2 个月前 · 2026-06-20

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

   Python许可证: MIT

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

   github4 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add 0xhimanshu/governor

   133GitHub 星标+4 (+3.1 %)
7. 7

   llmtrim

   MCP

   活跃最近提交：16 天前 · 2026-08-17

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

   ↓ 171 下载/周Rust许可证: MPL-2.0

   mcp2 个月前创建实测增长打开来源 ↗

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

   222GitHub 星标+6 (+2.8 %)
8. 8

   token-saver

   技能

   活跃最近提交：15 天前 · 2026-08-18

   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.

   Python许可证: Apache-2.0

   • agentic-ai
   • ai-coding-assistant
   • claude-code
   • claude-code-plugin
   • cli-tools

   github6 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add ppgranger/token-saver

   142GitHub 星标+2 (+1.4 %)
9. 9

   ratel

   MCP

   活跃最近提交：今天 · 2026-09-01

   Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

   TypeScript许可证: MIT

   • accuracy
   • agents
   • claude-skills
   • context
   • harness

   github9 个月前创建实测增长打开来源 ↗

   433GitHub 星标+6 (+1.4 %)
10. 10

    magic-compact

    技能

    活跃最近提交：9 天前 · 2026-08-24

    Lossless context compression plugin for Claude Code & OpenCode.

    TypeScript许可证: BSD-3-Clause

    • anthropic
    • chatgpt
    • claude
    • claude-code
    • claude-code-plugin

    github2 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add aerovato/magic-compact

    146GitHub 星标+2 (+1.4 %)
11. 11

    headroom

    MCP

    活跃最近提交：1 天前 · 2026-09-01

    Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

    Python许可证: Apache-2.0

    • agent
    • ai
    • anthropic
    • claude-code
    • compression

    github7 个月前创建实测增长打开来源 ↗

    68 350GitHub 星标+630 (+0.93 %)
12. 12

    claude-night-market

    技能

    活跃最近提交：1 天前 · 2026-08-31

    23 Claude Code plugins: TDD enforcement hooks, git/PR workflows, spec-driven development, code review, project lifecycle, fix-from-error, maintenance automation, context optimization, research, and multi-LLM delegation. 186 skills, 128…

    Python许可证: MIT

    • ai-agents
    • architecture-patterns
    • awesome-claude-code
    • awesome-claude-skills
    • claude-agents

    github9 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/athola/claude-night-market ~/.claude/skills/claude-night-market

    333GitHub 星标+3 (+0.91 %)
13. 13

    rtk

    CLI

    活跃最近提交：今天 · 2026-09-01

    CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies

    Rust许可证: Apache-2.0

    • agentic-coding
    • ai-coding
    • anthropic
    • claude-code
    • cli

    github7 个月前创建实测增长打开来源 ↗

    78 241GitHub 星标+697 (+0.90 %)
14. 14

    skills-janitor

    MCP

    活跃最近提交：22 天前 · 2026-08-11

    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.

    Shell许可证: MIT

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

    github5 个月前创建实测增长打开来源 ↗

    115GitHub 星标+1 (+0.88 %)
15. 15

    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
16. 16

    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
17. 17

    Spiderbrain-V3

    技能

    活跃最近提交：2 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
18. 18

    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
19. 19

    webfetch

    技能

    活跃最近提交：41 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
20. 20

    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

    github2 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
21. 21

    io.github.temurkhan13/openclaw-cost-tracker-mcp

    MCP

    未知最近提交：暂无数据

    AI agent token-cost telemetry + 429 prediction. Per-agent attribution, anomaly + routing + quota.

    mcp实测增长打开来源 ↗

    安装 claude mcp add openclaw-cost-tracker-mcp -- uvx openclaw-cost-tracker-mcp

    1297 天下载量稳定
22. 22

    vibe-skill

    技能

    活跃最近提交：21 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
23. 23

    RustAPI

    库

    活跃最近提交：10 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
24. 24

    claude-brain

    技能

    休眠最近提交：7 个月前 · 2026-01-19

    Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

    TypeScript许可证: MIT

    • ai-tools
    • anthropic
    • claude
    • claude-agents
    • claude-ai

    github8 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/memvid/claude-brain ~/.claude/skills/claude-brain

    574GitHub 星标-1 (-0.17 %)