令牌效率

工具排名

混合排名：实测增长优先。 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

   PromptCompressor-skill

   技能

   活跃最近提交：30 天前 · 2026-08-04

   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).

   Python许可证: MIT

   • claude
   • claude-ai
   • claude-code
   • claude-code-plugin
   • claude-code-skill

   github31 天前创建实测增长打开来源 ↗

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

   1GitHub 星标稳定
2. 2

   usage-aware-claude-statusline

   CLI

   活跃最近提交：2 个月前 · 2026-06-29

   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…

   Python

   • ccusage-alternative
   • claude-code
   • claude-code-skills
   • claude-code-statusline
   • context-window

   github2 个月前创建实测增长打开来源 ↗

   1GitHub 星标稳定
3. 3

   contextforge

   技能

   休眠最近提交：3 个月前 · 2026-06-01

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

   TypeScript

   • agent-readiness
   • ai-security
   • claude-agents
   • claude-code
   • cli

   github3 个月前创建实测增长打开来源 ↗

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

   1GitHub 星标稳定
4. 4

   token_consumer

   CLI

   活跃最近提交：6 天前 · 2026-08-28

   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.

   Python许可证: MIT

   • claude
   • claude-code
   • claude-code-skills
   • cli
   • cost-optimization

   github37 天前创建实测增长打开来源 ↗

   1GitHub 星标稳定
5. 5

   nekte

   其他

   休眠最近提交：4 个月前 · 2026-04-09

   Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

   TypeScript许可证: MIT

   • agent-coordination
   • agent-to-agent
   • ai-protocol
   • ddd
   • grpc

   github5 个月前创建实测增长打开来源 ↗

   1GitHub 星标稳定
6. 6

   distil

   MCP

   活跃最近提交：6 天前 · 2026-08-28

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

   Rust许可证: NOASSERTION

   mcp6 天前创建最新实测增长打开来源 ↗

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

   1GitHub 星标稳定
7. 7

   sidequest

   技能

   活跃最近提交：13 天前 · 2026-08-21

   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.

   Python许可证: MIT

   • ai-agents
   • batch-processing
   • cheap-llm
   • claude-code
   • claude-code-agents

   github13 天前创建最新实测增长打开来源 ↗

   安装 /plugin marketplace add bicced/sidequest

   1GitHub 星标稳定
8. 8

   CompactPrompt

   MCP

   活跃最近提交：41 天前 · 2026-07-24

   Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

   ↓ 27 下载/周Python许可证: MIT

   mcp2 个月前创建实测增长打开来源 ↗

   安装 claude mcp add compactprompt -- uvx compactprompt

   0GitHub 星标稳定
9. 9

   io.github.JesusGarcia9009/lethe

   MCP

   活跃最近提交：54 天前 · 2026-07-10

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

   Python许可证: Unlicense

   mcp2 个月前创建实测增长打开来源 ↗

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

   0GitHub 星标稳定
10. 10

    bonsai

    技能

    休眠最近提交：4 个月前 · 2026-04-22

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

    JavaScript许可证: MIT

    • benchmarking
    • bonsai
    • cursor
    • cursor-rules
    • developer-tools

    github4 个月前创建实测增长打开来源 ↗

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

    0GitHub 星标稳定
11. 11

    MCP Surface Lint

    MCP

    活跃最近提交：23 天前 · 2026-08-11

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

    TypeScript

    mcp52 天前创建实测增长打开来源 ↗

    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
12. 12

    io.github.RudrenduPaul/tokentrust

    MCP

    活跃最近提交：9 天前 · 2026-08-25

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

    TypeScript许可证: Apache-2.0

    mcp53 天前创建实测增长打开来源 ↗

    安装 claude mcp add tokentrust -- uvx tokentrust-cli

    0GitHub 星标稳定
13. 13

    io.github.shivam-app-developers/ai-optimizer

    MCP

    活跃最近提交：31 天前 · 2026-08-03

    MCP server that cuts AI coding agent token usage via framework-aware context optimization

    ↓ 19 下载/周TypeScript许可证: NOASSERTION

    mcp2 个月前创建实测增长打开来源 ↗

    安装 claude mcp add ai-optimizer -- npx @ai-optimizer/core

    0GitHub 星标稳定
14. 14

    RustAPI

    库

    活跃最近提交：12 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 个月前创建估算动量打开来源 ↗

    61GitHub 星标—
15. 15

    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 个月前创建估算动量打开来源 ↗

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

    12GitHub 星标—
16. 16

    quiv

    技能

    活跃最近提交：2 天前 · 2026-09-01

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

    TypeScript

    • agentic-ai
    • ai-agents
    • antigravity
    • bun
    • claude-code

    github3 天前创建最新估算动量打开来源 ↗

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

    3GitHub 星标—