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

101

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

    智能体
    活跃

    Experimental no-install semantic language for AI agents: typed action/state, safe NL/JSON fallback, and falsifiable public evals. Try the one-file probe.

    github估算动量打开来源 ↗

    1GitHub 星标
  7. 7
    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
  8. 8
    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
  9. 9
    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
  10. 10
    活跃

    Installable agentic skills (SKILL.md) for Claude Code, Cursor, Codex, Gemini & Antigravity — 292+ product, efficiency, and common-sense skills. npx major-ai-skills

    github估算动量打开来源 ↗

    安装 git clone https://github.com/alivirgo/Major-AI-Skills ~/.claude/skills/Major-AI-Skills

    1GitHub 星标
  11. 11
    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
  12. 12
    活跃

    Reversible context compression for AI agents: cut token usage up to 94%, originals retrievable

    mcp实测增长打开来源 ↗

    安装 claude mcp add token_optimizer -- uvx slimctx

    1GitHub 星标稳定
  13. 13
    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
  14. 14
    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
  15. 15
    活跃

    Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.

    mcp实测增长打开来源 ↗

    安装 claude mcp add comparedge-llm-cost -- npx @comparedge/llm-cost-mcp

    2GitHub 星标稳定
  16. 16

    技能
    活跃

    Claude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku agents

    github实测增长打开来源 ↗

    安装 /plugin marketplace add realgarit/fable-baton

    22GitHub 星标+1 (+4.8 %)
  17. 17

    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 %)
  18. 18

    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+5 (+11.9 %)
  19. 19

    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+2 (+1.4 %)
  20. 20

    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
  21. 21
    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
  22. 22

    技能
    活跃

    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.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add AndyShaman/senior-fable

    23GitHub 星标稳定
  23. 23
    活跃

    Pay-per-call agent APIs over x402: web scraping, token compression, and semantic cache.

    mcp实测增长打开来源 ↗

    安装 claude mcp add gate402-mcp -- npx gate402-mcp

    2GitHub 星标+1 (+100.0 %)

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+4 (+2.9 %)