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

44

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

    技能
    活跃

    mcp-recall compresses MCP tool outputs (94 KB → 3.5 KB · 96%) and stores full results in SQLite for retrieval — up to 30x more tool calls per session for heavy MCP workloads.

    TypeScript许可证: MIT
    • bun
    • claude
    • claude-code
    • claude-code-plugin
    • context-window

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sakebomb/mcp-recall

    8GitHub 星标稳定
  2. 2

    MCP
    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 +…

    TypeScript许可证: MIT
    • agent-security
    • ai-agent-memory
    • ai-agents
    • audit-trail
    • claude-code

    github实测增长打开来源 ↗

    8GitHub 星标稳定
  3. 3

    技能
    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。

    TypeScript许可证: MIT
    • anthropic
    • claude
    • claude-code
    • claude-code-plugin
    • cli

    github实测增长打开来源 ↗

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

    9GitHub 星标稳定
  4. 4

    MCP
    活跃

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

    TypeScript

      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
    • 5

      MCP
      活跃

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

      TypeScript许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add tokentrust -- uvx tokentrust-cli

        0GitHub 星标稳定
      • 6

        技能
        活跃

        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

        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
      • 7

        CLI
        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.

        Python许可证: MIT
        • claude
        • claude-code
        • claude-code-skills
        • cli
        • cost-optimization

        github实测增长打开来源 ↗

        1GitHub 星标稳定
      • 8

        MCP
        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.

        TypeScript许可证: MIT
        • claude-code
        • claude-code-plugin
        • context-compression
        • context-window
        • developer-tooling

        github实测增长打开来源 ↗

        64GitHub 星标稳定
      • 9

        技能
        活跃

        Claude Code skill: caveman-style token efficiency, spoken with a real Spanish regional accent

        JavaScript许可证: MIT
        • agent-skills
        • ai-agents
        • anthropic
        • claude-code
        • claude-code-plugin

        github实测增长打开来源 ↗

        安装 /plugin marketplace add Mun1to/SpanishCaveMan

        2GitHub 星标稳定
      • 10

        智能体
        活跃

        Agent context compressor and memory persistent orchestration

        TypeScript许可证: Apache-2.0
        • a2a-protocol
        • agent-framework
        • ai
        • ai-agents-framework
        • ai-tools

        github实测增长打开来源 ↗

        2GitHub 星标稳定
      • 11

        技能
        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…

        JavaScript许可证: MIT
        • ai-agents
        • anthropic
        • claude
        • claude-ai
        • claude-code

        github实测增长打开来源 ↗

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

        33GitHub 星标稳定
      • 12

        技能
        活跃

        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

        github实测增长打开来源 ↗

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

        31GitHub 星标稳定
      • 13

        技能
        活跃

        Automatically detect and disable irrelevant Claude Code skills per project to save tokens and streamline your tech workflow.

        Python许可证: MIT
        • agents
        • ai-agents
        • antigravity
        • claude
        • claude-code-plugins

        github实测增长打开来源 ↗

        安装 git clone https://github.com/mrdenox109-nyx/skill-manager ~/.claude/skills/skill-manager

        5GitHub 星标稳定
      • 14

        MCP
        活跃

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

        Rust许可证: NOASSERTION

          mcp实测增长打开来源 ↗

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

          1GitHub 星标稳定
        • 15

          技能
          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.

          Python许可证: MIT
          • claude-code
          • claude-code-hooks
          • claude-code-plugin
          • pdf
          • poppler

          github实测增长打开来源 ↗

          安装 /plugin marketplace add WatsonTsai/pdf-text-router

          7GitHub 星标稳定
        • 16

          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.

          Python许可证: MIT
          • ai-agents
          • batch-processing
          • cheap-llm
          • claude-code
          • claude-code-agents

          github实测增长打开来源 ↗

          安装 /plugin marketplace add bicced/sidequest

          1GitHub 星标稳定
        • 17

          技能
          活跃

          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

          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—
        • 18

          库
          活跃

          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

          github估算动量打开来源 ↗

          61GitHub 星标—

        学习与参考资源

        按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

        1. 1

          mcp-agent-skills-hub

          MCP
          活跃打开来源 ↗

          Molavi Agent Skills: Curated AI agent skills and MCP configs for Antigravity, Cursor, Codex & Claude — by Taghi Molavi

          JavaScript许可证: MIT
          • agentic-workflows
          • ai-agents
          • ai-skills
          • antigravity
          • awesome-list
          github资源实测增长
          8GitHub 星标稳定