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

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 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

    Staged context pruning for OpenCode, Oh My Pi, pi, and Claude Code.

    TypeScript许可证: AGPL-3.0
    • ai
    • ai-agents
    • claude-code
    • claude-code-plugin
    • coding-agent

    github实测增长打开来源 ↗

    安装 /plugin marketplace add AshishKumar4/better-compact

    12GitHub 星标+1 (+9.1 %)
  2. 2

    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
  3. 3

    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
  4. 4

    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
  5. 5

    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.

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

    github实测增长打开来源 ↗

    安装 /plugin marketplace add V-Songbird/razor

    8GitHub 星标+1 (+14.3 %)
  6. 6

    技能
    活跃

    A production-ready Claude Code setup. Global CLAUDE.md, coding rules, per-project memory, and token optimization.

    Shell许可证: MIT
    • ai-agents
    • claude
    • claude-code
    • claude-code-plugin
    • context-engineering

    github实测增长打开来源 ↗

    安装 /plugin marketplace add janmaaarc/basecamp

    7GitHub 星标稳定
  7. 7

    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
  8. 8

    MCP
    活跃

    Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads

    Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add densely -- uvx densely

      6GitHub 星标稳定
    • 9

      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
    • 10

      技能
      活跃

      Profile Claude Code context, discover repeated workflows, and regression-test your skills. Local-only, zero-dependency.

      Python许可证: MIT
      • agent-skills
      • anthropic
      • claude-code
      • claude-code-plugin
      • claude-code-plugins

      github实测增长打开来源 ↗

      安装 /plugin marketplace add nks0614/harnessay

      5GitHub 星标+2 (+66.7 %)
    • 11

      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—
    • 12

      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
    • 13

      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
    • 14

      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
    • 15

      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
      • 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

        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
        • 18

          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

          学习与参考资源

          Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 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