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

96

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

    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
  2. 2

    技能
    活跃

    Local-first memory and prompt-cache layer for Claude Code

    TypeScript许可证: MIT
    • agentic-ai
    • agentic-coding
    • ai
    • ai-agents
    • anthropic

    github实测增长打开来源 ↗

    安装 /plugin marketplace add riz007/somtum

    7GitHub 星标稳定
  3. 3

    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
  4. 4

    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
    • 5

      技能
      活跃

      Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages.

      PowerShell许可证: MIT
      • checkpoint
      • claude-code
      • claude-code-plugin
      • claude-code-skills
      • context

      github实测增长打开来源 ↗

      安装 /plugin marketplace add sofumel/claude-handoff-revive

      6GitHub 星标稳定
    • 6

      技能
      休眠

      Claude Code plugin — inventory all your installed skills, check structure, and find updates. Free, zero dependencies.

      JavaScript许可证: MIT
      • ai-tools
      • anthropic
      • audit
      • claude
      • claude-code

      github估算动量打开来源 ↗

      安装 /plugin marketplace add VersoXBT/skill-manager

      6GitHub 星标—
    • 7

      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 %)
    • 8

      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
    • 9

      MCP
      活跃

      Compact, source-linked context packs that reduce token waste for coding agents.

      TypeScript许可证: MIT

        mcp实测增长打开来源 ↗

        安装 claude mcp add capsule -- npx capsulectx

        4GitHub 星标稳定
      • 10

        MCP
        活跃

        Reduces AI agent token usage by 90% via context compression and task checkpoint persistence.

        ↓ 98 下载/周JavaScript许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add smart-context-mcp -- npx smart-context-mcp

          4GitHub 星标稳定
        • 11

          技能
          活跃

          20 power-user skills for Claude Code: session memory and consolidation, context compression, multi-agent orchestration, adversarial bug hunting, security review, calibrated estimation and decision archaeology. Drop-in SKILL.md files. Built…

          许可证: MIT
          • agent-skills
          • ai-agent
          • ai-coding
          • ai-developer-tools
          • ai-workflow

          github实测增长打开来源 ↗

          安装 git clone https://github.com/irfad7/claude-power-skills ~/.claude/skills/claude-power-skills

          4GitHub 星标稳定
        • 12

          MCP
          休眠

          Save tokens while coding — your AI agent gets structured code context, not file dumps.

          ↓ 67 下载/周TypeScript许可证: Apache-2.0

            mcp实测增长打开来源 ↗

            安装 claude mcp add codeweave -- npx @codeweave/mcp

            4GitHub 星标稳定
          • 13

            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实测增长打开来源 ↗

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

            3GitHub 星标稳定
          • 14

            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
          • 15

            MCP
            活跃

            Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen

            ↓ 53 下载/周Rust许可证: NOASSERTION

              mcp实测增长打开来源 ↗

              安装 claude mcp add vision-squeezer -- npx vision-squeezer

              2GitHub 星标稳定
            • 16

              MCP
              活跃

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

              ↓ 27 下载/周JavaScript许可证: MIT

                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
              • 17

                其他
                活跃

                Claude Code skill: reduce token usage 60-80% — targeted reads, model switching, context management. One-line install.

                许可证: MIT
                • ai-tools
                • claude-code
                • claude-code-skill
                • llm
                • productivity

                github实测增长打开来源 ↗

                2GitHub 星标稳定
              • 18

                其他
                活跃

                Turn your strongest model into a conductor: route each step to the cheapest capable model, and escalate only load-bearing pieces to a pricier reviewer that catches pitfalls early. Subscription, API, or hybrid.

                Shell许可证: MIT
                • ai-coding
                • claude
                • claude-code
                • claude-code-skill
                • cost-reduction

                github实测增长打开来源 ↗

                2GitHub 星标稳定
              • 19

                MCP
                活跃

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

                JavaScript许可证: MIT

                  mcp实测增长打开来源 ↗

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

                  2GitHub 星标稳定
                • 20

                  技能
                  活跃

                  A Claude Code plugin that shows exactly where your AI coding session wasted tokens — and how to fix it. Flags waste, never quality. Runs locally.

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

                  github实测增长打开来源 ↗

                  安装 /plugin marketplace add Jimmynycu/token-efficiency

                  2GitHub 星标稳定
                • 21

                  其他
                  休眠

                  Translate any language to English before Claude processes it. ~49% token savings combined with caveman.

                  Python许可证: MIT
                  • claude-code
                  • claude-code-skill
                  • developer-tools
                  • llm
                  • multilingual

                  github实测增长打开来源 ↗

                  2GitHub 星标稳定
                • 22

                  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
                • 23

                  CLI
                  活跃

                  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

                  github实测增长打开来源 ↗

                  1GitHub 星标稳定
                • 24

                  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

                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