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

    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
    • 2

      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
      • 3

        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
      • 4

        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.

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

        github实测增长打开来源 ↗

        安装 /plugin marketplace add V-Songbird/hush

        47GitHub 星标+4 (+9.3 %)
      • 5

        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
      • 6

        MCP
        活跃

        Persistent memory for any AI — zero token cost until recall

        Rust许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          44GitHub 星标+3 (+7.3 %)
        • 7

          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
        • 8

          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
        • 9

          技能
          活跃

          Rolling context compression for Claude Code — never hit the context wall. Auto-compresses old messages while keeping recent context verbatim. Zero config, zero latency. Works as a Claude Code plugin.

          Python许可证: MIT
          • ai-agent
          • ai-coding
          • anthropic
          • claude
          • claude-code

          github实测增长打开来源 ↗

          安装 /plugin marketplace add NodeNestor/claude-rolling-context

          31GitHub 星标+1 (+3.3 %)
        • 10

          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
        • 11

          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 %)
        • 12

          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
        • 13

          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 %)
        • 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

            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—
          • 17

            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
          • 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