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

90

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
    休眠

    Agent context gate for Codex, Claude Code, Copilot, MCP, Cursor, Cline, Gemini and Windsurf repos

    TypeScript
    • agent-readiness
    • ai-security
    • claude-agents
    • claude-code
    • cli

    github实测增长打开来源 ↗

    安装 git clone https://github.com/grnbtqdbyx-create/contextforge ~/.claude/skills/contextforge

    1GitHub 星标稳定
  2. 2

    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
  3. 3

    其他
    休眠

    Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

    TypeScript许可证: MIT
    • agent-coordination
    • agent-to-agent
    • ai-protocol
    • ddd
    • grpc

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  4. 4

    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
    • 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.

      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
    • 6

      MCP
      活跃

      Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

      ↓ 27 下载/周Python许可证: MIT

        mcp实测增长打开来源 ↗

        安装 claude mcp add compactprompt -- uvx compactprompt

        0GitHub 星标稳定
      • 7

        MCP
        活跃

        Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

        Python许可证: Unlicense

          mcp实测增长打开来源 ↗

          安装 claude mcp add lethe -- uvx lethe-llm-context

          0GitHub 星标稳定
        • 8

          技能
          休眠

          Drop-in Cursor rules to cut AI response tokens (no filler/hedging, preserve code + technical strings). Includes local, reproducible benchmarks.

          JavaScript许可证: MIT
          • benchmarking
          • bonsai
          • cursor
          • cursor-rules
          • developer-tools

          github实测增长打开来源 ↗

          安装 git clone https://github.com/marcomondelli/bonsai ~/.claude/skills/bonsai

          0GitHub 星标稳定
        • 9

          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
          • 10

            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
            • 11

              MCP
              活跃

              MCP server that cuts AI coding agent token usage via framework-aware context optimization

              ↓ 19 下载/周TypeScript许可证: NOASSERTION

                mcp实测增长打开来源 ↗

                安装 claude mcp add ai-optimizer -- npx @ai-optimizer/core

                0GitHub 星标稳定
              • 12

                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—
              • 13

                技能
                活跃

                Claude Code skill — delegate coding tasks to Gemini CLI and supervise via git diff

                Python
                • claude
                • claude-code
                • claude-skill
                • claude-skill-recommended
                • claude-skills

                github估算动量打开来源 ↗

                安装 git clone https://github.com/pcx-wave/gemini-skill ~/.claude/skills/gemini-skill

                12GitHub 星标—
              • 14

                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—

              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

                SUMMARY-md

                技能
                活跃打开来源 ↗

                A cheat sheet that stops AI agents from scanning your whole repo and saves you tokens.

                许可证: CC0-1.0
                • agent-context
                • agent-tools
                • ai-agents
                • ai-coding
                • claude-code
                github

                安装 git clone https://github.com/toshon-jennings/SUMMARY-md ~/.claude/skills/SUMMARY-md

                资源实测增长
                0GitHub 星标稳定