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

按实测增长排序，并在不同来源间归一化。 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

    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
  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

    技能
    活跃

    A skill that shrink noisy log/output 60-90% before read — filter, group, dedupe, truncate. Cut token, cut cost, keep signal. By Dhayalan (aka Joy).

    Python许可证: MIT
    • claude
    • claude-ai
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Da-ya7/PromptCompressor-skill

    1GitHub 星标稳定
  4. 4

    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
    • 5

      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
      • 6

        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
      • 7

        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
      • 8

        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
      • 9

        技能
        活跃

        🤫 Claude shuts up until it's done. A Claude Code plugin: one short answer at the end, the file to open, and no log dumps in your chat.

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

        github实测增长打开来源 ↗

        安装 /plugin marketplace add V-Songbird/hush

        49GitHub 星标+5 (+11.4 %)
      • 10

        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
        • 11

          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
        • 12

          技能
          休眠

          ⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

          Python许可证: MIT
          • ai-tools
          • bm25
          • claude-code
          • claude-code-plugin
          • context-compression

          github实测增长打开来源 ↗

          安装 /plugin marketplace add Madhan230205/token-reducer

          44GitHub 星标稳定
        • 13

          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
          • 14

            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 星标稳定
            • 15

              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
              • 16

                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
              • 17

                技能
                休眠

                Claude Code plugin that offloads large outputs to filesystem and retrieves when required.

                Python
                • ai-agents
                • claude-code
                • claude-code-hooks
                • claude-code-plugin
                • claude-code-plugins

                github实测增长打开来源 ↗

                安装 /plugin marketplace add sheeki03/Few-Word

                38GitHub 星标稳定
              • 18

                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
              • 19

                MCP
                休眠

                Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

                Python许可证: MIT
                • claude
                • claude-code
                • claude-code-plugin
                • cli
                • context-window

                github实测增长打开来源 ↗

                35GitHub 星标稳定
              • 20

                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
                • 21

                  技能
                  休眠

                  Convert long AI conversations into portable conversation state graphs for LLM handoffs.

                  许可证: MIT
                  • age
                  • agent
                  • ai
                  • chatgpt
                  • claude-ai

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor

                  35GitHub 星标稳定
                • 22

                  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
                  • 23

                    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
                    • 24

                      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
                    • 25

                      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