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

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

    MCP
    休眠

    Analyze your MCP setup: token costs, grades, duplicates, and optimization tips

    ↓ 62 下载/周TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add mcp-checkup -- npx mcp-checkup

      1GitHub 星标稳定
    • 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

      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
    • 4

      MCP
      活跃

      Reversible context compression for AI agents: cut token usage up to 94%, originals retrievable

      ↓ 13 下载/周Python许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add token_optimizer -- uvx slimctx

        1GitHub 星标稳定
      • 5

        MCP
        活跃

        Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.

        ↓ 55 下载/周Python许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add agent-booster -- uvx agent-booster

          1GitHub 星标稳定
        • 6

          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
        • 7

          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
          • 8

            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估算动量打开来源 ↗

            安装 /plugin marketplace add bicced/sidequest

            1GitHub 星标—
          • 9

            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
          • 10

            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
            • 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

                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
                • 13

                  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
                  • 14

                    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

                      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