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

43

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

    MCP
    活跃

    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

    ↓ 171 下载/周Rust许可证: MPL-2.0

      mcp实测增长打开来源 ↗

      安装 claude mcp add llmtrim -- npx @llmtrim/cli

      222GitHub 星标+6 (+2.8 %)
    • 2

      CLI
      活跃

      CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies

      Rust许可证: Apache-2.0
      • agentic-coding
      • ai-coding
      • anthropic
      • claude-code
      • cli

      github实测增长打开来源 ↗

      78 349GitHub 星标+703 (+0.91 %)
    • 3

      MCP
      活跃

      Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

      Python许可证: Apache-2.0
      • agent
      • ai
      • anthropic
      • claude-code
      • compression

      github实测增长打开来源 ↗

      68 629GitHub 星标+784 (+1.2 %)
    • 4

      技能
      活跃

      Token-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.

      JavaScript
      • agent-memory
      • agentic-coding
      • ai-agents
      • ai-coding
      • claude-code-commands

      github实测增长打开来源 ↗

      安装 /plugin marketplace add coalesce-labs/catalyst

      20GitHub 星标稳定
    • 5

      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
      • 6

        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
      • 7

        智能体
        活跃

        Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.

        Python许可证: Apache-2.0
        • a2a
        • ag-ui
        • agentic-ai
        • ai-agents
        • ai-coding

        github实测增长打开来源 ↗

        16GitHub 星标稳定
      • 8

        技能
        活跃

        mcp-recall compresses MCP tool outputs (94 KB → 3.5 KB · 96%) and stores full results in SQLite for retrieval — up to 30x more tool calls per session for heavy MCP workloads.

        TypeScript许可证: MIT
        • bun
        • claude
        • claude-code
        • claude-code-plugin
        • context-window

        github实测增长打开来源 ↗

        安装 /plugin marketplace add sakebomb/mcp-recall

        8GitHub 星标稳定
      • 9

        技能
        活跃

        Staged context pruning for OpenCode, Oh My Pi, pi, and Claude Code.

        TypeScript许可证: AGPL-3.0
        • ai
        • ai-agents
        • claude-code
        • claude-code-plugin
        • coding-agent

        github实测增长打开来源 ↗

        安装 /plugin marketplace add AshishKumar4/better-compact

        12GitHub 星标+1 (+9.1 %)
      • 10

        技能
        活跃

        Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and…

        Python许可证: MIT
        • agent-framework
        • agent-orchestration
        • agentic-development
        • agents-md
        • ai-agent

        github实测增长打开来源 ↗

        安装 git clone https://github.com/KbWen/agentic-os ~/.claude/skills/agentic-os

        155GitHub 星标+8 (+5.4 %)
      • 11

        MCP
        活跃

        Persistent memory + security layer for Claude Code (MCP plugin). Agents remember your project across sessions (~87% fewer context tokens), every tool call lands in a tamper-evident HMAC audit chain, and skills are AST-scanned +…

        TypeScript许可证: MIT
        • agent-security
        • ai-agent-memory
        • ai-agents
        • audit-trail
        • claude-code

        github实测增长打开来源 ↗

        8GitHub 星标稳定
      • 12

        技能
        活跃

        对标 claude-hud 核心功能，控制在 7 行以内更轻量。内置 13 个国产大模型平台用量查询 (智谱 GLM / MiniMax / DeepSeek / Kimi / StepFun / SiliconFlow 等)，第三方代理用户也能实时看到额度消耗。

        TypeScript许可证: MIT
        • anthropic
        • claude
        • claude-code
        • claude-code-plugin
        • cli

        github实测增长打开来源 ↗

        安装 /plugin marketplace add zander-zyx/claude-mini-hud

        9GitHub 星标稳定
      • 13

        技能
        活跃

        Lossless context compression plugin for Claude Code & OpenCode.

        TypeScript许可证: BSD-3-Clause
        • anthropic
        • chatgpt
        • claude
        • claude-code
        • claude-code-plugin

        github实测增长打开来源 ↗

        安装 /plugin marketplace add aerovato/magic-compact

        146GitHub 星标+1 (+0.69 %)
      • 14

        技能
        活跃

        Content-aware output compression for AI coding assistants. 36 specialized processors cut CLI output tokens by 60-99% (git, pytest, npm, terraform, kubectl, docker, and more) without losing errors, diffs, or stack traces.

        Python许可证: Apache-2.0
        • agentic-ai
        • ai-coding-assistant
        • claude-code
        • claude-code-plugin
        • cli-tools

        github实测增长打开来源 ↗

        安装 /plugin marketplace add ppgranger/token-saver

        142GitHub 星标+2 (+1.4 %)
      • 15

        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
        • 16

          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
          • 17

            其他
            活跃

            Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.

            Python
            • agentskills
            • claude-code
            • claude-code-skill
            • claude-plugin
            • context-engineering

            github实测增长打开来源 ↗

            2 122GitHub 星标+108 (+5.4 %)
          • 18

            技能
            活跃

            Claude Code skill — delegate coding tasks to Mistral Vibe, supervise via git diff & save 50-90% Claude token usage

            Shell
            • claude
            • claude-ai
            • claude-ai-skills
            • claude-code
            • claude-skill

            github实测增长打开来源 ↗

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

            117GitHub 星标稳定
          • 19

            MCP
            活跃

            Tinder for your Claude Code skills, subagents and MCP servers. Swipe away what wastes context, scan for prompt injection, get honest token costs. Fixes what it finds and actually deletes. Zero dependencies, Claude Code + Codex.

            Shell许可证: MIT
            • agent-skills
            • ai-agents
            • claude
            • claude-code
            • claude-code-marketplace

            github实测增长打开来源 ↗

            115GitHub 星标+1 (+0.88 %)
          • 20

            技能
            活跃

            Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.

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

            github实测增长打开来源 ↗

            安装 /plugin marketplace add egorfedorov/claude-context-optimizer

            103GitHub 星标+6 (+6.2 %)
          • 21

            技能
            活跃

            Agent Dashboard: Visualization and analytics for Sessions and Quota Usage. Track, analyze, and optimize token usage across providers with heatmaps, cost tracking, token counting and quota resets..

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

            github实测增长打开来源 ↗

            安装 /plugin marketplace add JingbiaoMei/Tokdash

            67GitHub 星标+3 (+4.7 %)
          • 22

            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
          • 23

            MCP
            活跃

            Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.

            TypeScript许可证: MIT
            • claude-code
            • claude-code-plugin
            • context-compression
            • context-window
            • developer-tooling

            github实测增长打开来源 ↗

            64GitHub 星标稳定
          • 24

            MCP
            活跃

            Cut context bloat in your AI-agent stack: find and safely prune unused skills, MCP servers and subagents from real transcript evidence

            Go许可证: MIT
            • agent-skills
            • ai-agents
            • anthropic
            • claude-code
            • claude-code-plugin

            github实测增长打开来源 ↗

            55GitHub 星标+1 (+1.9 %)
          • 25

            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 %)