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

95

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
    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+149 (+7.6 %)
  2. 2

    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 350GitHub 星标+630 (+0.93 %)
  3. 3

    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 241GitHub 星标+697 (+0.90 %)
  4. 4

    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 %)
  5. 5

    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+1 (+100.0 %)
    • 6

      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+5 (+11.9 %)
    • 7

      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+9 (+6.2 %)
    • 8

      技能
      休眠

      Say more with less. Claude Code skill/plugin that cuts ~60-70% of output tokens while keeping natural, readable English.

      Shell许可证: MIT
      • ai-coding
      • claude-code
      • claude-code-plugin
      • claude-code-plugins
      • claude-code-skill

      github实测增长打开来源 ↗

      安装 /plugin marketplace add o4f6bgpac3/concise

      10GitHub 星标+2 (+25.0 %)
    • 9

      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 %)
    • 10

      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+4 (+6.3 %)
    • 11

      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 %)
      • 12

        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 %)
        • 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

          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+3 (+5.8 %)
        • 15

          技能
          活跃

          Claude Code usage governor: compact professional output, context slimming, tool-output filtering, telemetry, and drift guardrails.

          Python许可证: MIT
          • ai-tools
          • claude-ai
          • claude-code
          • claude-code-plugin
          • claude-skills

          github实测增长打开来源 ↗

          安装 /plugin marketplace add 0xhimanshu/governor

          133GitHub 星标+4 (+3.1 %)
        • 16

          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 %)
        • 17

          MCP
          活跃

          Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

          TypeScript许可证: MIT
          • accuracy
          • agents
          • claude-skills
          • context
          • harness

          github实测增长打开来源 ↗

          433GitHub 星标+6 (+1.4 %)
        • 18

          技能
          活跃

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

          Python
          • claude
          • claude-skills
          • delegation
          • opencode
          • orchestration

          github实测增长打开来源 ↗

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

          17GitHub 星标+1 (+6.2 %)
        • 19

          技能
          活跃

          Claude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku agents

          HTML许可证: MIT
          • anthropic
          • claude-code
          • claude-code-plugin
          • fable
          • hooks

          github实测增长打开来源 ↗

          安装 /plugin marketplace add realgarit/fable-baton

          22GitHub 星标+1 (+4.8 %)
        • 20

          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 %)
        • 21

          技能
          活跃

          23 Claude Code plugins: TDD enforcement hooks, git/PR workflows, spec-driven development, code review, project lifecycle, fix-from-error, maintenance automation, context optimization, research, and multi-LLM delegation. 186 skills, 128…

          Python许可证: MIT
          • ai-agents
          • architecture-patterns
          • awesome-claude-code
          • awesome-claude-skills
          • claude-agents

          github实测增长打开来源 ↗

          安装 git clone https://github.com/athola/claude-night-market ~/.claude/skills/claude-night-market

          333GitHub 星标+3 (+0.91 %)
        • 22

          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 %)
        • 23

          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+2 (+1.4 %)
        • 24

          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 %)

        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

          outsourcerer

          技能
          活跃打开来源 ↗

          Make the most out of your subscriptions. Delegate work to other harnesses and models, while keeping your main session the orchestrator. Nothing new to learn. Keep working like you do, but better.

          Shell
          • agent-skills
          • agentic-workflow
          • claude-code
          • codex
          • fable
          github

          安装 git clone https://github.com/alexgreensh/outsourcerer ~/.claude/skills/outsourcerer

          资源实测增长
          142GitHub 星标+4 (+2.9 %)