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

47

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

    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 %)
  6. 6

    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 %)
  7. 7

    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 %)
  8. 8

    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 %)
  9. 9

    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 %)
    • 10

      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 %)
      • 11

        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 %)
      • 12

        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 %)
      • 13

        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 %)
      • 14

        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 %)
      • 15

        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 %)
      • 16

        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 %)
      • 17

        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 %)
      • 18

        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 %)
      • 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 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
      • 21

        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
      • 22

        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实测增长打开来源 ↗

        61GitHub 星标稳定
      • 23

        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
      • 24

        技能
        活跃

        Restore prior Claude Code AND Codex sessions with zero LLM calls. Cross-tool session handoff, cache-expiry prevention, real cost dashboard. One plugin, both hosts.

        JavaScript许可证: Apache-2.0
        • anthropic-api
        • api-cost
        • billing-analytics
        • cache-management
        • claude-code

        github实测增长打开来源 ↗

        安装 /plugin marketplace add ww-w-ai/super-token-saver

        31GitHub 星标稳定

      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 %)