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

88

工具排名

Ranked by creation date, newest first; undated entries come last. 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

    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
  2. 2

    技能
    休眠

    Pith is the hook that makes Claude Code sessions last 3x longer.

    Python许可证: MIT
    • anthropic
    • claude-code
    • claude-code-plugin
    • llm-tools
    • token-optimization

    github实测增长打开来源 ↗

    安装 /plugin marketplace add abhisekjha/pith

    98GitHub 星标稳定
  3. 3

    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

    157GitHub 星标+7 (+4.7 %)
  4. 4

    MCP
    活跃

    A MCP that turns PDFs into structured text, tables, figures, metadata, annotations, and page-level evidence for selective retrieval by MCP-compatible AI agents. Improves the information quality AI agents receive while also reducing token…

    JavaScript许可证: AGPL-3.0
    • ai
    • ai-tools
    • claude
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    17GitHub 星标稳定
  5. 5

    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
  6. 6

    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

    11GitHub 星标+2 (+22.2 %)
  7. 7

    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
  8. 8

    技能
    活跃

    Token-compression skill. An adaptation of caveman — short common words, trust context, say just enough, be laconic.

    Python许可证: MIT
    • ai-assistant
    • anthropic
    • brevity
    • claude
    • claude-code

    github实测增长打开来源 ↗

    安装 /plugin marketplace add GabrielBarberini/laconic

    19GitHub 星标稳定
  9. 9

    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
  10. 10

    技能
    活跃

    Compact Claude Code statusline — zero-dependency, crash-free on Windows

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

    github实测增长打开来源 ↗

    安装 /plugin marketplace add WaterTian/cc-hud

    8GitHub 星标稳定
  11. 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

      技能
      活跃

      20 power-user skills for Claude Code: session memory and consolidation, context compression, multi-agent orchestration, adversarial bug hunting, security review, calibrated estimation and decision archaeology. Drop-in SKILL.md files. Built…

      许可证: MIT
      • agent-skills
      • ai-agent
      • ai-coding
      • ai-developer-tools
      • ai-workflow

      github实测增长打开来源 ↗

      安装 git clone https://github.com/irfad7/claude-power-skills ~/.claude/skills/claude-power-skills

      4GitHub 星标稳定
    • 14

      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
      • 15

        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
        • 16

          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
          • 17

            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
          • 18

            CLI
            休眠

            Optimize Claude Code token usage — 22 skills, 8 hooks, 6 rules. One npm install. Zero manual steps. Cut costs by 67%.

            Shell许可证: MIT
            • ai
            • ai-coding
            • anthropic
            • claude
            • claude-code

            github实测增长打开来源 ↗

            9GitHub 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 星标稳定
          • 20

            MCP
            休眠

            DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.

            Python许可证: MIT
            • claude
            • claude-code
            • claude-code-plugin
            • coding-agent
            • context-management

            github实测增长打开来源 ↗

            15GitHub 星标稳定
          • 21

            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
          • 22

            技能
            休眠

            Give your Claude Code Agent Teams a memory. Auto-injects role-specific context into every new teammate — your team never starts blind again.

            Python
            • agent-teams
            • ai-agents
            • anthropic
            • claude
            • claude-ai

            github实测增长打开来源 ↗

            安装 /plugin marketplace add Gr122lyBr/claude-teams-brain

            26GitHub 星标稳定
          • 23

            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

            104GitHub 星标+2 (+2.0 %)
          • 24

            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
          • 25

            技能
            活跃

            Automatically detect and disable irrelevant Claude Code skills per project to save tokens and streamline your tech workflow.

            Python许可证: MIT
            • agents
            • ai-agents
            • antigravity
            • claude
            • claude-code-plugins

            github实测增长打开来源 ↗

            安装 git clone https://github.com/mrdenox109-nyx/skill-manager ~/.claude/skills/skill-manager

            5GitHub 星标稳定