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

96

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

    技能
    活跃

    Make your AI coding tools work as one team. Route jobs across Claude, Codex, Cursor, Devin, Gemini, OpenRouter, and local models, carry your setup with them, and track every cost.

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

    github实测增长打开来源 ↗

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

    144GitHub 星标+5 (+3.6 %)
  2. 2

    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 %)
  3. 3

    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
  4. 4

    技能
    活跃

    Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…

    Python许可证: MIT
    • agent-memory
    • agent-skills
    • agentic-workflow
    • agents
    • anthropic

    github实测增长打开来源 ↗

    安装 git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch

    55GitHub 星标稳定
  5. 5

    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
  6. 6

    技能
    休眠

    Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

    TypeScript许可证: MIT
    • ai-tools
    • anthropic
    • claude
    • claude-agents
    • claude-ai

    github实测增长打开来源 ↗

    安装 git clone https://github.com/memvid/claude-brain ~/.claude/skills/claude-brain

    575GitHub 星标稳定
  7. 7

    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
    • 8

      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
    • 9

      技能
      活跃

      Claude Code skills for developers who code like cats — never more effort than the problem requires.

      JavaScript许可证: MIT
      • ai-productivity
      • anthropic
      • cat
      • claude
      • claude-code

      github实测增长打开来源 ↗

      安装 git clone https://github.com/albertobarnabo/lazy-cat ~/.claude/skills/lazy-cat

      50GitHub 星标稳定
    • 10

      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 %)
    • 11

      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
    • 12

      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
    • 13

      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
    • 14

      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

      49GitHub 星标+5 (+11.4 %)
    • 15

      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
      • 16

        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+2 (+1.5 %)
      • 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

        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
      • 19

        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
      • 20

        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 147GitHub 星标+87 (+4.2 %)
      • 21

        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 %)
      • 22

        技能
        活跃

        Claude Code skill: caveman-style token efficiency, spoken with a real Spanish regional accent

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

        github实测增长打开来源 ↗

        安装 /plugin marketplace add Mun1to/SpanishCaveMan

        2GitHub 星标稳定
      • 23

        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
        • 24

          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

        无公开指标的条目

        混合排名：实测增长优先。 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
          未知最近提交：暂无数据

          MCP server for Skim code transformation. Compresses code 60-95% for LLM context optimization.

          mcp指标未公开打开来源 ↗

          安装 claude mcp add skim-mcp-server -- npx skim-mcp-server

          —无公开指标