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

89

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

    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 星标稳定
  2. 2

    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
  3. 3

    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 185GitHub 星标+63 (+3.0 %)
  4. 4

    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

    70GitHub 星标+3 (+4.5 %)
  5. 5

    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 星标稳定
  6. 6

    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 ↗

    79 130GitHub 星标+1 032 (+1.3 %)
  7. 7

    技能
    休眠

    Claude Code plugin that offloads large outputs to filesystem and retrieves when required.

    Python
    • ai-agents
    • claude-code
    • claude-code-hooks
    • claude-code-plugin
    • claude-code-plugins

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sheeki03/Few-Word

    38GitHub 星标稳定
  8. 8

    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 ↗

    69 163GitHub 星标+942 (+1.4 %)
  9. 9

    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
  10. 10

    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 ↗

    65GitHub 星标+1 (+1.6 %)
  11. 11

    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

    576GitHub 星标+2 (+0.35 %)
  12. 12

    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

    335GitHub 星标+2 (+0.60 %)
  13. 13

    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 星标稳定
  14. 14

    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