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

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
    活跃

    Pay-per-call agent APIs over x402: web scraping, token compression, and semantic cache.

    mcp实测增长打开来源 ↗

    安装 claude mcp add gate402-mcp -- npx gate402-mcp

    2GitHub 星标稳定
  2. 2
    活跃

    Staged context pruning for OpenCode, Oh My Pi, pi, and Claude Code.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add AshishKumar4/better-compact

    12GitHub 星标+1 (+9.1 %)
  3. 3

    技能
    活跃

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

    github实测增长打开来源 ↗

    安装 /plugin marketplace add GabrielBarberini/laconic

    19GitHub 星标稳定
  4. 4

    其他
    休眠

    Translate any language to English before Claude processes it. ~49% token savings combined with caveman.

    github实测增长打开来源 ↗

    2GitHub 星标稳定
  5. 5

    MCP
    休眠

    Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

    github实测增长打开来源 ↗

    35GitHub 星标稳定
  6. 6
    休眠

    Analyze your MCP setup: token costs, grades, duplicates, and optimization tips

    mcp实测增长打开来源 ↗

    安装 claude mcp add mcp-checkup -- npx mcp-checkup

    1GitHub 星标稳定
  7. 7
    活跃

    A Claude Code plugin that shows exactly where your AI coding session wasted tokens — and how to fix it. Flags waste, never quality. Runs locally.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Jimmynycu/token-efficiency

    2GitHub 星标稳定
  8. 8
    休眠

    Convert long AI conversations into portable conversation state graphs for LLM handoffs.

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor

    35GitHub 星标稳定
  9. 9

    技能
    活跃

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

    github实测增长打开来源 ↗

    安装 /plugin marketplace add WaterTian/cc-hud

    8GitHub 星标稳定
  10. 10
    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 +…

    github实测增长打开来源 ↗

    8GitHub 星标稳定
  11. 11
    休眠

    Save tokens while coding — your AI agent gets structured code context, not file dumps.

    mcp实测增长打开来源 ↗

    安装 claude mcp add codeweave -- npx @codeweave/mcp

    4GitHub 星标稳定
  12. 12
    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…

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sup3x/claude-code-eco

    33GitHub 星标稳定
  13. 13

    技能
    休眠

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

    github实测增长打开来源 ↗

    安装 /plugin marketplace add o4f6bgpac3/concise

    11GitHub 星标+2 (+22.2 %)
  14. 14

    技能
    休眠

    Agent context gate for Codex, Claude Code, Copilot, MCP, Cursor, Cline, Gemini and Windsurf repos

    github实测增长打开来源 ↗

    安装 git clone https://github.com/grnbtqdbyx-create/contextforge ~/.claude/skills/contextforge

    1GitHub 星标稳定
  15. 15
    活跃

    Reduces AI agent token usage by 90% via context compression and task checkpoint persistence.

    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
  16. 16
    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.

    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
  17. 17
    活跃

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

    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 %)
  18. 18
    活跃

    Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

    mcp实测增长打开来源 ↗

    安装 claude mcp add compactprompt -- uvx compactprompt

    0GitHub 星标稳定
  19. 19
    活跃

    Compact, source-linked context packs that reduce token waste for coding agents.

    mcp实测增长打开来源 ↗

    安装 claude mcp add capsule -- npx capsulectx

    4GitHub 星标稳定
  20. 20
    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.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add NodeNestor/claude-rolling-context

    31GitHub 星标稳定
  21. 21
    活跃

    Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sofumel/claude-handoff-revive

    6GitHub 星标稳定
  22. 22
    活跃

    A skill that shrink noisy log/output 60-90% before read — filter, group, dedupe, truncate. Cut token, cut cost, keep signal. By Dhayalan (aka Joy).

    github实测增长打开来源 ↗

    安装 /plugin marketplace add Da-ya7/PromptCompressor-skill

    1GitHub 星标稳定
  23. 23
    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…

    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
  24. 24
    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.

    github实测增长打开来源 ↗

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

    26GitHub 星标稳定
  25. 25
    休眠

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

    github实测增长打开来源 ↗

    9GitHub 星标稳定