令牌效率

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

   MCP Surface Lint

   MCP

   活跃最近提交：今天 · 2026-09-03

   Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

   TypeScript

   mcp53 天前创建实测增长打开来源 ↗

   需在 MCP 配置中声明的远程服务器 https://mcplint-web.vercel.app/api/mcp

   0GitHub 星标稳定
2. 2

   token_consumer

   CLI

   活跃最近提交：7 天前 · 2026-08-28

   Measure and shrink the token cost of Claude Code skills, tier by tier: the always-on system-prompt tax, the per-invocation body, and on-demand references, each priced at the rate it is actually billed.

   Python许可证: MIT

   • claude
   • claude-code
   • claude-code-skills
   • cli
   • cost-optimization

   github38 天前创建实测增长打开来源 ↗

   1GitHub 星标稳定
3. 3

   permafrost

   技能

   活跃最近提交：2 个月前 · 2026-06-23

   Freeze Claude Code's prompt prefix so DeepSeek's automatic cache always hits — alignment proxy + coalescing + keepalive, installable as a CC plugin. Measured 64% cheaper on real Claude Code traffic.

   Python许可证: MIT

   • cache-optimization
   • claude-code
   • claude-code-plugin
   • cost-optimization
   • deepseek

   github2 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add jianzhichun/permafrost

   21GitHub 星标稳定
4. 4

   usage-aware-claude-statusline

   CLI

   活跃最近提交：2 个月前 · 2026-06-29

   Usage-aware status line for Claude Code: session & weekly rate-limit gauges with reset countdowns and a precise context-window meter, plus tokens, git & weather. Template-driven and extensible — set it up by chatting with Claude or via a…

   Python

   • ccusage-alternative
   • claude-code
   • claude-code-skills
   • claude-code-statusline
   • context-window

   github2 个月前创建实测增长打开来源 ↗

   1GitHub 星标稳定
5. 5

   somtum

   技能

   活跃最近提交：54 天前 · 2026-07-12

   Local-first memory and prompt-cache layer for Claude Code

   TypeScript许可证: MIT

   • agentic-ai
   • agentic-coding
   • ai
   • ai-agents
   • anthropic

   github4 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add riz007/somtum

   7GitHub 星标稳定
6. 6

   bonsai

   技能

   休眠最近提交：4 个月前 · 2026-04-22

   Drop-in Cursor rules to cut AI response tokens (no filler/hedging, preserve code + technical strings). Includes local, reproducible benchmarks.

   JavaScript许可证: MIT

   • benchmarking
   • bonsai
   • cursor
   • cursor-rules
   • developer-tools

   github4 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/marcomondelli/bonsai ~/.claude/skills/bonsai

   0GitHub 星标稳定
7. 7

   ComparEdge LLM Cost

   MCP

   活跃最近提交：55 天前 · 2026-07-10

   Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.

   ↓ 27 下载/周JavaScript许可证: MIT

   mcp55 天前创建实测增长打开来源 ↗

   安装 claude mcp add comparedge-llm-cost -- npx @comparedge/llm-cost-mcp

   2GitHub 星标稳定
8. 8

   pdf-decompiler-mcp

   MCP

   活跃最近提交：30 天前 · 2026-08-04

   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

   github4 个月前创建实测增长打开来源 ↗

   17GitHub 星标稳定
9. 9

   io.github.eralpozcan/vision-squeezer

   MCP

   活跃最近提交：44 天前 · 2026-07-22

   Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen

   ↓ 53 下载/周Rust许可证: NOASSERTION

   mcp3 个月前创建实测增长打开来源 ↗

   安装 claude mcp add vision-squeezer -- npx vision-squeezer

   2GitHub 星标稳定
10. 10

    mcp-recall

    技能

    活跃最近提交：1 天前 · 2026-09-02

    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

    github6 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add sakebomb/mcp-recall

    8GitHub 星标稳定
11. 11

    io.github.JesusGarcia9009/lethe

    MCP

    活跃最近提交：55 天前 · 2026-07-10

    Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

    Python许可证: Unlicense

    mcp2 个月前创建实测增长打开来源 ↗

    安装 claude mcp add lethe -- uvx lethe-llm-context

    0GitHub 星标稳定
12. 12

    cycgraph

    智能体

    活跃最近提交：今天 · 2026-09-03

    Agent context compressor and memory persistent orchestration

    TypeScript许可证: Apache-2.0

    • a2a-protocol
    • agent-framework
    • ai
    • ai-agents-framework
    • ai-tools

    github5 个月前创建实测增长打开来源 ↗

    2GitHub 星标稳定
13. 13

    lossless-code

    MCP

    休眠最近提交：3 个月前 · 2026-05-16

    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

    github5 个月前创建实测增长打开来源 ↗

    15GitHub 星标稳定
14. 14

    catalyst

    技能

    活跃最近提交：2 天前 · 2026-09-01

    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

    github11 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add coalesce-labs/catalyst

    20GitHub 星标稳定
15. 15

    compactor-skill

    其他

    活跃最近提交：2 个月前 · 2026-06-15

    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

    github4 个月前创建实测增长打开来源 ↗

    2GitHub 星标稳定
16. 16

    hush

    技能

    活跃最近提交：2 天前 · 2026-09-01

    🤫 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

    github59 天前创建实测增长打开来源 ↗

    安装 /plugin marketplace add V-Songbird/hush

    49GitHub 星标+5 (+11.4 %)
17. 17

    io.github.RudrenduPaul/tokentrust

    MCP

    活跃最近提交：9 天前 · 2026-08-25

    Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

    TypeScript许可证: Apache-2.0

    mcp54 天前创建实测增长打开来源 ↗

    安装 claude mcp add tokentrust -- uvx tokentrust-cli

    0GitHub 星标稳定
18. 18

    io.github.omkar9854/token_optimizer

    MCP

    活跃最近提交：46 天前 · 2026-07-19

    Reversible context compression for AI agents: cut token usage up to 94%, originals retrievable

    ↓ 13 下载/周Python许可证: Apache-2.0

    mcp46 天前创建实测增长打开来源 ↗

    安装 claude mcp add token_optimizer -- uvx slimctx

    1GitHub 星标稳定
19. 19

    claude-lean-skill

    其他

    活跃最近提交：2 个月前 · 2026-06-10

    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

    github5 个月前创建实测增长打开来源 ↗

    2GitHub 星标稳定
20. 20

    token-reducer

    技能

    休眠最近提交：4 个月前 · 2026-05-02

    ⚡ 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

    github5 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add Madhan230205/token-reducer

    44GitHub 星标稳定
21. 21

    basecamp

    技能

    活跃最近提交：24 天前 · 2026-08-11

    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

    github2 个月前创建实测增长打开来源 ↗

    安装 /plugin marketplace add janmaaarc/basecamp

    7GitHub 星标稳定
22. 22

    razor

    技能

    活跃最近提交：2 天前 · 2026-09-01

    🪒 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

    github59 天前创建实测增长打开来源 ↗

    安装 /plugin marketplace add V-Songbird/razor

    8GitHub 星标+1 (+14.3 %)
23. 23

    SpanishCaveMan

    技能

    活跃最近提交：22 天前 · 2026-08-13

    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

    github30 天前创建实测增长打开来源 ↗

    安装 /plugin marketplace add Mun1to/SpanishCaveMan

    2GitHub 星标稳定
24. 24

    io.github.alphaonedev/ai-memory

    MCP

    活跃最近提交：6 天前 · 2026-08-29

    Persistent memory for any AI — zero token cost until recall

    Rust许可证: Apache-2.0

    mcp5 个月前创建实测增长打开来源 ↗

    44GitHub 星标稳定
25. 25

    Agent Booster

    MCP

    活跃最近提交：54 天前 · 2026-07-11

    Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.

    ↓ 55 下载/周Python许可证: MIT

    mcp2 个月前创建实测增长打开来源 ↗

    安装 claude mcp add agent-booster -- uvx agent-booster

    1GitHub 星标稳定