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
90
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活跃
llmtrim
MCPMCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.
mcp实测增长打开来源 ↗
安装
claude mcp add llmtrim -- npx @llmtrim/cli222GitHub 星标+6 (+2.8 %) - 2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-mcp4GitHub 星标稳定 - 3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/mcp4GitHub 星标稳定 - 4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-checkup1GitHub 星标稳定 - 5活跃
Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.
mcp实测增长打开来源 ↗
安装
claude mcp add agent-booster -- uvx agent-booster1GitHub 星标稳定 - 6活跃
Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen
mcp实测增长打开来源 ↗
安装
claude mcp add vision-squeezer -- npx vision-squeezer2GitHub 星标稳定 - 7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 compactprompt0GitHub 星标稳定 - 8活跃
Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.
mcp实测增长打开来源 ↗
安装
claude mcp add comparedge-llm-cost -- npx @comparedge/llm-cost-mcp2GitHub 星标稳定 - 9活跃
MCP server that cuts AI coding agent token usage via framework-aware context optimization
mcp实测增长打开来源 ↗
安装
claude mcp add ai-optimizer -- npx @ai-optimizer/core0GitHub 星标稳定 - 10活跃
Reversible context compression for AI agents: cut token usage up to 94%, originals retrievable
mcp实测增长打开来源 ↗
安装
claude mcp add token_optimizer -- uvx slimctx1GitHub 星标稳定 - 11活跃
rtk
CLICLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies
github实测增长打开来源 ↗
78 349GitHub 星标+703 (+0.91 %) - 12活跃
headroom
MCPCompress 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.
github实测增长打开来源 ↗
68 629GitHub 星标+784 (+1.2 %) - 13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-revive6GitHub 星标稳定 - 14活跃
catalyst
技能Token-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.
github实测增长打开来源 ↗
安装
/plugin marketplace add coalesce-labs/catalyst20GitHub 星标稳定 - 15活跃
Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads
mcp实测增长打开来源 ↗
安装
claude mcp add densely -- uvx densely6GitHub 星标稳定 - 16活跃
laconic
技能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/laconic19GitHub 星标稳定 - 17活跃
somtum
技能Local-first memory and prompt-cache layer for Claude Code
github实测增长打开来源 ↗
安装
/plugin marketplace add riz007/somtum7GitHub 星标稳定 - 18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…
github实测增长打开来源 ↗
17GitHub 星标稳定 - 19活跃
basecamp
技能A production-ready Claude Code setup. Global CLAUDE.md, coding rules, per-project memory, and token optimization.
github实测增长打开来源 ↗
安装
/plugin marketplace add janmaaarc/basecamp7GitHub 星标稳定 - 20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-skill17GitHub 星标+1 (+6.2 %) - 21活跃
voly
智能体Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.
github实测增长打开来源 ↗
16GitHub 星标稳定 - 22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.
github实测增长打开来源 ↗
安装
/plugin marketplace add sakebomb/mcp-recall8GitHub 星标稳定 - 23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.
github实测增长打开来源 ↗
15GitHub 星标稳定 - 24活跃
cc-hud
技能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-hud8GitHub 星标稳定 - 25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-compact12GitHub 星标+1 (+9.1 %)