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

    MCP
    活跃

    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

    ↓ 171 下载/周Rust许可证: MPL-2.0

      mcp实测增长打开来源 ↗

      安装 claude mcp add llmtrim -- npx @llmtrim/cli

      222GitHub 星标稳定
    • 2

      MCP
      未知最近提交：暂无数据

      AI agent token-cost telemetry + 429 prediction. Per-agent attribution, anomaly + routing + quota.

      mcp实测增长打开来源 ↗

      安装 claude mcp add openclaw-cost-tracker-mcp -- uvx openclaw-cost-tracker-mcp

      1297 天下载量稳定
    • 3

      MCP
      活跃

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

      ↓ 98 下载/周JavaScript许可证: MIT

        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
      • 4

        MCP
        休眠

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

        ↓ 67 下载/周TypeScript许可证: Apache-2.0

          mcp实测增长打开来源 ↗

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

          4GitHub 星标稳定
        • 5

          MCP
          休眠

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

          ↓ 62 下载/周TypeScript许可证: MIT

            mcp实测增长打开来源 ↗

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

            1GitHub 星标稳定
          • 6

            MCP
            活跃

            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

              mcp实测增长打开来源 ↗

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

              1GitHub 星标稳定
            • 7

              MCP
              活跃

              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

                mcp实测增长打开来源 ↗

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

                2GitHub 星标稳定
              • 8

                MCP
                活跃

                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

                  mcp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
                • 9

                  MCP
                  活跃

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

                  ↓ 27 下载/周Python许可证: MIT

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add compactprompt -- uvx compactprompt

                    0GitHub 星标稳定
                  • 10

                    MCP
                    活跃

                    MCP server that cuts AI coding agent token usage via framework-aware context optimization

                    ↓ 19 下载/周TypeScript许可证: NOASSERTION

                      mcp实测增长打开来源 ↗

                      安装 claude mcp add ai-optimizer -- npx @ai-optimizer/core

                      0GitHub 星标稳定
                    • 11

                      MCP
                      活跃

                      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

                        mcp实测增长打开来源 ↗

                        安装 claude mcp add token_optimizer -- uvx slimctx

                        1GitHub 星标稳定
                      • 12

                        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 ↗

                        78 476GitHub 星标+725 (+0.93 %)
                      • 13

                        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 ↗

                        68 835GitHub 星标+901 (+1.3 %)
                      • 14

                        其他
                        休眠

                        Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

                        TypeScript许可证: MIT
                        • agent-coordination
                        • agent-to-agent
                        • ai-protocol
                        • ddd
                        • grpc

                        github实测增长打开来源 ↗

                        1GitHub 星标稳定
                      • 15

                        智能体
                        活跃

                        Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.

                        Python许可证: Apache-2.0
                        • a2a
                        • ag-ui
                        • agentic-ai
                        • ai-agents
                        • ai-coding

                        github实测增长打开来源 ↗

                        16GitHub 星标稳定
                      • 16

                        MCP
                        活跃

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

                        TypeScript

                          mcp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
                        • 17

                          技能
                          活跃

                          Lossless context compression plugin for Claude Code & OpenCode.

                          TypeScript许可证: BSD-3-Clause
                          • anthropic
                          • chatgpt
                          • claude
                          • claude-code
                          • claude-code-plugin

                          github实测增长打开来源 ↗

                          安装 /plugin marketplace add aerovato/magic-compact

                          147GitHub 星标+4 (+2.8 %)
                        • 18

                          CLI
                          活跃

                          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

                          github实测增长打开来源 ↗

                          1GitHub 星标稳定
                        • 19

                          技能
                          休眠

                          SpiderBrain v3 is a multi-platform skill/framework to reduce token usage and AI hallucinations across Claude, Cursor, and other AI tools.

                          • agent-skills
                          • ai
                          • ai-agents
                          • anthropic
                          • claude

                          github实测增长打开来源 ↗

                          安装 git clone https://github.com/abhishek-performdigital/Spiderbrain-V3 ~/.claude/skills/Spiderbrain-V3

                          65GitHub 星标稳定
                        • 20

                          技能
                          活跃

                          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

                          github实测增长打开来源 ↗

                          安装 /plugin marketplace add jianzhichun/permafrost

                          21GitHub 星标稳定
                        • 21

                          CLI
                          活跃

                          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

                          github实测增长打开来源 ↗

                          1GitHub 星标稳定
                        • 22

                          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 %)
                        • 23

                          技能
                          活跃

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

                          TypeScript许可证: MIT
                          • agentic-ai
                          • agentic-coding
                          • ai
                          • ai-agents
                          • anthropic

                          github实测增长打开来源 ↗

                          安装 /plugin marketplace add riz007/somtum

                          7GitHub 星标稳定
                        • 24

                          技能
                          休眠

                          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

                          github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

                        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

                          Semantic context compression and cognitive memory layer for LLM swarms.

                          mcp指标未公开打开来源 ↗

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

                          —无公开指标