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

43

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
    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
  2. 2
    活跃

    Persistent memory for any AI — zero token cost until recall

    mcp实测增长打开来源 ↗

    44GitHub 星标稳定
  3. 3
    活跃

    Tinder for your Claude Code skills, subagents and MCP servers. Swipe away what wastes context, scan for prompt injection, get honest token costs. Fixes what it finds and actually deletes. Zero dependencies, Claude Code + Codex.

    github实测增长打开来源 ↗

    115GitHub 星标+1 (+0.88 %)
  4. 4
    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
  5. 5
    活跃

    Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add egorfedorov/claude-context-optimizer

    105GitHub 星标+4 (+4.0 %)
  6. 6

    智能体
    活跃

    Agent context compressor and memory persistent orchestration

    github实测增长打开来源 ↗

    2GitHub 星标稳定
  7. 7

    技能
    活跃

    Automatically detect and disable irrelevant Claude Code skills per project to save tokens and streamline your tech workflow.

    github实测增长打开来源 ↗

    安装 git clone https://github.com/mrdenox109-nyx/skill-manager ~/.claude/skills/skill-manager

    5GitHub 星标稳定
  8. 8
    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
  9. 9

    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.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sakebomb/mcp-recall

    8GitHub 星标稳定
  10. 10
    活跃

    Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.

    github实测增长打开来源 ↗

    2 147GitHub 星标+87 (+4.2 %)
  11. 11

    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..

    github实测增长打开来源 ↗

    安装 /plugin marketplace add JingbiaoMei/Tokdash

    67GitHub 星标+3 (+4.7 %)
  12. 12

    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.

    github实测增长打开来源 ↗

    安装 /plugin marketplace add ppgranger/token-saver

    142GitHub 星标+2 (+1.4 %)
  13. 13

    CLI
    活跃

    CLI 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 476GitHub 星标+725 (+0.93 %)
  14. 14

    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.

    github实测增长打开来源 ↗

    68 835GitHub 星标+901 (+1.3 %)
  15. 15
    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.

    github实测增长打开来源 ↗

    65GitHub 星标+1 (+1.6 %)
  16. 16
    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…

    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+3 (+0.90 %)
  17. 17

    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.

    github实测增长打开来源 ↗

    434GitHub 星标+5 (+1.2 %)
  18. 18

    技能
    活跃

    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/catalyst

    20GitHub 星标稳定