yibo365

Compression — Development skill for Claude Code

Development community

用 LLMLingua、token pruning 等技术把长 prompt 压到 1/3-1/5,省钱、降延迟、不掉效果——长上下文时代必备的工程手段.

How to install Compression

Installs to ~/.claude/skills/yibo365-agent-camp-compression/SKILL.md

Terminal
mkdir -p ~/.claude/skills/yibo365-agent-camp-compression && curl -fsSL https://raw.githubusercontent.com/yibo365/agent-camp/HEAD/prompt/compression.md -o ~/.claude/skills/yibo365-agent-camp-compression/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Compression does


title: Prompt Compression 提示词压缩 description: 用 LLMLingua、token pruning 等技术把长 prompt 压到 1/3-1/5,省钱、降延迟、不掉效果——长上下文时代必备的工程手段。 pageClass: prompt-compression-page

Prompt 工程

Prompt Compression 提示词压缩

用 LLMLingua、token pruning 等技术把长 prompt 压到 1/3-1/5——省钱、降延迟、不掉效果,长上下文时代必备。

适合阶段:成本/延迟优化 核心:LLMLingua / 摘要 / KV Cache 复用<

Alternatives in Development

  • GenericAgent — Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token co 6.1k ★
  • Claude Token Efficient — One CLAUDE.md file 3.8k ★
  • Doctor — Environment diagnostics with interactive fixes — providers, auth, RTK, hooks, token optimization 2.8k ★

Full documentation available on GitHub

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