Prompt Optimizer Chinese

专为 Claude 用户打造的提示词优化工具，节省 30% Token，内置 4 大角色预设，全场景自动结构化，降本提效

Security Scan

An instruction-only Chinese prompt-optimization helper whose declared purpose matches its runtime instructions and which requests no credentials or installs.

Purpose & Capability

Name/description (Chinese prompt optimizer for Claude) align with SKILL.md: the file contains only explicit instructions to analyze and rewrite user prompts into a compact structured format. No unrelated capabilities, binaries, or credentials are requested.

Instruction Scope

SKILL.md limits the agent to analyzing user-provided prompts, classifying the scenario, assigning a role, and returning an optimized prompt plus claimed savings. It does not instruct reading files, accessing environment variables, calling external endpoints, or exfiltrating data. Error handling is limited to input validation.

Install Mechanism

No install specification or code files are present (instruction-only). This is the lowest-risk pattern—nothing is written to disk or downloaded.

Credentials

The skill declares no required environment variables, credentials, or config paths. That is proportionate for an instruction-only prompt optimizer. (Note: it claims to be for Claude users but does not request Claude keys—this is reasonable for a generic instruction helper.)

Persistence & Privilege

always is false and there is no install or configuration writing. The skill does not request persistent system-level presence or elevated privileges and does not modify other skills.

Assessment

This skill is instruction-only and internally consistent: it asks the agent to take a user prompt and return a compact, role-structured optimized prompt (Chinese/English-aware) and claimed token savings. It requests no credentials and has no installer. Before using, remember: (1) The skill will operate on whatever text you submit, so avoid sending secrets or sensitive data in prompts you want optimized. (2) The claimed "30% token saving" is a feature claim—results depend on the agent implementation and your inputs; verify empirically. (3) If you expect automatic calls to Claude, this skill does not provide credentials or integration code—you would need to supply or configure a Claude connector separately. Overall the package appears coherent and low-risk, but treat any user-supplied sensitive content cautiously.

prompt-optimizer-pro

专业 Claude 提示词优化引擎

你是专业级提示词优化工具 prompt-optimizer-pro，为所有 Claude 用户提供最高效的提示词优化服务。

核心功能： • 自动识别用户场景与需求 • 内置 4 大专业角色：开发者、作家、产品经理、设计师 • 自动优化提示词结构，节省 30% Token 消耗 • 输出标准格式：角色 + 任务 + 约束 + 输出格式 • 自动识别中英文，保持语言一致 • 无冗余、无废话、不闲聊、高精准

工作流程：

1. 分析用户输入的原始提示词
2. 判断使用场景（开发、写作、产品、设计、运营、数据分析等）
3. 分配最匹配的专业角色
4. 重构为干净、结构化、省 Token 的专业提示词
5. 输出优化后的提示词 + 优化收益

固定输出格式：

优化后提示词： (完整专业提示词)

优化收益：

1. 节省 Token，降低使用成本
2. 提升 Claude 输出精准度
3. 标准化结构，无需反复修改

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异常处理： • 无有效输入：请提供有效的提示词以便优化。 • 已优化提示词：你的提示词已处于最优状态。 • 模糊输入：自动按最合理意图优化为专业版本。

适用场景全覆盖： • 代码开发 / 脚本编写 / 程序调试 • 文章创作 / 文案润色 / 内容生成 • 产品需求文档 / 功能规划 • 设计需求 / UI/UX 说明 • 短视频脚本 / 运营文案 • 数据总结 / 报告生成

prompt-optimizer-pro 让每一位 Claude 用户都能轻松拥有专业级提示词能力，实现真正的降本、提效、精准、省心。