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prompt-optimizer-cn
by
ucsdzehualiu
· GitHub ↗
· v1.0.0
· MIT-0
134
Downloads
0
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0
Active Installs
1
Versions
Install in OpenClaw
/install prompt-optimizer-cn
Description
复杂任务专用迭代式提示词优化器。严格执行ACON论文的两阶段迭代优化+APE自动提示工程，仅在用户明确要求时触发，优化完主动收集反馈，支持多轮迭代直到满意。
Usage Guidance
This skill is instruction-only and appears coherent for its stated purpose. Before installing: (1) confirm your platform enforces the 'only when user asks' invocation if you require that guarantee (the SKILL.md forbids automatic triggering but model invocation is allowed by default), (2) test the skill with non-sensitive prompts to validate it truly preserves critical signals and does not leak or alter intent, and (3) avoid placing secrets or sensitive data inside prompts you feed to the optimizer (the skill processes prompt text but has no declared protections). If you need higher assurance, request the ACON/APE paper references or a transparency note from the publisher about how strict verification is implemented.
Capability Analysis
Type: OpenClaw Skill
Name: prompt-optimizer-cn
Version: 1.0.0
The skill bundle is a prompt optimization tool that implements academic methodologies (ACON and APE) for iterative prompt engineering. The SKILL.md file contains structured instructions for the agent to analyze, enhance, and compress user-provided prompts while maintaining functional integrity and seeking user feedback; no malicious code, data exfiltration, or unauthorized execution patterns were found.
Capability Assessment
Purpose & Capability
Name and description (prompt optimizer for complex tasks using ACON+APE) match the SKILL.md instructions. The skill does not request unrelated credentials, binaries, or config paths — nothing requested appears extraneous to prompt optimization.
Instruction Scope
SKILL.md provides a narrow, prescriptive workflow (parse input, extract key signals, generate 5 candidates, score, compress, iterate on feedback). It only operates on the user-provided prompt and user feedback; it does not instruct reading files, environment variables, or calling external endpoints. The '100% retain key signals' and strict verification steps are procedural guarantees in the text (effectiveness claims) not additional runtime privileges.
Install Mechanism
Instruction-only skill with no install spec and no code files. No downloads or package installs are declared, so there is no installation risk.
Credentials
No environment variables, credentials, or config paths are required. The skill does not ask for unrelated secrets or broad system access.
Persistence & Privilege
The SKILL.md repeatedly states the optimizer must only trigger when the user explicitly requests it ('绝不自动触发'), but the skill metadata leaves model invocation enabled (disable-model-invocation: false). Autonomous invocation alone is not a security flaw, but there is a minor mismatch between the skill's self-imposed restriction and the platform-level invocation setting — you should confirm the platform enforces the 'user-request-only' behavior if that guarantee matters to you.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install prompt-optimizer-cn - After installation, invoke the skill by name or use
/prompt-optimizer-cn - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- 首个版本发布，基于ACON和APE论文提出的两阶段迭代提示词优化流程。
- 支持解析并锁定用户任务意图，提取并全程保留关键信号。
- 结合APE机制，多风格并行生成候选指令，自动评分选优，并严格验证信号完整性。
- 引入阶段化冗余压缩，支持λ参数灵活控制压缩率，兼顾效果与长度。
- 优化结果输出后主动收集用户反馈，支持多轮迭代直至满意。
- 仅在用户明确请求时触发，严格限制自动执行。
Metadata
Frequently Asked Questions
What is prompt-optimizer-cn?
复杂任务专用迭代式提示词优化器。严格执行ACON论文的两阶段迭代优化+APE自动提示工程，仅在用户明确要求时触发，优化完主动收集反馈，支持多轮迭代直到满意。 It is an AI Agent Skill for Claude Code / OpenClaw, with 134 downloads so far.
How do I install prompt-optimizer-cn?
Run "/install prompt-optimizer-cn" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is prompt-optimizer-cn free?
Yes, prompt-optimizer-cn is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does prompt-optimizer-cn support?
prompt-optimizer-cn is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created prompt-optimizer-cn?
It is built and maintained by ucsdzehualiu (@ucsdzehualiu); the current version is v1.0.0.
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