← Back to Skills Marketplace
prompt-optimizer-en
by
ucsdzehualiu
· GitHub ↗
· v1.0.0
· MIT-0
118
Downloads
0
Stars
1
Active Installs
1
Versions
Install in OpenClaw
/install prompt-optimizer-en
Description
Iterative prompt optimizer for complex tasks. Strictly implements ACON's two-stage iterative optimization + APE automatic prompt engineering. Only triggers w...
Usage Guidance
This skill appears coherent and does only prompt transformation work, but remember: (1) it will see the full prompt you give it, so do not include secrets or sensitive data in prompts; (2) its validations (functional equivalence, effectiveness scoring) are subjective — review optimized prompts before using them in high-stakes contexts; and (3) because it rewrites prompts automatically when you request iterations, keep a copy of your original prompt if you need to revert or audit changes.
Capability Analysis
Type: OpenClaw Skill
Name: prompt-optimizer-en
Version: 1.0.0
The skill bundle contains instructions for an AI agent to perform iterative prompt optimization based on academic methodologies (ACON and APE). The SKILL.md file defines a structured process for intent extraction, utility enhancement, and compression without any evidence of malicious intent, data exfiltration, or unauthorized command execution.
Capability Assessment
Purpose & Capability
The name/description (prompt optimizer implementing ACON/APE) align with the SKILL.md: all operations are prompt parsing, candidate generation, scoring, compression, and iterative refinement. There are no extra credentials, binaries, or config paths requested that would be unrelated to prompt optimization.
Instruction Scope
Instructions stay within the stated purpose and explicitly forbid auto-triggering and extra analysis. One operational ambiguity: several validation steps require the agent to judge 'functional equivalence' and 'effectiveness' which are subjective and grant the agent discretion in deciding when a change is acceptable. This is expected for a prompt-optimization skill but means outputs should be reviewed by the user rather than assumed correct.
Install Mechanism
Instruction-only skill with no install spec and no code files; nothing is written to disk or downloaded by the skill itself.
Credentials
No environment variables, credentials, or config paths are requested. The skill does not request unrelated secrets or cloud credentials.
Persistence & Privilege
always is false and user-invocable only. The skill does not request persistent presence or modification of other skills or agent-wide settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install prompt-optimizer-en - After installation, invoke the skill by name or use
/prompt-optimizer-en - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of prompt-optimizer skill with strict two-stage iterative optimization workflow.
- Implements ACON's (arXiv:2510.00615) input parsing, critical signal extraction, and compression methodology.
- Integrates APE (arXiv:2211.01910) automatic prompt engineering with multi-candidate generation and scoring.
- Supports multi-round optimization based on explicit user feedback, ensuring functional integrity at every step.
- Only activates when explicitly requested by the user and always preserves all critical signals and original task intent.
Metadata
Frequently Asked Questions
What is prompt-optimizer-en?
Iterative prompt optimizer for complex tasks. Strictly implements ACON's two-stage iterative optimization + APE automatic prompt engineering. Only triggers w... It is an AI Agent Skill for Claude Code / OpenClaw, with 118 downloads so far.
How do I install prompt-optimizer-en?
Run "/install prompt-optimizer-en" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is prompt-optimizer-en free?
Yes, prompt-optimizer-en is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does prompt-optimizer-en support?
prompt-optimizer-en is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created prompt-optimizer-en?
It is built and maintained by ucsdzehualiu (@ucsdzehualiu); the current version is v1.0.0.
More Skills