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prompt-optimizer

Prompt 工程技能 - 优化交易策略提示词、LLM 指令、系统提示

61

1.52x
Quality

45%

Does it follow best practices?

Impact

87%

1.52x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./.trae/skills/prompt-optimizer/SKILL.md
SKILL.md
Quality
Evals
Security

Evaluation results

81%

35%

Build an AI Trading Signal Generator

Trading signal prompt structure

Criteria
Without context
With context

CO-STAR Context section

14%

100%

CO-STAR Objective section

0%

100%

CO-STAR Response section

80%

100%

Few-shot examples count

0%

100%

JSON output fields

77%

100%

Signal enum values

62%

100%

ALL-conditions guardrail

70%

100%

WAIT always permitted

12%

62%

Counter-trend prohibition

88%

22%

RSI extreme prohibition

0%

0%

News window prohibition

88%

100%

Signal risk level thresholds

50%

100%

100%

24%

Improve and Validate a Market Analysis Prompt

Prompt versioning and A/B testing

Criteria
Without context
With context

test_prompt function

100%

100%

A/B comparison execution

100%

100%

PROMPT_REGISTRY structure

33%

100%

Registry updated with new version

25%

100%

Chain of Thought in new prompt

100%

100%

JSON Schema definition

100%

100%

Schema uses enum for signal

100%

100%

Accuracy comparison reported

100%

100%

Few-shot examples added

0%

100%

CO-STAR structure in new prompt

80%

100%

80%

29%

Design an AI-Assisted Strategy Parameter Optimizer

Strategy optimization prompting

Criteria
Without context
With context

Sharpe Ratio objective

100%

62%

Max drawdown objective

87%

100%

Win rate objective

100%

100%

Grid search method

0%

0%

Bayesian optimization method

0%

0%

Numbered steps count

100%

100%

optimized_params output section

50%

100%

expected_improvement output section

83%

100%

Risk level thresholds defined

0%

100%

Trade-offs section

0%

100%

Repository
Lingjie-chen/MT5
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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