Llm Optimization
Helps with LLMs, optimization as part of building AI and machine learning applications workflows.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add llm-optimization npx -- -y @trustedskills/llm-optimization
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"llm-optimization": {
"command": "npx",
"args": [
"-y",
"@trustedskills/llm-optimization"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill optimizes Large Language Model (LLM) performance. It focuses on improving response quality and reducing resource consumption by adjusting parameters like temperature, top_p, and frequency penalty. The skill aims to balance creativity with accuracy and efficiency in LLM outputs.
When to use it
- Improving creative writing: Generate more diverse and engaging stories or poems while maintaining coherence.
- Reducing hallucination: Minimize the generation of factually incorrect information by tightening response constraints.
- Lowering API costs: Optimize prompts for fewer tokens, reducing expenses associated with LLM usage.
- Ensuring consistent tone: Fine-tune parameters to maintain a specific writing style or brand voice across multiple responses.
Key capabilities
- Parameter Adjustment (temperature, top_p, frequency penalty)
- Response Quality Tuning
- Resource Consumption Optimization
- Hallucination Reduction
Example prompts
- "Optimize this prompt for factual accuracy: [prompt]"
- "Generate a creative story with a temperature of 0.7."
- "Reduce the token count of this response while maintaining its meaning."
Tips & gotchas
The effectiveness of this skill depends on understanding how LLM parameters influence output. Experimentation and iterative refinement are key to achieving optimal results for specific use cases.
Tags
TrustedSkills Verification
Unlike other registries that point to live repositories, TrustedSkills pins every skill to a verified commit hash. This protects you from malicious updates — what you install today is exactly what was reviewed and verified.
Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.