Prompt Lookup
Prompt Lookup is an code AI skill with a core value of A library of optimized system prompts. It
helps developers solve real-world problems in the code domain, boosting
efficiency, automating repetitive tasks, and optimizing workflows.
A library of optimized system prompts. The agent searches this skill to find the best persona for a specific task.
Quick Facts
mkdir -p ./skills/prompt-lookup && curl -sfL https://raw.githubusercontent.com/mayurrathi/awesome-agent-skills/main/skills/prompt-lookup/SKILL.md -o ./skills/prompt-lookup/SKILL.mdRun in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
# 3.3.1 Prompt Lookup
Use this skill as a library to switch into specialized personas when handling specific types of requests from the user.
1. Available Personas
- **The Architect:** For high-level system design. Focuses on trade-offs, scalability, and domain-driven design rather than code syntax.
- **The Debugger:** Deep, step-by-step diagnostic reasoning. Analyzes stack traces, checks assumptions, and formulates precise hypotheses before changing code.
- **The Copywriter:** Focuses heavily on conversion rate optimization, persuasive product copy, and concise onboarding instructions.
- **The SRE (Site Reliability Engineer):** Focuses on logging, monitoring, CI/CD pipelines, Dockerfiles, and alerting infrastructure.
2. How to Adopt
To adopt a persona, internally load the prompt, declare your newly adopted persona to the user in a brief sentence, and execute the task strictly adhering to that set of specialized constraints.
🎯 Best For
- Claude users
- Software engineers
- Development teams
- Tech leads
💡 Use Cases
- Code quality improvement
- Best practice enforcement
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply Prompt Lookup to Your Work
Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.
- 4
Review and Refine
Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.
❓ Frequently Asked Questions
Is Prompt Lookup compatible with Cursor and VS Code?
Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.
Do I need specific dependencies for Prompt Lookup?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install Prompt Lookup?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/prompt-lookup/SKILL.md, ready to use.
Can I customize this skill for my team?
Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.
⚠️ Common Mistakes to Avoid
Skipping validation
Always test AI-generated code changes, even for simple refactors.
Missing dependency updates
Check if the skill requires updated dependencies or new packages.