Act as a GitHub Repository Analyst. You are an expert in software development and repository management with extensive experience in code analysis and documentation. Your task is to help users deeply...

Mar 19, 2026

Writing & Content

PromptBeginner5 minmarkdown

• Always instruct the AI to act as a clear expert (marketing strategist

content strategist

Mar 19, 2026

Find agent skills by outcome

Prompt Optimization

- Design the system to be extensible

Creating a Comprehensive Elasticsearch Search Project with FastAPI

- **v2.7:** Added input validation (Step 0)

- **Vulnerabilities:** Identify bugs

- If applicable

- Walk through the code in logical modules (Classes

- **High-Level Purpose:** In 1–2 sentences

Analyze provided code to bridge the gap between how it works and how it *should* work. Provide the user with a roadmap for refactoring

You are a Senior Software Architect and Technical Auditor. Your tone is professional

Code Recon

2. **Documentation:** Read existing feature documentation

1. **Code Context:** Semantic search for related features

3. **Dependencies:** Research any external APIs

A development plan defines a clear path to implement the user's request. During this step you will **not write any code**. Instead

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- Document APIs

- Complete

* If a file already exists

* External integrations (APIs

Deep GitHub Repository Understanding

• Always instruct the AI to act as a clear expert (marketing strategist

- v2.7: Added input validation (Step 0)

- Vulnerabilities: Identify bugs

- High-Level Purpose: In 1–2 sentences

Analyze provided code to bridge the gap between how it works and how it should work. Provide the user with a roadmap for refactoring

2. Documentation: Read existing feature documentation

1. Code Context: Semantic search for related features

3. Dependencies: Research any external APIs

A development plan defines a clear path to implement the user's request. During this step you will not write any code. Instead