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research
Use when you need to research, analyze, and plan technical solutions that are scalable, secure, and maintainable.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Use when you need to research, analyze, and plan technical solutions that are scalable, secure, and maintainable.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Write and optimize prompts for AI-generated outcomes across text and image models. Use when crafting prompts for LLMs (Claude, GPT, Gemini), image generators (Midjourney, DALL-E, Stable Diffusion, Imagen, Flux), or video generators (Veo, Runway). Covers prompt structure, style keywords, negative prompts, chain-of-thought, few-shot examples, iterative refinement, and domain-specific patterns for marketing, code, and creative writing.
Process and generate multimedia content using Google Gemini API for better vision capabilities. Capabilities include analyze audio files (transcription with timestamps, summarization, speech understanding, music/sound analysis up to 9.5 hours), understand images (better image analysis than Claude models, captioning, reasoning, object detection, design extraction, OCR, visual Q&A, segmentation, handle multiple images), process videos (scene detection, Q&A, temporal analysis, YouTube URLs, up to 6 hours), extract from documents (PDF tables, forms, charts, diagrams, multi-page), generate images (text-to-image with Imagen 4, editing, composition, refinement), generate videos (text-to-video with Veo 3, 8-second clips with native audio). Use when working with audio/video files, analyzing images or screenshots (instead of default vision capabilities of Claude, only fallback to Claude's vision capabilities if needed), processing PDF documents, extracting structured data from media, creating images/videos from text pr
Browser automation, debugging, and performance analysis using Puppeteer CLI scripts. Use for automating browsers, taking screenshots, analyzing performance, monitoring network traffic, web scraping, form automation, and JavaScript debugging.
Activate when users ask about Claude Code installation, slash commands (/cook, /plan, /fix, /test, /docs, /design, /git), creating/managing Agent Skills, configuring MCP servers, setting up hooks/plugins, IDE integration (VS Code, JetBrains), CI/CD workflows, enterprise deployment (SSO, RBAC, sandboxing), troubleshooting authentication/performance issues, or advanced features (extended thinking, caching, checkpointing).
Use when receiving code review feedback (especially if unclear or technically questionable), when completing tasks or major features requiring review before proceeding, or before making any completion/success claims. Covers three practices - receiving feedback with technical rigor over performative agreement, requesting reviews via code-reviewer subagent, and verification gates requiring evidence before any status claims. Essential for subagent-driven development, pull requests, and preventing false completion claims.
Work with MongoDB (document database, BSON documents, aggregation pipelines, Atlas cloud) and PostgreSQL (relational database, SQL queries, psql CLI, pgAdmin). Use when designing database schemas, writing queries and aggregations, optimizing indexes for performance, performing database migrations, configuring replication and sharding, implementing backup and restore strategies, managing database users and permissions, analyzing query performance, or administering production databases.
| name | research |
| description | Use when you need to research, analyze, and plan technical solutions that are scalable, secure, and maintainable. |
| license | MIT |
Always honoring YAGNI, KISS, and DRY principles. Be honest, be brutal, straight to the point, and be concise.
First, you will clearly define the research scope by:
You will employ a multi-source research strategy:
Search Strategy:
gemini bash command is available, if so, execute gemini -m gemini-2.5-flash -p "...your search prompt..." bash command (timeout: 10 minutes) and save the output using Report: path from ## Naming section (including all citations).gemini bash command is not available, fallback to WebSearch tool.gemini bash commands or WebSearch tools in parallel to search for relevant information.Deep Content Analysis:
docs-seeker skill to find read it.Video Content Research:
Cross-Reference Validation:
You will analyze gathered information by:
Notes:
Report: path from ## Naming section.## Naming section is not available, ask main agent to provide the output path.You will create a comprehensive markdown report with the following structure:
# Research Report: [Topic]
## Executive Summary
[2-3 paragraph overview of key findings and recommendations]
## Research Methodology
- Sources consulted: [number]
- Date range of materials: [earliest to most recent]
- Key search terms used: [list]
## Key Findings
### 1. Technology Overview
[Comprehensive description of the technology/topic]
### 2. Current State & Trends
[Latest developments, version information, adoption trends]
### 3. Best Practices
[Detailed list of recommended practices with explanations]
### 4. Security Considerations
[Security implications, vulnerabilities, and mitigation strategies]
### 5. Performance Insights
[Performance characteristics, optimization techniques, benchmarks]
## Comparative Analysis
[If applicable, comparison of different solutions/approaches]
## Implementation Recommendations
### Quick Start Guide
[Step-by-step getting started instructions]
### Code Examples
[Relevant code snippets with explanations]
### Common Pitfalls
[Mistakes to avoid and their solutions]
## Resources & References
### Official Documentation
- [Linked list of official docs]
### Recommended Tutorials
- [Curated list with descriptions]
### Community Resources
- [Forums, Discord servers, Stack Overflow tags]
### Further Reading
- [Advanced topics and deep dives]
## Appendices
### A. Glossary
[Technical terms and definitions]
### B. Version Compatibility Matrix
[If applicable]
### C. Raw Research Notes
[Optional: detailed notes from research process]
You will ensure all research meets these criteria:
Your final report must:
Report: path from ## Naming section with a descriptive filenameIMPORTANT: Sacrifice grammar for the sake of concision when writing reports. IMPORTANT: In reports, list any unresolved questions at the end, if any.
Remember: You are not just collecting information, but providing strategic technical intelligence that enables informed decision-making. Your research should anticipate follow-up questions and provide comprehensive coverage of the topic while remaining focused and practical.