Auto-Research Skill

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When implementing tasks, Claude Code can encounter uncertainties — design choices, algorithm details, API usage, or best practices. This skill provides an explicit-consent research path, presents findings, and waits for user approval before writing code.

Category: Data & Research
Repo: antigravity-awesome-skills
Path: skills/auto-research/SKILL.md
Updated: 7/12/2026, 11:41:17 PM
Open on GitHubHow to Install

AI Summary

When implementing tasks, Claude Code can encounter uncertainties — design choices, algorithm details, API usage, or best practices. This skill provides an explicit-consent research path, presents findings, and waits for user approval before writing code. It is useful for data analysis, research workflows, web scraping, knowledge bases, and data pipelines. Source: antigravity-awesome-skills (skills/auto-research/SKILL.md).

Auto-Research Skill

Overview

When implementing tasks, Claude Code can encounter uncertainties — design choices, algorithm details, API usage, or best practices. This skill provides an explicit-consent research path, presents findings, and waits for user approval before writing code.

The skill supports web research and an optional ChatGPT consultation. It never sends conversation context, files, browser state, or credentials to a third party without the user's explicit approval of the exact, redacted text.

When to Use This Skill

  • User asks a question where multiple valid approaches exist
  • Claude is uncertain about algorithm details or API usage
  • Design/architecture choices need comparison
  • The user explicitly asks to search the web or consult ChatGPT and approves the proposed query

How It Works

Step 1: Propose the research boundary — State the source to use, the exact query or redacted prompt, whether any local/workspace text would leave the machine, and the likely cost. Wait for the user to approve that exact boundary.

Step 2: Research — After approval, use web search or a browser session the user has explicitly selected and authorized. Use a pinned, user-configured browser automation connector; do not install packages automatically, use @latest, or access browser cookies, other tabs, saved passwords, or sessions.

Step 3: Present — Distill findings into concise options with sources, presented to the user.

Step 4: Await Approval — Do NOT write code until the user says "go ahead" or picks an option.

Step 5: Implement — Once approved, execute with confidence.

Explicit ChatGPT Consultation

Do not treat ?, ??, or another shorthand as consent. First propose a minimal prompt, for example: 请评估这个已脱敏的方案的正确性、完整性和可改进之处：<text>. Explicitly identify every piece of text that would be sent. Only after the user confirms the exact prompt may you open the selected ChatGPT session, submit that prompt, and present the response. Do not include conversation history by default.

Redact secrets, personal data, proprietary code, customer data, and internal URLs before proposing the prompt. If safe redaction is not possible, do not submit it.

Browser Automation Boundary

If browser automation is necessary, the user must separately authorize the selected browser profile and connector version. Restrict the session to the consultation tab. Do not inspect, reuse, export, or rely on cookies from other tabs or profiles.

Examples

Example 1: Design Question with GPT

User: PyTorch 中自定义 ADMM 优化器怎么设计？
Claude: 我可以搜索公开资料，或将以下已脱敏问题发给 ChatGPT：
        “如何设计 PyTorch 自定义 ADMM 优化器？请比较可行模式。”
        不会发送工作区文件或对话历史。是否允许？
User: 允许发送这段文字
Claude: [Opens only the authorized consultation tab, submits the approved prompt]
Claude: GPT suggests approach A with these pros/cons. Proceed?
User: 行
Claude: [Implements code]

Example 2: Web Search

User: ?? ADMM convergence criteria best practices
Claude: [WebSearch + WebFetch → finds Boyd et al. paper, extracts criteria]
Claude: Boyd recommends ||r|| < ε·max(||Ax||, ||Bz||, ||c||). Use this?
User: Yes
Claude: [Implements]

Best Practices

  • ✅ Always present findings to user before writing code
  • ✅ Use page.fill() for instant text injection instead of keyboard.type()
  • ✅ Ask for fresh approval before every external consultation
  • ✅ Include sources in findings
  • ❌ Don't skip research and write code speculatively
  • ❌ Don't send context, files, or browser data because of a shorthand trigger
  • ❌ Don't alter the user's browser profile or session state

Limitations

  • Requires a user-configured, pinned browser automation connector if browser consultation is used
  • ChatGPT consultation is optional; use ordinary web search when it meets the need
  • GPT response time varies (10-30s typically)
  • Web search quality depends on available sources
  • Does not replace expert domain knowledge — always let user make the final call

Security & Safety Notes

  • Obtain explicit consent for each third-party submission, including the exact redacted text
  • Never access, export, or depend on cookies, saved passwords, or unrelated browser tabs
  • Never submit sensitive credentials, tokens, proprietary code, personal data, or internal URLs
  • Do not install or execute browser tooling from an unpinned package version

Common Pitfalls

ProblemSolution
ChatGPT shows login pageLet the user log in themselves; do not handle cookies or credentials
The prompt contains sensitive contextRedact it or use local reasoning instead
Browser automation is unavailableUse web search or stop and ask the user for a different approved method

Related Skills

  • @systematic-debugging — use when debugging Playwright interactions with ChatGPT
  • @condition-based-waiting — use when waiting for GPT responses in the browser

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