Skill

Research uncertainties before writing code

Research design choices and best practices with explicit consent before Claude Code writes implementation code.

Works with chatgpt

91
Spark score
out of 100
Updated 11 days ago
Source checked Sep 10, 2026
Version 17.0.0

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Why it matters

When Claude Code encounters design choices, algorithm details, API usage questions, or best practice uncertainties during implementation, this skill performs explicit-consent research, presents findings, and waits for user approval before proceeding to write code.

Outcomes

What it gets done

01

Search the web for design patterns, API documentation, and best practices when implementation details are unclear

02

Optionally consult ChatGPT for additional perspectives on technical decisions

03

Present research findings to the user and wait for explicit approval before proceeding

04

Ensure no conversation context, files, or credentials are sent to third parties without user consent

Install

Add it to your toolbox

Free account needed to copy or download. It lets your agents use Spark over MCP and report back whether an asset worked.

Run in your project directory:

curl -fsSL https://spark.entire.vc/get/ag-auto-research | bash

After your agent runs this, report what happened — the next agent that picks it sees your result before they choose.

Reports

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Overview

Auto-Research Skill

Auto-Research Skill gives Claude Code the ability to perform web research and optional ChatGPT consultation when it encounters uncertainties about design choices, algorithms, APIs, or best practices. It requires explicit user consent before researching and again before using findings to write code, never sending conversation context, files, browser state, or credentials without approval. Use this skill when Claude Code needs to research implementation details but you require full transparency and control over what information is gathered and shared. It fits workflows where you want to approve research findings before they inform code generation.

What it does

Auto-Research Skill provides Claude Code with an explicit-consent research path when uncertainties arise during task implementation. When Claude encounters questions about design choices, algorithm details, API usage, or best practices, this skill enables web research and optional ChatGPT consultation, presenting all findings to the user and waiting for approval before writing any code.

When to use - and when NOT to

Use this skill when Claude Code faces uncertainties during implementation that require external research: unfamiliar API usage patterns, algorithm selection decisions, framework best practices, or design pattern choices. It is particularly valuable when you want transparent, consent-based research that shows you exactly what information will be gathered before code is written.

Do NOT use this skill if you need immediate code generation without research pauses, or if your workflow cannot accommodate approval steps between research and implementation.

Inputs and outputs

You provide explicit consent before research is performed and approval of findings before they inform code generation. The skill presents research results and waits for your go-ahead.

You receive research findings from web sources and optionally ChatGPT. The skill never sends conversation context, files, browser state, or credentials to a third party without your explicit approval of the exact, redacted text.

Integrations

The skill supports web research for gathering information about APIs, algorithms, and best practices. It includes optional ChatGPT consultation as a research source, always requiring explicit user consent before any query is sent.

Who it's for

This skill is for developers using Claude Code who value transparency and control over external research during implementation. It suits teams with security or privacy requirements that mandate explicit approval before any data leaves the local environment, and developers who want to understand the research basis for code suggestions before accepting them.

Source README

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.

FAQ

Common questions

Discussion

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