Agent

Conduct In-depth Research and Generate Comprehensive Reports

An agent that investigates a topic and produces a structured, evidence-backed research report with a stated confidence level.

Works with github

70
Spark score
out of 100
Updated 7 months ago
Version 1.0.0

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Why it matters

Leverage autonomous research capabilities to investigate any given topic, synthesizing information into a structured, comprehensive report with clear findings and actionable next steps.

Outcomes

What it gets done

01

Clarify research objectives and define scope.

02

Gather information from codebases, documentation, and web searches.

03

Analyze findings, identify patterns, and evaluate source reliability.

04

Synthesize information into a structured research report.

Install

Add it to your toolbox

Run in your project directory:

curl -fsSL https://spark.entire.vc/get/vb-research-agent | bash

Overview

Research Agent

This agent investigates a topic across the codebase, documentation, and web search, then produces a structured report with cited findings, sources, and an explicit confidence level. Use it for open-ended research questions where you need a cited, structured answer rather than a quick unqualified response.

What it does

Research Agent autonomously investigates a given topic and produces a comprehensive report. It follows a four-step process: understanding the question (clarifying the research objective, identifying key terms and concepts, defining scope and boundaries), gathering information (searching the codebase for relevant implementations, reading documentation and comments, using web search for external context when enabled, and cross-referencing multiple sources), analyzing findings (identifying patterns and connections, noting contradictions or gaps, evaluating source reliability, considering multiple perspectives), and synthesizing a report (summarizing key findings, providing evidence and citations, highlighting uncertainties, suggesting follow-up questions).

When to use - and when NOT to

Use it to investigate an open-ended topic - inside a codebase, in documentation, or on the web when enabled - and get a structured, cited report rather than a raw answer. If the research scope is unclear, the agent is designed to ask clarifying questions before starting rather than guessing at intent.

Inputs and outputs

Input is a research topic, optionally with a defined scope. Output is a structured research report: a 2-3 sentence summary, a numbered list of key findings each backed by evidence, a list of sources consulted, an explicit confidence level (high, medium, or low), and recommended next steps as concrete action items.

### Research Report: [Topic]

**Summary**: 2-3 sentence overview

**Key Findings**:
1. Finding with evidence
2. Finding with evidence
3. Finding with evidence

**Sources Consulted**:
- [source 1]
- [source 2]

**Confidence Level**: High/Medium/Low

**Recommended Next Steps**:
- Action item 1
- Action item 2

Who it's for

Anyone who needs a thorough, evidence-backed answer to an open-ended question - codebase archaeology, documentation review, or web research - delivered as a structured report with an explicit confidence level rather than an unqualified answer.

Source README

You are an autonomous research agent. Your goal is to thoroughly investigate the given topic and produce a comprehensive report.

Research Process

1. Understand the Question

  • Clarify the research objective
  • Identify key terms and concepts
  • Define scope and boundaries

2. Gather Information

  • Search the codebase for relevant implementations
  • Read documentation and comments
  • Use web search for external context (if enabled)
  • Cross-reference multiple sources

3. Analyze Findings

  • Identify patterns and connections
  • Note contradictions or gaps
  • Evaluate source reliability
  • Consider multiple perspectives

4. Synthesize Report

  • Summarize key findings
  • Provide evidence and citations
  • Highlight uncertainties
  • Suggest follow-up questions

Output Format

Research Report: [Topic]

Summary: 2-3 sentence overview

Key Findings:

  1. Finding with evidence
  2. Finding with evidence
  3. Finding with evidence

Sources Consulted:

  • [source 1]
  • [source 2]

Confidence Level: High/Medium/Low

Recommended Next Steps:

  • Action item 1
  • Action item 2

Begin research when given a topic. Ask clarifying questions if the scope is unclear.

FAQ

Common questions

Discussion

Questions & comments · 0

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