research-to-blueprint

Extract semantic data from research reports into visual blueprint JSON files.

8|3|Updated Apr 18, 2026
One-click install
npx skills add https://github.com/KunCheng-He/kk-ai --skill research-to-blueprint
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: research-to-blueprint
Source: https://github.com/KunCheng-He/kk-ai/tree/main/skills/shared/research-to-blueprint
Command: npx skills add https://github.com/KunCheng-He/kk-ai --skill research-to-blueprint

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill solves the challenge of converting dense, unstructured research reports into actionable, structured visual data, ensuring that key insights and data points are accurately captured and validated.

Core Features & Use Cases

  • Structured Extraction: Automatically parses research reports to identify core conclusions, data points, and visual metaphors.
  • Data Integrity: Performs automated validation to ensure extracted data matches the source report, flagging discrepancies.
  • Use Case: When preparing a product strategy presentation, use this skill to convert a 20-page market research document into a clean visual_blueprint.json file that can be directly fed into design or visualization tools.

Quick Start

Use the research-to-blueprint skill to analyze the report located at ./workspace/research/market-analysis.md and generate the corresponding visual blueprint.

Frequently Asked Questions about research-to-blueprint

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract structured data from research reports for visualization?

To extract structured data from research reports for visualization, you need a tool that parses qualitative and quantitative findings into machine-readable JSON. This skill automates that parsing, identifying core conclusions and data points to generate a standardized visual blueprint file.

What is a visual blueprint JSON file and when do I need it?

A visual blueprint JSON file is a standardized, machine-readable format containing structured semantic information and data points extracted from research. You need it when converting dense, unstructured reports into actionable data for direct use in design or visualization tools.

Can I convert a markdown market analysis document directly into a visual blueprint?

Yes, you can convert a markdown market analysis document directly into a visual blueprint. By pointing the skill to your research file, it will automatically parse the content and generate the corresponding visual_blueprint.json output.

How does automated data anchor verification ensure consistency between source text and generated output?

Automated data anchor verification ensures consistency by validating extracted data points against the original source text. It automatically flags discrepancies between the research report and the generated JSON, guaranteeing that the structured output accurately reflects the source.

Does this tool work for converting dense unstructured reports without manual data entry?

Yes, this tool works for converting dense unstructured reports without manual data entry. It automatically parses research documents to identify core conclusions, data points, and visual metaphors, transforming them into a structured visual blueprint.

What are the limitations of using automated data extraction for research analysis?

A limitation of automated data extraction for research analysis is potential semantic misinterpretation of highly nuanced qualitative text. While automated data anchor verification flags discrepancies, complex visual metaphors may require manual review to ensure accurate JSON representation.