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research-and-analyze

Ingest sources, validate citations, and extract transcripts for research workflows.

7|Updated Feb 3, 2026
Search Tags:#research#verification#systematic analysis#source ingestion#youtube transcript
One-click install
npx skills add https://github.com/hhellbusch/my-ai-workspace --skill research-and-analyze
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-and-analyze
Source: https://github.com/hhellbusch/my-ai-workspace/tree/main/.agents/skills/research-and-analyze
Command: npx skills add https://github.com/hhellbusch/my-ai-workspace --skill research-and-analyze

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires requests, beautifulsoup4, markdownify, youtube-transcript-api, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill enables efficient ingestion, organization, and verification of source materials for research, saving time on manual collection and validation efforts.

Core Features & Use Cases

  • Transcript ingestion and processing for YouTube videos to convert captions into organized markdown summaries.
  • Systematic research workflows including source gathering, citation verification, and evidence collection.
  • Use Case: When analyzing a technical article, this Skill fetches all referenced URLs, compiles the content, and verifies claims against sources to ensure accuracy and reliability.

Quick Start

Instruct the AI to fetch and verify sources from a list of URLs for your research project.

Frequently Asked Questions about research-and-analyze

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

FAQPage Schema
How do I automate source verification and ingestion for research projects?▼

Automated source verification ingests URLs, fetches referenced content, and validates claims against original sources to ensure research accuracy. This Skill organizes artifacts on disk, batch processes sources, and compiles content into markdown for systematic analysis.

Can I extract and process YouTube transcripts for research analysis?▼

Yes, YouTube transcript extraction converts video captions into organized markdown summaries for research analysis. The Skill fetches transcripts via the youtube-transcript-api, processes the text, and integrates it with other ingested sources for verification.

How do I verify article citations and check claims against original sources?▼

Citation validation fetches all referenced URLs from a technical article, compiles the ingested content, and cross-references claims against the original sources. This systematic workflow ensures evidence-based analysis and reliable verification of stated facts.

Do I need Python web scraping libraries to run systematic research workflows?▼

Yes, the research workflows require Python and specific dependencies including requests, beautifulsoup4, markdownify, and youtube-transcript-api. These libraries enable automated source ingestion, HTML parsing, markdown conversion, and transcript extraction.

What is the best way to batch process and organize multiple research sources?▼

Batch processing of research sources is handled by organizing artifacts on disk and compiling fetched content into structured markdown. This Skill automates the gathering and validation of multiple URLs, ensuring systematic evidence collection across various research scenarios.

Are there limitations when using beautifulsoup4 for source ingestion and verification?▼

Source ingestion relies on beautifulsoup4 for parsing fetched HTML, which may face limitations with heavily JavaScript-rendered pages. The Skill processes static article content and YouTube transcripts effectively, but dynamic web applications might require alternative ingestion approaches.

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