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valtterimelkko
valtterimelkkoCOMMUNITY
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scraping-reddit

Scrape Reddit JSON endpoints to identify high-intent market signals.

1|1|Updated Jun 11, 2026
Search Tags:#data analysis#market research#reddit#scraping#saas#opportunity discovery
One-click install
npx skills add https://github.com/valtterimelkko/agent-workflow-skills --skill scraping-reddit-valtterimelkko
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scraping-reddit
Source: https://github.com/valtterimelkko/agent-workflow-skills/tree/main/skills/scraping-reddit
Command: npx skills add https://github.com/valtterimelkko/agent-workflow-skills --skill scraping-reddit-valtterimelkko

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires httpx, and includes scripts (resource) and tests (resource) components.

What problem does it solve?

This skill solves the challenge of manually scouring Reddit to find high-intent user pain points, unaddressed market gaps, and emerging SaaS opportunities.

Core Features & Use Cases

  • Tactical Navigation: Programmatically discover relevant subreddits, scan community wikis for FAQs, and identify power users driving engagement.
  • Advanced Filtering: Isolate high-intent signals, churn indicators, and controversial topics using semantic pattern matching and velocity tracking.
  • Idea Synthesis: Validate trends across multiple niches and detect cross-pollination of problems to identify high-potential SaaS opportunities.

Quick Start

Use the scraping-reddit skill to analyze the startups subreddit for high-intent SaaS opportunities and print the top five findings.

Frequently Asked Questions about scraping-reddit

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

FAQPage Schema
How do I discover SaaS opportunities by scraping Reddit data?▼

Scraping Reddit data for SaaS ideas involves programmatically accessing Reddit JSON endpoints to identify unaddressed user frustrations and high-intent market signals. You can discover relevant subreddits, scan community wikis for FAQs, and isolate high-intent signals to pinpoint market gaps.

How does scraping Reddit JSON endpoints help with competitor gap analysis?▼

Scraping Reddit JSON endpoints for competitor gap analysis works by filtering discussions for churn indicators and controversial topics using semantic pattern matching. This isolates unaddressed user frustrations and validates trend persistence across diverse online communities.

Do I need OAuth2 authentication and residential proxies to scrape Reddit JSON endpoints?▼

Yes, you need OAuth2 authentication and residential proxy configuration to scrape Reddit JSON endpoints reliably. These requirements ensure compliant data acquisition and help you avoid rate limit issues when programmatically scanning diverse online communities.

Can I use httpx to programmatically discover relevant subreddits and power users?▼

Yes, you can use httpx to programmatically discover relevant subreddits and identify power users driving engagement. The skill leverages httpx for tactical navigation, scanning community wikis for FAQs, and applying advanced filtering to isolate high-intent market signals.

What is the best way to validate trend persistence across multiple niches on Reddit?▼

The best way to validate trend persistence across multiple niches on Reddit is by applying semantic pattern matching and velocity tracking to scraped JSON data. This detects cross-pollination of problems to identify high-potential SaaS opportunities from diverse online communities.

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