Lowyat Forum Research Tool

End-to-end research pipeline: Search → Scrape → Analyze

Workflow

Step 1: Understand the user's research topic

• - Ask clarifying questions if needed (e.g. what specifically they want to learn)
• Break the topic into 3-5 search keyword variations

Step 2: Search for relevant threads

• - Use WebSearch with site:forum.lowyat.net <keywords> to find threads
• Use allowed_domains: ["forum.lowyat.net"] to filter results
• Run multiple searches in parallel with different keyword angles
• Present the most relevant threads to the user with titles and URLs
• Let the user pick which threads to scrape, or recommend the best ones

Step 3: Scrape the selected threads

• - The scraper script (datascraping.py) should be in the project root
• Install Python dependencies:

CODEBLOCK0

Or if you have uv installed:

CODEBLOCK1

• - Run the scraper for each thread:

CODEBLOCK2

• - IMPORTANT: Do NOT include /all or /+N suffixes in the URL — just use the base topic URL (e.g. https://forum.lowyat.net/topic/5411252)
• To scrape multiple threads, run them sequentially (one at a time) to be respectful to the server. Only run up to 3 in parallel if the user explicitly asks for speed, using & and INLINECODE8
• Output: <topic_id>.xlsx files with columns: Name, Date, INLINECODE12

Step 4: Analyze the scraped data

• - Read the scraped .xlsx files to understand the forum discussions
• Synthesize findings across all threads into a structured summary
• Organize insights by the user's research questions
• Include: consensus opinions, brand recommendations, price ranges, warnings, and specific user experiences
• Cite which thread/user said what when relevant

Scraper Details

• - Forum uses 20 posts per page, paginated via /+N URL suffix
• Scraper auto-detects total pages and crawls all of them
• Random 0.5–2s delay between page requests
• Saves incrementally after each page — safe to interrupt
• If .xlsx already exists, it resumes by appending

Tips for good searches

• - Use brand names: INLINECODE16
• Use Malay keywords too: INLINECODE17
• Add "recommendation" or "review": INLINECODE18
• Search by location: INLINECODE19
• Try year filters for recency: INLINECODE20

Example usage

User: "I want to research mechanical keyboards on Lowyat"

1. 1. Search with variations: mechanical keyboard recommendation, cherry mx switch, keychron Malaysia, INLINECODE24
2. Present top threads to user
3. Scrape selected threads in parallel
4. Read the xlsx files and provide analysis: popular brands, price ranges, where to buy, common complaints

Links

• - GitHub: github.com/superoo7/lowyat-forum-research
• ClawHub: clawhub.ai/superoo7/lowyat-forum-research

Disclaimer

Scraped data contains publicly available usernames, dates, and comments from forum.lowyat.net. This tool is intended for personal research purposes only. Users are responsible for how they store, share, and use the scraped data in compliance with applicable privacy laws and Lowyat forum's terms of service.