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Learn the workflows
Scrape a forum, pipe it to GPT or Claude Code, ship a monitoring agent. Real workflows on real actors — the operator's playbook.
Read the playbook
Scraping · Apify · AI social listening
Hear what the forums are saying
LIVE Bahamut · LoL · 62% sentiment · ↑ 3.4× volume · 1204 posts
Turn the Asian forums global tools ignore into sentiment you can actually read.
How it works
Scrape it, read the mood, hear when it moves
Three steps — the same pipeline behind every tool and tutorial on this site.
01
Scrape the forum
PTT, LIHKG, Bahamut, HardwareZone — public posts, no login, through battle-tested Apify actors.
02
Read the sentiment
Pipe it to GPT or Claude — sentiment, share-of-voice, and what people are actually saying.
03
Get alerted
Schedule it. When volume spikes or the mood flips, you hear about it — not a week later.
Where to start
Three ways in — pick your effort level
• • •
Run a free tool
Forum sentiment, HK property, cost calculator — instant answers, no login. Pip does the fetching.
Try a toolLOL
Monitor continuously
Scheduled monitors, cross-forum share-of-voice, sentiment exports. The turnkey dashboard that never sleeps.
See Pro monitoringFree tools
No signup — click and play
See all toolsTopics
Forum and property data, by market
Hong Kong forums
LIHKG API: How to Get LIHKG and HKGolden Forum Data Without an Official API
Threads, replies and site-wide search from LIHKG and HKGolden.
Hong Kong property dataHong Kong Property Data: Estate Transactions, Listings and the CCL From Centaline, Midland and 28Hse
Estate transactions, sale and rental listings, and the CCL index.
Singapore forumsHardwareZone API: Getting Singapore Forum Data From EDMW and Other HWZ Boards
Board listings, threads and replies from HardwareZone, EDMW included.
Taiwan forumsPTT Crawler and Taiwan Forum Data: Getting Posts and Comments From PTT, Mobile01 and Bahamut
Posts, push comments and replies from PTT, Mobile01 and Bahamut.
Southeast Asia forumsPantip API and Southeast Asia Forum Data: Getting Thai and Vietnamese Forum Posts and Comments Without an Official API
Search, topics and comments from Pantip (Thailand) and VOZ (Vietnam).
Korean forumstheqoo Data: Getting Posts and Comments From Korea's K-pop Community Without an API
Board listings, full posts and comments from theqoo (Korea).
Latest guides
New in the playbook
2026-10-13 
2026-10-12 
2026-10-12
See all guides Centaline API: Ask Claude to Compare Hong Kong Property Prices via Apify MCP
Centaline publishes no official API. Wire Apify's official MCP server into Claude Code or Claude Desktop instead, and you can ask in plain English how Taikoo Shing's current asking prices compare with its recent deals — Claude calls centaline-scraper itself and does the math. We ran it for real: 33 transactions against 40 listings, for about $0.17.
2026-10-12 How to Use Jev for Social Listening: API Request, 7-Step Recipe and the Questions That Worked
A practical guide to using TypeSafe's Jev API for sentiment, relevance and intent labels on forum posts: the HTTP request shape, a 7-step recipe with the measured evidence behind each step, the full question definitions we used, cost per 100,000 posts, rate limits and pitfalls.
2026-10-12 Jev vs Claude Haiku: An Independent Sentiment Benchmark on 405 Cantonese, Thai and Singlish Forum Posts
We ran TypeSafe's Jev (jev-1.13.0) and Claude Haiku 5.5 on the same sentiment, relevance and intent questions over 405 real forum posts from LIHKG, Pantip and HardwareZone. Haiku led by 3 to 5 points on 150 held-out Cantonese posts; Jev cost less than half as much, answered in about 0.36 seconds, and its confidence scores were well calibrated.
30+live Apify actors
4.9★Store reviews
Every tutorial is written from actually running the pipelines — not from theory.
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