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Sources

browser automation and scraping for AI

Recent window: last 5.1 months (2026-04-24 → 2026-09-27), compared with the prior 5.1 months.

horizontal · 262 members · Data as of 2026-09-30

These products provide headless browser runtimes, scraping APIs, and UI context capture tools designed to help software systems navigate the web and extract structured data. They are primarily used by AI engineers and developers building autonomous agents, workflow automations, and LLM data ingestion pipelines. Unlike traditional RPA or legacy web scrapers, this cluster focuses heavily on agent-driven navigation, natural language querying, and machine-readable data outputs.

Metrics

Stage
cooling
Recent count
119
Prior count
121
Total count
262
Momentum
-1.65
Attention
0.58
Crowding
0.63
Concentration
0.84
Opportunity
0.34

Opportunity components

Attention
0.58
Low crowding
0.37
Momentum (normalized)
0.25
Low concentration
0.16

Monthly trajectory

Source split

github
8 (0.07)
hn
61 (0.51)
ph
49 (0.41)
yc
1 (0.01)

Dominant source: hn · Divergence: 0.50

Similar themes

Members

Name Source Upvotes ▼ Launched
Context.dev PH 810 2026-07-02
BrowserAct PH 561 2026-06-25
Browse.sh PH 509 2026-06-08
Vibium HN 443 2025-12-24
HasData PH 438 2026-05-15
Why write code if the LLM can just do the thing? (web app experiment) HN 436 2025-11-01
Browzer PH 426 2026-09-02
Tabstack Browser Automation PH 387 2026-07-01
Stop AI scrapers from hammering your self-hosted blog (using porn) HN 373 2025-12-16
Webhound PH 364 2026-07-27
Microsoft releases Flint, a visualization language for AI agents HN 350 2026-07-08
Ant HN 330 2026-07-11
One Human + One Agent = One Browser From Scratch in 20K LOC HN 324 2026-01-27
Qursor PH 320 2026-06-12
Jentic Mini PH 309 2026-03-26
BrowserAct Cloud PH 287 2026-08-14
ZooData PH 271 2026-07-18
Is Your Site Agent-Ready? by Cloudflare PH 264 2026-04-18
SCRAPR PH 259 2026-03-09
Aera Browser PH 257 2026-03-28
Prometheus by Firecrawl PH 249 2026-06-13
Firecrawl CLI PH 248 2026-03-11
Rindler PH 244 2026-08-07
sitefire.ai PH 226 2026-03-10
Coi HN 225 2026-01-20
Buffer API PH 220 2026-05-28
Mastra 1.0, open-source JavaScript agent framework from the Gatsby devs HN 213 2026-01-20
Tabstack Structured Extraction PH 199 2026-06-11
Tabstack Web Research PH 168 2026-06-01
Breadcrumb PH 163 2026-03-26
ProofShot HN 161 2026-03-24
Integuru PH 161 2026-05-29
M1 by Montage PH 158 2026-05-18
Gemma Gem HN 156 2026-04-06
Open-source browser for AI agents HN 155 2026-03-11
Tabbit AI PH 153 2026-09-03
Quaso PH 152 2026-07-23
PageAgent, A GUI agent that lives inside your web app HN 147 2026-03-05
DenchClaw HN 147 2026-03-09
Aside PH 146 2026-09-14
I built a small browser engine from scratch in C++ HN 146 2026-01-28
I ported Manim to TypeScript (run 3b1B math animations in the browser) HN 140 2026-02-25
Browser Harness HN 134 2026-04-24
Webctl HN 134 2026-01-14
Libretto HN 134 2026-04-15
Tabstack HN 130 2026-01-14
DAC HN 119 2026-04-29
Figma-use HN 115 2026-01-18
Smooth CLI HN 109 2026-02-05
Agent-desktop HN 99 2026-05-02