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Sources

browser automation and scraping for AI

Recent window: last 5.2 months (2026-04-24 → 2026-09-28), compared with the prior 5.2 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
120
Prior count
121
Total count
262
Momentum
-0.83
Attention
0.58
Crowding
0.61
Concentration
0.84
Opportunity
0.35

Opportunity components

Attention
0.58
Low crowding
0.39
Momentum (normalized)
0.25
Low concentration
0.16

Monthly trajectory

Source split

github
8 (0.07)
hn
61 (0.51)
ph
50 (0.42)
yc
1 (0.01)

Dominant source: hn · Divergence: 0.50

Similar themes

Members

Name Source Upvotes ▼ Launched
I built an SDK that scrambles HTML so scrapers get garbage HN 16 2026-03-12
OpenBUA GITHUB 15 2026-09-28
Draco HN 15 2026-08-02
Sourcewizard HN 15 2025-11-20
Radix HN 15 2026-09-24
Altrina Automator: Turn demonstrations into reliable browser automations in 5 minutes YC 14 2025-12-22
Poisson HN 14 2026-02-08
A stateful UI runtime for reactive web apps in Go HN 14 2026-04-14
ContextFort HN 14 2026-01-14
Rotunda HN 13 2026-05-13
Axiomeer HN 13 2026-02-03
AI Agents for Osint/Sigint HN 13 2026-08-29
Prisma Next HN 13 2026-05-22
Ontology-driven knowledge graph extraction from text HN 13 2025-11-24
Timberlogs HN 13 2026-01-13
Ragnerock, an AI data analysis tool HN 13 2026-04-28
Why many AI-generated websites don't show up on Google HN 12 2025-12-25
Mozilla.ai introduces Clawbolt, an AI Assistant for the trades HN 12 2026-03-03
Kandelo HN 12 2026-08-20
OTP Inspired actor supervisor based full stack templates HN 12 2026-07-20
Domphy HN 11 2026-06-19
Jeeves HN 11 2026-04-15
Browser Tools SDK HN 11 2026-07-21
Chrome ext to let zot, your terminal coding agent, operate the browser HN 11 2026-05-20
phpclaw-monorepo GITHUB 11 2026-09-23
Tabstack Research HN 10 2026-02-04
Fortress HN 10 2026-07-10
Frontend-VisualQA — give coding agents eyes to verify their own UI work HN 10 2026-04-07
Crustdata (YC F24) HN 10 2026-02-25
Visual Workspace for Agents Based on Unix HN 10 2026-06-25
Generate SKILL.md files from URLs, in the browser HN 10 2026-05-04
Calling tools w/ Python improves LLM perf. vs MCP (77.1% on BrowseComp) HN 10 2025-12-16
Microsoft Agent Viewer HN 10 2025-12-25
Agentry HN 10 2025-12-09
Zig parser in ~70 lines of JavaScript HN 10 2026-01-17
flex-writer-share GITHUB 10 2026-09-16
Biloba: fast and stable Chrome-based browser tests in Go and Vitest HN 10 2026-09-14
CH-UI v2 HN 9 2026-02-20
HTML, CSS and JavaScript in the Terminal HN 9 2026-07-13
hexium-browser GITHUB 9 2026-09-13
ParseHawk HN 9 2026-06-25
Tiptap AI Toolkit HN 9 2025-11-24
Nabsun PH 8 2026-09-21
Trawl HN 8 2026-03-08
Browser-based .NET IDE with visual designer, NuGet packages, code share HN 8 2026-02-26
Aether HN 8 2026-02-19
Durable Endpoints HN 8 2026-02-18
Routing24 HN 8 2026-07-04
RunKit HN 8 2026-07-22
Telem HN 8 2026-08-27