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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
AgentAct AI PH 1 2026-09-30
Atlarix for Chrome PH 1 2026-09-20
Tabstop PH 1 2026-09-18
Exten AI PH 1 2026-09-23
Waterfall AI Test PH 1 2026-09-08
KeelCat PH 1 2026-09-18
Tokenectomy Razor PH 1 2026-09-15
Rapid UI Re-Engineering System PH 1 2026-09-20
TabZipsa PH 1 2026-09-29
lynx PH 1 2026-09-24
Rill PH 1 2026-09-18
Frontend Quality Auditor PH 1 2026-09-28
SixSentences_ PH 1 2026-09-16
Keirolabs PH 1 2026-09-23
AINetscape PH 1 2026-09-30
Neogenio PH 1 2026-09-27
SerpScope Copy PH 2 2026-09-28
Fallow PH 2 2026-09-18
Usable Browser Agent PH 2 2026-09-08
ARIA PH 2 2026-09-14
AnzeigenBoost PH 2 2026-09-19
WebTaskFlow PH 2 2026-09-09
InventorCheck PH 2 2026-09-10
AgentRender PH 2 2026-09-24
Cymatix Context PH 2 2026-09-30
SystemFoundry PH 2 2026-09-13
riru PH 2 2026-09-30
SnapUI — Component Workshop PH 3 2026-09-22
FireWatch AI PH 3 2026-09-29
heretic - bot mitigation and anti-fraud PH 3 2026-09-06
LintLang PH 3 2026-09-13
TafScraper PH 3 2026-09-28
Jeeves PH 3 2026-09-30
according to - Research Companion PH 4 2026-09-26
Anything API HN 5 2026-03-12
I built a RAG engine to search Singaporean laws HN 5 2026-02-07
CiteRoute PH 5 2026-09-16
Resurf HN 5 2026-05-07
Give your coding agent production bug context HN 5 2025-11-13
I built a new software primitive. It replaces AI screenshot agents HN 5 2026-02-17
XHTML HN 5 2026-09-24
I made a tool that steals any website's UI into .md context HN 5 2026-01-05
OpenFable HN 5 2026-04-08
Agent Chaperone HN 5 2026-09-21
Vespper (YC F24) HN 5 2026-09-28
CodeDrift HN 5 2026-03-05
Urlx HN 5 2026-03-23
Agentsearch HN 5 2026-04-08
Sqry HN 5 2026-03-06
FireClaw HN 5 2026-03-17