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Umber — Development tracker for engineers | Ship growth, not just tasks — 18 websites ranked by shared content topics, category and on-page relevance.

Each result shows its full tech stack, contacts and AI-policy — not just a name · Browse all sites in Software And Applications →

Domain	Match	Title	Country/Lang	Category	AI files	Contact	AI-protection
useprimer.dev ↗	68 match 3 shared topics	Primer — Agent Harness Intelligence for Engineering Teams	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
luvian.io ↗	67 match 3 shared topics	Luvian \| The Context Layer for Engineering Intelligence	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
usecodemetrics.com ↗	67 match 3 shared topics	Git Analytics and Reporting Tools for Development Teams \| Codemetrics	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
joincodemetrics.com ↗	67 match 3 shared topics	Git Analytics and Reporting Tools for Development Teams \| Codemetrics	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
1source.dev ↗	66 match 3 shared topics	1Source - Universal Context Protocol for Engineering Teams	en	software-and-applications	robotsllmsaihumans	emailphone	none
3an.ai ↗	66 match 3 shared topics	3an.ai — AI engineering telemetry for engineering leaders	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
natemunk.com ↗	66 match 3 shared topics	Nate Munk – Software Engineer & Creative Developer	en	artificial-intelligence Squarespace	robotsllmsaihumans	emailphone	partial · 8
joseventrilho.com ↗	65 match 3 shared topics	Jose Ventrilho \| Software Engineering Blog	en	technology-and-computing	robotsllmsaihumans	emailphone	none
hassankadiri.com ↗	65 match 3 shared topics	Hassan Kadiri \| Software Engineer	en	software-and-applications	robotsllmsaihumans	emailphone	none
nasirnishat.com ↗	65 match 3 shared topics	Nasir Uddin Nishat \| Software Engineer	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
utiltoolkits.com ↗	65 match 3 shared topics	UtilToolkits \| Free Browser Tools for Developers & AI Workflows	en	software-and-applications	robotsllmsaihumans	emailphone	none
demooij.dev ↗	65 match 3 shared topics	Jan de Mooij \| Researcher • Software Engineer	en	artificial-intelligence WordPress	robotsllmsaihumans	emailphone	none
joanmedia.dev ↗	65 match 3 shared topics	Joan Esquivel \| JoanMedia - Software Development & Quality Management	en	technology-and-computing	robotsllmsaihumans	emailphone	none
awsiconquiz.com ↗	64 match 3 shared topics	Antimetal — Sign Up for Early Access	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
natedev.io ↗	64 match 3 shared topics	Nate \| Software Developer	en	technology-and-computing	robotsllmsaihumans	emailphone	none
deepakparyani.dev ↗	64 match 3 shared topics	Deepak Paryani \| Software Engineer	en	artificial-intelligence	robotsllmsaihumans	emailphone	none
usedossier.io ↗	64 match 3 shared topics	Dossier — Intelligence for every ticket	en	technology-and-computing	robotsllmsaihumans	emailphone	none
axivivo.com ↗	64 match 3 shared topics	Axivivo \| European Deep-Tech Innovation & Software Engineering Partner	en	software-and-applications	robotsllmsaihumans	emailphone	none

How the match score works

Each match is a 0–100 similarity score — the higher it is, the more two sites resemble one another. It’s computed automatically from our own crawl data (never from what a site says about itself) by combining several independent signals, so a high score means several of them point the same way:

shared topics how many of the same fine‑grained content topics (IAB sub‑categories) both sites cover — the main signal.
same category whether they sit in the same business / industry category.
content & title how closely their titles and page descriptions line up in wording and meaning.

No single signal decides the result — they’re blended together. Treat the score as a way to rank candidates rather than an absolute percentage; the chips on each result show which signals contributed.