atoms.dev

AI vibe business team that turns your ideas into business

· atoms.dev

GitHub

Last enriched: 9d ago

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Enrichment status: 20% partial

Tvijo

Lead

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About

Atoms is built by the team behind MetaGPT and OpenManus, trusted by over one million builders worldwide. It is your Vibe Business team: an AI system that takes an idea and runs the full loop from research to deployment. Powered by open source models, Atoms has internal benchmark points where it reaches up to 45 percent better performance than strong proprietary stacks, and other points where it reaches up to 80 percent lower cost. You describe what you want, review the plan, and approve. Atoms builds the rest. This marks a shift from scaling by hiring to scaling with silicon. Your business no longer scales only with headcount. It scales with compute. You do not ship code.

AI summary

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AI summary coming soon

The profile is visible now, but AI-generated synthesis has not been stored for this company yet.

Source: AI OS summary pipeline | Status: Pending

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Tech stack hints

Platform✕ Needs enrichment

GitHubRepository

API docs✕ Needs enrichment

API documentation

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No public API documentation matched our discovery patterns yet (pattern matching / AI OS API discovery pipeline is pending or has not stored records for this slug).

Growth signals

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Composite score over time (MVP: news-derived mention velocity only).

Growth timeline is waiting for measured AI OS growth scores.

Where this company appears

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No mention sources are recorded yet for this startup.

Developer activity

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Stack Overflow question counts for the latest stored week. Tags are inferred from this profile’s text (CMS, description, AI notes) — not a full tech stack audit.

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How this company data works

Each field group is shown only when the public portal has a read model or discovery result for it. Missing blocks stay explicit.

Field	Source	Updated	Status
Profile basics	v_portal_companies_v1	2026-05-27 13:49 UTC	✓ OK
Social + GitHub	Enrichment snapshot	2026-05-27 13:49 UTC	✓ OK
API documentation	AI OS api-doc discovery	Pending	✕ Missing API docs
Growth timeline	AI OS growth scores	Live relay	✕ Missing
Mentions map	AI OS mentions read models	Live relay	✕ Missing