Company research
Data as of May 29, 2026
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Outlines (dottxt)
Structured text generation ensuring LLM outputs follow schemas
AI InfrastructureFounded 2023#25 of 54 in AI Infrastructure
Updated May 29, 2026
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Company profile
What is Outlines (dottxt)?
Structured text generation ensuring LLM outputs follow schemas
Latest company data
Primary data point
Downloads
1.7M/30d
Tracked package: PyPI outlines
▲ +15%Updated 1d ago
Other data points
Dependent projects
116
Projects depending on tracked package: PyPI outlines
Updated 8h ago
GitHub stars
13.9K
Main repository stars
Updated 8h ago
Code usage
1
Public projects using this company's tools
Updated 8h ago
Repository health
Maintenance data from the main open-source repository.
Releases (30d)Source: GitHub release dataUpdates: WeeklyCaveat: Published releases in the last 30 daysMethodology →
0
Repository usage
Public repositories and source files importing packages tied to Outlines (dottxt).
Repos importingMetric: Public GitHub repos using company packagesSource: ecosyste.ms Packages APIScope: UTC daily snapshotUpdates: DailyFreshness: 48h target; 48h expected source lagConfidence: HighCaveat: Public GitHub dependency data only; private repos and direct API use outside those packages are not visible.Methodology →
10%
About Outlines (dottxt)
Structured text generation ensuring LLM outputs follow schemas
FoundersMarco Zocca, Marc Bain
Funding
$3M · 1 roundRaised $3M total. Category position #25 of 54 in AI Infrastructure.
Seed2024
$3MA.Capital
Investors
A.Capital
Tracked packages (1)
1 PyPI
outlines
PyPIMain PyPI packageoutlines
Structured text generation ensuring LLM outputs follow schemas