Strongest current signal
Package downloads
1.4M/30d
Tracked on PyPI
▲ +2%
Structured text generation ensuring LLM outputs follow schemas
Best current coverage: 1.4M downloads/30d, 102 dependents, and 1 public repos.
Lead signals
Package pull and public code usage both show up clearly for Outlines (dottxt).
Strongest current signal
1.4M/30d
Tracked on PyPI
102
Known dependents on PyPI
13.7K
Main repository stars
1
Public repositories importing tracked packages
Research Brief
No recent Research Brief centers Outlines (dottxt) yet. Start with the latest market reporting, then return here for the stored company signals on this page.
Browse Research Briefs →Reading
package pull and existing public code are the clearest current signals for Outlines (dottxt).
Package pull
1.4M/30d
Tracked package pull on PyPI
Existing public code
1
Public repositories importing tracked packages
Downstream usage
102
Known dependents on PyPI
Engineering activity
1
GitHub contributors active in the last 30 days
Coverage includes npm and PyPI registries, GitHub, public code import detection, and recent company news where available. As of April 14, 2026. Methodology
Sustainability and maintenance signals from the primary public repository.
These signals come from public code import detection and tracked hiring posts rather than registry totals alone.
Public repositories and source files importing packages tied to Outlines (dottxt).
Background and reference details
background, categories, funding, and tools stay collapsed until you need them.
Structured text generation ensuring LLM outputs follow schemas
Raised $3M total - DAI rank #60 suggests moderate developer adoption relative to funding.
A.Capital
30K PyPI
Structured text generation ensuring LLM outputs follow schemas
A Python library for structured text generation, enabling large language models to produce outputs adhering to regular expressions, JSON, or YAML schemas.
Historical metrics for Outlines (dottxt)
Outlines (dottxt): GitHub Stars up 1% (13.6K to 13.7K). Contributors remained flat.
| Date | PyPI Downloads | GitHub Stars | Contributors |
|---|---|---|---|
| Mar 16, 2026 | - | 13.6K | 1 |
| Mar 22, 2026 | 324.0K | - | - |
| Mar 23, 2026 | - | 13.6K | 1 |
| Mar 29, 2026 | 394.8K | - | - |
| Mar 30, 2026 | - | 13.6K | 1 |
| Apr 5, 2026 | 314.9K | - | - |
| Apr 6, 2026 | - | 13.6K | 0 |
| Apr 12, 2026 | 203.8K | - | - |
| Apr 13, 2026 | 30.6K | 13.7K | 0 |
| Apr 14, 2026 | - | 13.7K | 1 |