Overall Score
10
of AI companies
Structured LLM outputs with Pydantic — extract typed data from any LLM
Instructor is a Python library for structured LLM outputs using Pydantic. Extract validated, typed data from any LLM response with automatic retry and validation.
Overall Score
10
of AI companies
Overall Score
10
GitHub Stars
1
Monthly Visits
6K
Signals
2
Instructor is a Python library for structured LLM outputs using Pydantic. Extract validated, typed data from any LLM response with automatic retry and validation.
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
Last GitHub push
| Keyword | Volume / Mo | CPC |
|---|---|---|
| instructor python | 720 | — |
| instructor | 17,410 | $2.95 |
| instructor pip | — | — |
| instructor python package | 100 | — |
| instructor python llm mode | 100 | — |
Instructor is a Python library for structured LLM outputs using Pydantic. Extract validated, typed data from any LLM response with automatic retry and validation.
Get notified when score, traffic, GitHub or community signals change.
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
Last GitHub push
Six signals, each 0–100, blended into the overall by their listed weight.
No community data yet
We have not detected enough reviews, saves or community ratings for this company yet.
How do you feel about this company?
Your vote helps improve ranking signals.
Each dimension is weighted (traffic 20% · community 25% · growth 15% · momentum 15% · innovation 10%) and combined into the overall.
| Keyword | Volume / Mo | CPC |
|---|---|---|
| instructor python | 720 | — |
| instructor | 17,410 | $2.95 |
| instructor pip | — | — |
| instructor python package | 100 | — |
| instructor python llm mode | 100 | — |