Instructor
Instructor, a Python library, facilitates working with structured outputs from large language models (LLMs), offering features like response model specification, retry management, validation, and streaming support, primarily aimed at enhancing workflows of AI agents utilizing LLMs
Where it fits
Instructor is listed in Structured Outputs. Use its original project documentation to confirm the features and setup for your intended workflow.
Explore tools for making model outputs conform to schemas and application contracts. Format validity and factual correctness are different checks, and both belong in your evaluation.
Before you choose
Use these category-level questions when reviewing this resource. They do not assert that this project supports a particular feature.
- Does the result meet the required schema?
- Are values validated against the underlying task?
- How are incomplete or invalid outputs handled?
Sources & project links
About this listing
Imported directory snapshot · 2026-10-26. The description and classification come from the earlier directory, adapted from awesome-ai-agents; current project behavior has not been independently tested.
Pricing, licensing, supported models and hosting requirements may change. Check the original project before installing or paying. Inclusion is not an endorsement or a performance rating.
Historical repository popularity
The old directory displayed 14k GitHub stars. Its original observation date is unknown. This is retained as historical context, not a live count or quality score.