IN

Instructor

LLM Frameworks·infrastructure·open·Open Source·#117 of 944·+145·applications·Surging

82.8

Strong

High confidence
WebsiteGitHub

Structured outputs from LLMs using Pydantic validation and retries.

Pillar Breakdown

Adoption

35%

84.8

Maintenance

30%

88.3

Friction

20%

99.8

Ecosystem

15%

66.4

Momentum

0.81Surging
7d change +1.24
High confidence

In LLM Frameworks

Ranked #15 of 59

1LangChain
93.3
2LangGraph
92.3
3Transformers
92.2
4OpenAI SDK
89.1
5LlamaIndex
88.3
6Unsloth
88.2
7LiteLLM
88.1
8Vercel AI SDK
87.0
See all 59 in LLM Frameworks →

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