Individual skill

outlines

Generates guaranteed-valid structured output from LLMs with Outlines (dottxt.ai), constraining token sampling via finite state machines for JSON schemas, Pydantic models, regex, choice lists, and integer/float types, on Transformers, llama.cpp, vLLM, and limited OpenAI backends. Use when you need output that always parses as valid JSON or matches a regex. Use when extracting typed data into Pydantic models from a local model. Use when classifying text into a fixed set of categories. Use when running batch structured generation on vLLM or Transformers. Use when controlling token sampling at the grammar level. Not for API models needing automatic retries (use Instructor).

plugins/KalarisLabs/research-agent-skills/skills/outlines/SKILL.md

Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61

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Matches the observed repository HEAD

Yes

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Yes

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No

Observed behavior

Network or broad shell

Last checked

Nov 4, 2026

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