Constrain language model outputs to schema-validated JSON, XML, and code formats.
npx skills add https://github.com/Harries/hermes-agent --skill outlines-harries
Please help me install this Agent Skill. Skill: outlines Source: https://github.com/Harries/hermes-agent/tree/main/skills/mlops/inference/outlines Command: npx skills add https://github.com/Harries/hermes-agent --skill outlines-harries
Outlines solves the problem of producing strictly structured outputs by constraining language model generations to valid JSON, XML, or code formats.
Generate a structured JSON output from a free-form prompt using a local model.
High-intent search queries and answers about installing and using this skill.
You can constrain local model outputs to valid JSON by applying grammar-based constraints and FSM-backed guarantees during generation. This enforces schema-validated structured formats, ensuring reliable data extraction without overhead.
Yes, Pydantic models define type-safe schemas for structured generation with local backends like Transformers, vLLM, and llama.cpp. This produces deterministic, schema-validated outputs for reliable data extraction and contract validation.
Grammar-based structured generation provides zero-overhead inference for local models. By constraining outputs to valid JSON or XML formats using FSM-backed guarantees, it maintains production speed without adding latency.
The best way to extract structured data is using grammar-based constraints to map free-form text into schema-validated formats like JSON. This enables reliable form processing and contract validation with deterministic outputs.
Supported local backends for schema-validated text generation include Transformers, vLLM, and llama.cpp. These platforms enable zero-overhead inference and type-safe pipelines for structured outputs.
MesferAliConstrain LLM outputs to JSON, XML, or regex using Pydantic models.
ActiveInferenceInstituteExtract structured entities from unstructured text using Cohere v2 JSON Schema mode.
DaddyElonMusk69Enforce token-level grammars to generate schema-validated JSON and code.
LysssyoEnables LLMs to call external tools and APIs via JSON Schema-defined functions.
