structured-generation

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dottxt-ai /outlines

Star13k

Structured Outputs

json regex cfg symbolic-ai prompt-engineering llms generative-ai structured-generation

UpdatedNov 28, 2025
Python

BoundaryML /baml

Star6.9k

The AI framework that adds the engineering to prompt engineering (Python/TS/Ruby/Java/C#/Rust/Go compatible)

playground vscode prompt structured-data structured-output baml guardrails llm llm-playground boundaryml structured-generation prompt-config prompt-templates

UpdatedNov 29, 2025
Rust

imaurer /awesome-llm-json

Star2.2k

Resource list for generating JSON using LLMs via function calling, tools, CFG. Libraries, Models, Notebooks, etc.

awesome-list large-language-models llm function-calling gpt-actions structured-generation

UpdatedFeb 18, 2025

mlc-ai /xgrammar

Star1.4k

Fast, Flexible and Portable Structured Generation

large-language-models structured-generation

UpdatedNov 29, 2025
C++

dottxt-ai /outlines-core

Star260

Faster structured generation

fsm json-schema regex llms structured-generation

UpdatedNov 2, 2025
Rust

RhythmicWave /NovelForge

Star212

AI辅助长篇小说创作，卡片式创作，支持基于 JSON Schema的结构化 AI 生成与上下文引用，可扩展性强。

fiction json-schema outline creative-writing longform pydantic novel-writing ai-writing llm ai-writing-assistant structured-generation creative-writing-ai

UpdatedNov 5, 2025
Vue

MantisAI /sieves

Sponsor

Star117

Plug-and-play, zero-shot document AI pipelines.

nlp machine-learning zero-shot-learning document-processing few-shot-learning llm generative-ai structured-generation

UpdatedNov 17, 2025
Python

parkervg /blendsql

Star117

Query language for blending SQL and LLMs across structured + unstructured data, with type constraints.

python nlp natural-language-processing sql question-answering query-language symbolic-ai constrained-decoding llm structured-generation

UpdatedNov 27, 2025
Python

weaviate /structured-rag

Star113

Experimental Code for StructuredRAG: JSON Response Formatting with Large Language Models

dspy retrieval-augmented-generation structured-generation

UpdatedApr 9, 2025
Jupyter Notebook

guidance-ai /llgtrt

Star61

TensorRT-LLM server with Structured Outputs (JSON) built with Rust

json regex guidance cfg openai-api tensorrt-llm structured-generation

UpdatedApr 25, 2025
Rust

Elijas /baml-agents

Star57

Building Agents with LLM structured generation (BAML), MCP Tools, and 12-Factor Agents principles

framework ai memory mcp orchestration 12-factor ai-agents rag baml llms context-window ai-agents-framework structured-generation mcp-client 12-factor-agents

UpdatedJul 4, 2025
Python

petrukha-ivan /mlx-swift-structured

Star54

Structured output generation in Swift

large-language-models structured-generation mlx-swift

UpdatedNov 12, 2025
Swift

jndiogo /sibila

Star50

Extract structured data from local or remote LLM models

python ai openai structured-data gpt structured-extraction dataclasses local-models pydantic large-language-models llamacpp llm-inference local-ai gguf structured-generation

UpdatedJun 21, 2024
Python

retab-dev /retab

Star35

The developper starter pack for document processing

api openai document-analysis llm structured-generation

UpdatedNov 28, 2025
Jupyter Notebook

aastroza /structured-generation-benchmark

Star13

Structured Generation Evals

modal transformers outlines instructor llms generative-ai structured-generation

UpdatedSep 25, 2024
Jupyter Notebook

EdAbati /outlines-haystack

Star13

Use `outlines` generators with Haystack.

nlp machine-learning ai haystack outlines llm generative-ai structured-generation

UpdatedNov 24, 2025
Python

AidanCooper /constrained-decoding

Star12

A guide to structured generation using constrained decoding

nlp generative-model constrained-decoding large-language-models structured-generation sglang

UpdatedJun 9, 2024
Jupyter Notebook

lydakis /alloy

Star12

Python for logic. English for intelligence.

python json-schema python-library pypi openai type-hints ai-agents multi-provider structured-output dataclasses agent-framework llm generative-ai anthropic function-calling ollama llm-framework gemini-ai structured-generation tool-calling

UpdatedNov 25, 2025
Python

parkervg /grammar-guide

Star6

Speculative grammar backtracking algorithm for LLM decoding conforming to some lark context-free grammar (CFG)

context-free-grammar lark-parser constrained-decoding llm structured-generation

UpdatedOct 16, 2024
Python

ifmelate /baml-dotnet

Star4

BAML .NET Client Library

dotnet prompt structured-data baml prompt-template structured-generation prompt-config

UpdatedAug 11, 2025
C#

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