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instructor

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Here are 113 public repositories matching this topic...

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All 113 Python 51 HTML 12 JavaScript 9 Jupyter Notebook 7 TypeScript 4 Java 3 C# 2 CSS 2 Elixir 2 Go 2
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martosaur / instructor_lite

Star 145

Structured outputs for LLMs in Elixir

elixir ai ecto instructor llm
  • Updated Nov 9, 2026
  • Elixir

daveebbelaar / openai-python-tutorial

Star 121

OpenAI Python Library Tutorial by Datalumina®

python openai instructor
  • Updated Aug 9, 2024
  • Python

pancsta / secai

Star 92

Local-first AI Workflows with embedded devtools

ai bots graph sqlite repl management context diagrams workflows agents reasoning instructor llm asyncmachine
  • Updated Oct 23, 2026
  • Go

lennartpollvogt / ollama-instructor

Star 79

Python library for the instruction and reliable validation of structured outputs (JSON) of Large Language Models (LLMs) with Ollama and Pydantic. -> Deterministic work with LLMs.

json validation json-schema pydantic instructor llm prompting local-llm ollama
  • Updated Aug 16, 2025
  • Python

Mamdouh66 / Extracty

Star 45

Extract structured data from any unstructured web page

scraper scraping extract-data pydantic instructor llm-scraper
  • Updated Mar 30, 2024
  • Python

clifton / rstructor

Star 34

Pydantic + Instructor for Rust: extract structured, validated data from LLMs (OpenAI GPT, Anthropic Claude, Gemini, Grok/xAI) into native Rust structs & enums. Derive macros auto-generate JSON Schema, parse responses, and retry on validation errors. Type-safe structured outputs & function calling.

rust validation json-schema serde gemini openai data-extraction structured-data gpt grok rust-crate claude structured-output xai pydantic instructor llm anthropic llm-tools function-calling
  • Updated Oct 11, 2026
  • Rust
TInstructor

ange007 / TInstructor

Star 22

Delphi FMX component for a better way for new feature introduction and step-by-step users guide in your program.

delphi pascal control component firemonkey fmx delphi-component delphi-library instruction step-by-step instructor fmx-component
  • Updated Jun 15, 2021
  • Pascal

intellectronica / llms-beyond-chat

Star 20

LLMs: Beyond Chat

ai openai pydantic instructor llm
  • Updated Jan 31, 2025
  • Jupyter Notebook

aastroza / structured-generation-benchmark

Star 14

Structured Generation Evals

modal transformers outlines instructor llms generative-ai structured-generation
  • Updated Sep 25, 2024
  • Jupyter Notebook

ThisModernDay / ComfyUI-InstructorOllama

Star 12

Custom comfyui https://github.com/comfyanonymous/ComfyUI Nodes for interacting with Ollama https://ollama.com/ using the Instructor https://github.com/jxnl/instructor Library to provide structured output from your LLM

instructor llm comfyui ollama comfyui-nodes
  • Updated Aug 20, 2024
  • Python

Blacksuan19 / structx

Star 11

Type-safe structured data extraction from text using LLMs.

rag instructor llm litellm
  • Updated Sep 22, 2026
  • Python

lukaflpvc / dynamic-pydantic

Star 9

create pydantic models dynamically

validation instructor llm pydantic-v2 agentic-ai
  • Updated Feb 1, 2025
  • Python

benthecoder / SignSage

Star 7

Your personal contract AI assistant

python openai gpt instructor llm
  • Updated Oct 9, 2023
  • Python
ImageGPT-4XL

PRITHIVSAKTHIUR / ImageGPT-4XL

Star 6

Image Knowledge base / Idea / Problem Solve / Analysis

microsoft python image question-answering gradio phi huggingface instructor huggingface-transformers
  • Updated May 31, 2024
  • Python

GehadMedhat / CollegeMangemnetSystem

Star 5

A university management system is a Java-based software that streamlines administrative processes, improves data accuracy and security, and provides insights for universities to improve outcomes for students, faculty, and staff.

java library university login bus registration courses fees student gpa swing-gui hostel college-management college-project aboutus javagui instructor universitymanagement javaguiswing
  • Updated May 28, 2023
  • Java

johansantri / jakija

Star 5

JakIja is a cross-vendor online learning ecosystem built with Python Django, HTMX, and Tailwind CSS, providing secure self-paced learning with interactive content, assessments, and progress tracking in a modular and scalable architecture

python students cms marketplace django lms learning-management-system multiple lti-tool restframework tailwind-css instructor htmx
  • Updated May 8, 2026
  • CSS

Netruk44 / steam-embedding-search

Star 5

AI / ML Embeddings applied to the Steam Store.

react search steam machine-learning python3 embeddings flask-application sqlite3 hnswlib instructor
  • Updated Jan 20, 2026
  • Python

Guru1315 / AI-Chatbot_Saveetha_Foodie_bot

Star 4

An AI-powered chatbot built with Streamlit and Google Gemini that answers questions about food spots around Saveetha University campus — prices, locations, and student-recommended favorites.

chatbot chatbots chat-application chat-app instructor saveetha-engineering-college llm-agents foodie-app foodies-hub
  • Updated Nov 3, 2026
  • Python

thematteroftime / lazy-paper

Star 3

Personal research knowledge base with an AI-scientist loop — deep-read papers into grounded bilingual analyses, incubate divergent questions, cross-analyze your library, connect your own experiments, iterate with round-memory advice.

python cli pdf ocr knowledge-graph research-tool arxiv knowledge-base ai-agents literature-review scientific-papers rag instructor paddleocr llm deepseek qwen-vl ai-scientist academic-tools mineru
  • Updated Jun 13, 2026
  • Python

DSCmatter / Agentic_Firewall

Star 3

Agentic Firewall sits between an AI agent or MCP client and an MCP server. It can enforce runtime policies and automatically test the server's tool-use attack surface with 17 OWASP ASI scenarios. It runs locally and sends no telemetry.

security mcp pydantic instructor claude-desktop agentic-ai
  • Updated Oct 28, 2026
  • Python

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