{"repo":"ucbepic/docetl","free":true,"listed":false,"github":"https://github.com/ucbepic/docetl","clone":"git clone https://github.com/ucbepic/docetl.git","description":"A system for agentic LLM-powered data processing and ETL","language":"Python","stars":3974,"topics":["data","etl","llm","python","data-pipelines","elt","workflow","agents","semantic-data","document-processing"],"license":"MIT","category":"data-pipelines","readme_excerpt":"DocETL: Declarative & Agentic Map-Reduce What is DocETL · Install · Python API · YAML · DocWrangler UI · Docs --- What is DocETL DocETL helps you process large collections of data (structured and unstructured) with LLMs. You write each operation in natural language, e.g., \"pull out every complaint in this ticket,\" and DocETL - provides the operators you need (map, reduce, filter, and more) and orchestrates them, parallelizing work across your data, - optimizes your pipeline automatically, swapping models, rewriting prompts, decomposing operations, and replacing subtasks with code wherever possible, to raise accuracy and cut cost, and - returns tables, easy to query in your favorite database. Without DocETL, you write each LLM call yourself, wire them together, and tune the result for accuracy, cost, and latency by hand. CLI DocWrangler UI --- Install --- Need Help Writing Your Pipeline? Use Claude Code (recommended): run docetl install-skill and describe your task. See the quickstart. If you'd rather use ChatGPT or the Claude app, copy the prompt at docetl.org/llms-full.txt into the chat before describing your task. --- Python API (recommended) Best for production code, notebooks, and scripting. Full guide --- YAML (low-code) Declare your pipeline in a config file, no Python needed. Tutorial --- DocWrangler UI Visual playground for interactive prompt development. Edit prompts, see results in real time. Try it at docetl.org/playground or run it locally. --- Documentation --- -","default_branch":null,"files":null,"tree":[],"storefront":"/r/ucbepic","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ucbepic/docetl/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}