LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
⚡ Executive Summary & Quick Facts
Authoritative Sourceunstract is unstract is an open-source project written in Python: LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), Zipstack/unstract has accumulated 7,347 GitHub stars and 733 forks. It is written in Python, licensed under AGPL-3.0, and ranks #1,917 globally. It is actively maintained with the latest commit recorded on Oct 28, 2026.”
| Repository | Zipstack/unstract ↗ |
|---|---|
| Primary Category | ai agents |
| Language & Stack | Python |
| Software License | AGPL-3.0 |
| Community Traction | ★ 7.3K stars · ⑂ 733 forks · #1,917 globally |
| Maintenance | ● Active (Last commit: Oct 28, 2026) · 123 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, unstract is actively maintained. Continuous telemetry recorded the last code commit on Oct 28, 2026 (1 days ago). Supported by 7,347 stars and 733 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+184
STARS · LAST 30 DAYS
6
PER DAY
#311
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +42 | +184 | +540 |
| Per day | 6 | 6 | 6 |
| Forks gained | +4 | +15 | +37 |
unstract gained 184 stars in the last 30 days, about 6 a day, and now has 7.3K. It is about 3 years old and has averaged roughly 2.4K stars a year. It ranks #311 among Python repositories and #1,917 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#6667
BEST RANK
Oct 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
unstract has maintained a continuous presence across global trending indexes, peaking at #6667. Below is the 30-day activity profile:
💡 Overview
unstract is an open-source project written in Python: LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, data-engineering, document-ai. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install unstract⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
unstract coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with unstract.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install unstract using your package manager: `pip install unstract`
Initialize your project workspace or configuration file for unstract.
Import unstract into your codebase or invoke it directly from your terminal.
Execute your test suite or run `unstract --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Zipstack/unstract is currently ranked #1,917 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,911 | rancher-sandbox/rancher-desktop | TypeScript | ★ 7.4K | Compare ↗ |
| #1,913 | projectcalico/calico | Go | ★ 7.4K | Compare ↗ |
| #1,914 | AlkaidLab/foundation-sunshine | C++ | ★ 7.4K | Compare ↗ |
| #1,914 | mornyeapp/Mornye | Dart | ★ 7.4K | Compare ↗ |
| #1,916 | throneproj/Throne | C++ | ★ 7.4K | Compare ↗ |
| #1,917 | Zipstack/unstract This Project | Python | ★ 7.3K | |
| #1,918 | flyerhzm/bullet | Ruby | ★ 7.3K | Compare ↗ |
| #1,919 | dbgate/dbgate | JavaScript | ★ 7.3K | Compare ↗ |
| #1,920 | colyseus/colyseus | TypeScript | ★ 7.3K | Compare ↗ |
| #1,921 | feast-dev/feast | Python | ★ 7.3K | Compare ↗ |
| #1,922 | vastsa/PI-Desktop | TypeScript | ★ 7.3K | Compare ↗ |
Frequently Asked Questions
What does unstract do? +
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
Is unstract actively maintained in 2026? +
Yes, unstract is actively maintained. The latest code push was recorded on Oct 28, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 7,347 stars and 123 open issues.
What language is unstract written in? +
The primary language is Python. Topics include: ai-agents, data-engineering, document-ai, generative-ai, idp.
How many stars does unstract have? +
unstract has 7,347 stars and 733 forks on GitHub.
How does unstract rank among GitHub repositories? +
With 7,347 stars, Zipstack/unstract is ranked #1,917 globally across all repositories tracked on GitHubRepo and #311 among Python projects.
What license is unstract distributed under? +
The repository reports a AGPL-3.0 license. Always verify the repository LICENSE file for legal terms.
