shcherbak-ai/contextgem
Extract structured data and insights from documents using LLMs and decision models
⚡ Executive Summary & Quick Facts
Authoritative Sourcecontextgem is contextgem is an open-source project written in Python: Extract structured data and insights from documents using LLMs and decision models..
| Repository | shcherbak-ai/contextgem ↗ |
|---|---|
| Primary Category | ai |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 2K stars · ⑂ 185 forks · #4,295 globally |
| Maintenance | ● Active (Last commit: Oct 16, 2026) · 1 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
Star History
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+50
STARS · LAST 30 DAYS
2
PER DAY
#603
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +14 | +50 | +180 |
| Per day | 2 | 2 | 2 |
| Forks gained | +1 | +4 | +10 |
contextgem gained 50 stars in the last 30 days, about 2 a day, and now has 2K. It is about 2 years old and has averaged roughly 1K stars a year. It ranks #603 among Python repositories and #4,295 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#6262
BEST RANK
Oct 16, 2026
FIRST APPEARANCE
Active
STATUS TODAY
contextgem has maintained a continuous presence across global trending indexes, peaking at #6262. Below is the 30-day activity profile:
💡 Overview
contextgem is an open-source project written in Python: Extract structured data and insights from documents using LLMs and decision models.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai, contract-analysis, data-extraction. 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 contextgem⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
contextgem 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 contextgem.
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 contextgem using your package manager: `pip install contextgem`
Initialize your project workspace or configuration file for contextgem.
Import contextgem into your codebase or invoke it directly from your terminal.
Execute your test suite or run `contextgem --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
shcherbak-ai/contextgem is currently ranked #4,295 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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| #4,293 | castwide/solargraph | Ruby | ★ 2K | Compare ↗ |
| #4,295 | shcherbak-ai/contextgem This Project | Python | ★ 2K | |
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Frequently Asked Questions
What does contextgem do? +
Extract structured data and insights from documents using LLMs and decision models
What language is contextgem written in? +
The primary language is Python. Topics include: ai, contract-analysis, data-extraction, decision-models, document-ai.
Is contextgem actively maintained? +
Yes, the last recorded push was on Oct 16, 2026 with 1 open issues being tracked.
How many stars does contextgem have? +
contextgem has 2,009 stars and 185 forks on GitHub.
How does contextgem rank among GitHub repositories? +
With 2,009 stars, shcherbak-ai/contextgem is ranked #4,295 globally across all repositories tracked on GitHubRepo and #603 among Python projects.
What license is contextgem distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
