andreagemelli/doc2graph
Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks.
⚡ Executive Summary & Quick Facts
Authoritative Sourcedoc2graph is doc2graph is an open-source project written in Jupyter Notebook: Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), andreagemelli/doc2graph has accumulated 142 GitHub stars and 28 forks. It is written in Jupyter Notebook, licensed under MIT, and ranks #21,062 globally. It is actively maintained with the latest commit recorded on Nov 3, 2026.”
| Repository | andreagemelli/doc2graph ↗ |
|---|---|
| Primary Category | deep learning |
| Language & Stack | Jupyter Notebook |
| Software License | MIT |
| Community Traction | ★ 142 stars · ⑂ 28 forks · #21,062 globally |
| Maintenance | ● Active (Last commit: Nov 3, 2026) · 0 open issues |
| Target Audience | Developers and engineering teams building with Jupyter Notebook, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, doc2graph is actively maintained. Continuous telemetry recorded the last code commit on Nov 3, 2026 (5 days ago). Supported by 142 stars and 28 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#17
MOST-STARRED Jupyter Notebook
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
doc2graph gained 10 stars in the last 30 days, about 1 a day, and now has 142. It is about 5 years old and has averaged roughly 28 stars a year. It ranks #17 among Jupyter Notebook repositories and #21,062 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#19682
BEST RANK
Nov 3, 2026
FIRST APPEARANCE
Active
STATUS TODAY
doc2graph has maintained a continuous presence across global trending indexes, peaking at #19682. Below is the 30-day activity profile:
💡 Overview
doc2graph is an open-source project written in Jupyter Notebook: Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks.
Engineered for speed, consistency, and developer ease, it solves common hurdles in deep-learning, document-understanding, geometric-deep-learning. 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 Jupyter Notebook 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
$ git clone https://github.com/andreagemelli/doc2graph.git
cd doc2graph⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Jupyter Notebook environment and standard tooling
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
doc2graph coordinates its core functionality through a modular Jupyter Notebook 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
Production System Integration
Embed doc2graph into Jupyter Notebook backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open MIT license.
🚀 Getting Started
Install doc2graph using your package manager: `git clone https://github.com/andreagemelli/doc2graph.git`
Initialize your project workspace or configuration file for doc2graph.
Import doc2graph into your codebase or invoke it directly from your terminal.
Execute your test suite or run `doc2graph --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Jupyter Notebook, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
andreagemelli/doc2graph is currently ranked #21,062 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #20,987 | Riley-Coyote/mnemos-mcp | Python | ★ 143 | Compare ↗ |
| #20,987 | dufu1991/foldgit | Swift | ★ 143 | Compare ↗ |
| #20,987 | Balanov/svoi | JavaScript | ★ 143 | Compare ↗ |
| #20,987 | openrobokit/roboskills | Python | ★ 143 | Compare ↗ |
| #20,987 | Arcanum-Sec/SpikeStrip | JavaScript | ★ 143 | Compare ↗ |
| #21,062 | andreagemelli/doc2graph This Project | Jupyter Notebook | ★ 142 | |
| #21,062 | sethfitz/oauth-proxy | Python | ★ 142 | Compare ↗ |
| #21,062 | FormulaMonks/contest | Ruby | ★ 142 | Compare ↗ |
| #21,062 | rahmal/rconfig | Ruby | ★ 142 | Compare ↗ |
| #21,062 | mbabineau/cloudviz | HTML | ★ 142 | Compare ↗ |
| #21,062 | rc0/mairix | C | ★ 142 | Compare ↗ |
Frequently Asked Questions
What does doc2graph do? +
Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks.
Is doc2graph actively maintained in 2026? +
Yes, doc2graph is actively maintained. The latest code push was recorded on Nov 3, 2026 (5 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 142 stars and 0 open issues.
What language is doc2graph written in? +
The primary language is Jupyter Notebook. Topics include: deep-learning, document-understanding, geometric-deep-learning, gnn, key-information-extraction.
How many stars does doc2graph have? +
doc2graph has 142 stars and 28 forks on GitHub.
How does doc2graph rank among GitHub repositories? +
With 142 stars, andreagemelli/doc2graph is ranked #21,062 globally across all repositories tracked on GitHubRepo and #17 among Jupyter Notebook projects.
What license is doc2graph distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
