Python package for causal discovery based on LiNGAM.
⚡ Executive Summary & Quick Facts
Authoritative Sourcelingam is lingam is an open-source project written in Python: Python package for causal discovery based on LiNGAM..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), cdt15/lingam has accumulated 509 GitHub stars and 74 forks. It is written in Python, licensed under MIT, and ranks #10,336 globally. It is actively maintained with the latest commit recorded on Oct 27, 2026.”
| Repository | cdt15/lingam ↗ |
|---|---|
| Primary Category | causal discovery |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 509 stars · ⑂ 74 forks · #10,336 globally |
| Maintenance | ● Active (Last commit: Oct 27, 2026) · 30 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: 93/100 · Grade A+Yes, lingam is actively maintained. Continuous telemetry recorded the last code commit on Oct 27, 2026 (2 days ago). Supported by 509 stars and 74 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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+13
STARS · LAST 30 DAYS
1
PER DAY
#1,358
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +13 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
lingam gained 13 stars in the last 30 days, about 1 a day, and now has 509. It is about 7 years old and has averaged roughly 73 stars a year. It ranks #1,358 among Python repositories and #10,336 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#11437
BEST RANK
Oct 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
lingam has maintained a continuous presence across global trending indexes, peaking at #11437. Below is the 30-day activity profile:
💡 Overview
lingam is an open-source project written in Python: Python package for causal discovery based on LiNGAM.
Engineered for speed, consistency, and developer ease, it solves common hurdles in causal-discovery, causal-inference, causal-models. 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 lingam⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
lingam 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
Production System Integration
Embed lingam into Python 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 lingam using your package manager: `pip install lingam`
Initialize your project workspace or configuration file for lingam.
Import lingam into your codebase or invoke it directly from your terminal.
Execute your test suite or run `lingam --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
cdt15/lingam is currently ranked #10,336 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #10,319 | WilliamSchack/Spotify-Downloader | C++ | ★ 510 | Compare ↗ |
| #10,319 | open-telemetry/weaver | Rust | ★ 510 | Compare ↗ |
| #10,319 | ldomaradzki/xcsift | Swift | ★ 510 | Compare ↗ |
| #10,319 | ZaxbyHub/opencode-swarm | TypeScript | ★ 510 | Compare ↗ |
| #10,319 | gholtzap/lintapple | TypeScript | ★ 510 | Compare ↗ |
| #10,336 | cdt15/lingam This Project | Python | ★ 509 | |
| #10,336 | ianwhite/pickle | Ruby | ★ 509 | Compare ↗ |
| #10,336 | domaframework/doma | Java | ★ 509 | Compare ↗ |
| #10,336 | mattreecebentley/plf_colony | C++ | ★ 509 | Compare ↗ |
| #10,336 | swiftwasm/WasmKit | Swift | ★ 509 | Compare ↗ |
| #10,336 | UltraStar-Deluxe/Play | C# | ★ 509 | Compare ↗ |
Frequently Asked Questions
What does lingam do? +
Python package for causal discovery based on LiNGAM.
Is lingam actively maintained in 2026? +
Yes, lingam is actively maintained. The latest code push was recorded on Oct 27, 2026 (2 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 509 stars and 30 open issues.
What language is lingam written in? +
The primary language is Python. Topics include: causal-discovery, causal-inference, causal-models, causality, causality-analysis.
How many stars does lingam have? +
lingam has 509 stars and 74 forks on GitHub.
How does lingam rank among GitHub repositories? +
With 509 stars, cdt15/lingam is ranked #10,336 globally across all repositories tracked on GitHubRepo and #1,358 among Python projects.
What license is lingam distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
