PaulKinlan/a-topical
A Dynamic Vertical Search Engine
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#2,264
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
a-topical gained 10 stars in the last 30 days, about 1 a day, and now has 3. It is about 18 years old and has averaged roughly 0 stars a year. It ranks #2,264 among Python repositories and #19,118 across all languages on GitHubRepo.
Trending Record
21
DAYS ON TRENDING
#100
BEST RANK
Mar 9, 2009
FIRST APPEARANCE
Active
STATUS TODAY
a-topical has maintained a continuous presence across global trending indexes, peaking at #100. Below is the 30-day activity profile:
💡 Overview
a-topical is an open-source project written in Python: A Dynamic Vertical Search Engine.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. 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 a-topical⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
a-topical 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 a-topical 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 NOASSERTION license.
🚀 Getting Started
Install a-topical using your package manager: `pip install a-topical`
Initialize your project workspace or configuration file for a-topical.
Import a-topical into your codebase or invoke it directly from your terminal.
Execute your test suite or run `a-topical --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
PaulKinlan/a-topical is currently ranked #19,118 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #18,142 | ebassi/talk | Python | ★ 4 | Compare ↗ |
| #18,142 | crafterm/piccr | Ruby | ★ 4 | Compare ↗ |
| #18,142 | sudachen/python-tool-legacy | C | ★ 4 | Compare ↗ |
| #18,142 | anaisbetts/yikes | C | ★ 4 | Compare ↗ |
| #18,142 | adelcambre/textilizefu | Ruby | ★ 4 | Compare ↗ |
| #19,118 | PaulKinlan/a-topical This Project | Python | ★ 3 | |
| #19,118 | mudge/blankable | Ruby | ★ 3 | Compare ↗ |
| #19,118 | anildigital/getfake | Ruby | ★ 3 | Compare ↗ |
| #19,118 | francois/fogbugz-svnhook | — | ★ 3 | Compare ↗ |
| #19,118 | gnu-lorien/crapvine | Python | ★ 3 | Compare ↗ |
| #19,118 | matschaffer/mechaflickr | Ruby | ★ 3 | Compare ↗ |
Frequently Asked Questions
What does a-topical do? +
A Dynamic Vertical Search Engine
What language is a-topical written in? +
The primary language is Python. Topics include: software.
Is a-topical actively maintained? +
Yes, the last recorded push was on Mar 9, 2009 with 0 open issues being tracked.
How many stars does a-topical have? +
a-topical has 3 stars and 3 forks on GitHub.
How does a-topical rank among GitHub repositories? +
With 3 stars, PaulKinlan/a-topical is ranked #19,118 globally across all repositories tracked on GitHubRepo and #2,264 among Python projects.
What license is a-topical distributed under? +
The repository reports a NOASSERTION license. Always verify the repository LICENSE file for legal terms.
