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ryszard/python-ngrams

N-grams approximate string matching implementation in pure Python

Python ◇ developer-tools

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★26STARS

⑂6FORKS

!0ISSUES

🏆#9,486GLOBAL RANK

🔥29DAYS TRENDING

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Star History

Continuous Observations

Interactive star growth chart for ryszard/python-ngrams

Momentum

+10

STARS · LAST 30 DAYS

PER DAY

#1,100

MOST-STARRED Python

Window	7 days	30 days	90 days
Stars gained	+7	+10	+90
Per day	1	1	1
Forks gained	+1	+3	+10

python-ngrams gained 10 stars in the last 30 days, about 1 a day, and now has 26. It is about 18 years old and has averaged roughly 1 stars a year. It ranks #1,100 among Python repositories and #9,486 across all languages on GitHubRepo.

Trending Record

python-ngrams has maintained a continuous presence across global trending indexes, peaking at #100. Below is the 30-day activity profile:

💡 Overview

python-ngrams is an open-source project written in Python: N-grams approximate string matching implementation in pure Python.

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

terminal

$ pip install python-ngrams

$ pip install python-ngrams # or: brew install python-ngrams

> pip install python-ngrams

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

python-ngrams 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 python-ngrams 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 source license.

🚀 Getting Started

Install python-ngrams using your package manager: `pip install python-ngrams`

Initialize your project workspace or configuration file for python-ngrams.

Import python-ngrams into your codebase or invoke it directly from your terminal.

Execute your test suite or run `python-ngrams --help` to verify successful setup.

👍 Strengths

Active community backing with 26 GitHub stars and verified adoption.

Permissive open-source distribution under the Open Source license.

Built in Python for high execution speed and developer familiarity.

Cross-platform compatibility across modern Linux, macOS, and Windows environments.

Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.

Ecosystem extensions may require manual configuration depending on environment constraints.

Active development roadmap means breaking API changes may occur across major versions.

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👥 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

ryszard/python-ngrams is currently ranked #9,486 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

Rank	Repository	Language	Stars	Action
#9,454	Aidenable/Blueprint	Swift	★ 27	Compare ↗
#9,454	doable-team/heyflare	Swift	★ 27	Compare ↗
#9,454	enginefuture/mac-gaming-uncle	Swift	★ 27	Compare ↗
#9,454	gregsramblings/ios-charging-monitor	Swift	★ 27	Compare ↗
#9,454	artemnovichkov/Accorduon	Swift	★ 27	Compare ↗
#9,486	ryszard/python-ngrams This Project	Python	★ 26
#9,486	kastner/twitter-bot	Ruby	★ 26	Compare ↗
#9,486	norbauer/salty_slugs	Ruby	★ 26	Compare ↗
#9,486	shuber/authorization	Ruby	★ 26	Compare ↗
#9,486	marten/has_details	Ruby	★ 26	Compare ↗
#9,486	robertsosinski/ruby-des	Ruby	★ 26	Compare ↗

Frequently Asked Questions

What does python-ngrams do? +

N-grams approximate string matching implementation in pure Python

What language is python-ngrams written in? +

The primary language is Python. Topics include: software.

Is python-ngrams actively maintained? +

Yes, the last recorded push was on Sep 20, 2010 with 0 open issues being tracked.

How many stars does python-ngrams have? +

python-ngrams has 26 stars and 6 forks on GitHub.

How does python-ngrams rank among GitHub repositories? +

With 26 stars, ryszard/python-ngrams is ranked #9,486 globally across all repositories tracked on GitHubRepo and #1,100 among Python projects.

What license is python-ngrams distributed under? +

No SPDX license identified yet. Code without a license is subject to copyright by default.

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LinkedIn

Why python-ngrams is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 26 developers have starred ryszard/python-ngrams, an impressive Python open-source project designed to N-grams approximate string matching implementation in pure Python.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 26 GitHub stars and 6 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/ryszard/python-ngrams
⭐ GitHub Repository: https://github.com/ryszard/python-ngrams

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Python

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: python-ngrams – A free, self-hosted tool that lets you N-grams approximate string matching implementation in pure Python

Hey everyone,

I wanted to share an interesting open-source project called **python-ngrams** (https://github.com/ryszard/python-ngrams) that has been picking up heavy momentum lately (26 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. python-ngrams was built with a local-first philosophy, allowing developers to N-grams approximate string matching implementation in pure Python without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Python
- **License:** Open Source
- **GitHub:** [ryszard/python-ngrams](https://github.com/ryszard/python-ngrams)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/ryszard/python-ngrams](https://githubrepo.cloud/repo/ryszard/python-ngrams)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: python-ngrams – N-grams approximate string matching implementation in pure Python

Hi HN,

python-ngrams is an open-source Python project designed to N-grams approximate string matching implementation in pure Python.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/ryszard/python-ngrams
Documentation & Metrics: https://githubrepo.cloud/repo/ryszard/python-ngrams

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, python, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet python-ngrams (26 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet python-ngrams
published: true
tags: opensource, python, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[ryszard/python-ngrams](https://github.com/ryszard/python-ngrams)**, a rapidly rising repository with **26 GitHub stars** and **6 forks**.

### What is python-ngrams?

> N-grams approximate string matching implementation in pure Python

Written in **Python**, python-ngrams runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Python.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#9,486** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/ryszard/python-ngrams).

### Quick Start
To get started locally:

```bash
git clone https://github.com/ryszard/python-ngrams.git
cd python-ngrams
```

Check out the full repository and star history analytics here:
- **GitHub:** [ryszard/python-ngrams](https://github.com/ryszard/python-ngrams)
- **Star Velocity Tracker:** [python-ngrams on GitHubRepo.cloud](https://githubrepo.cloud/repo/ryszard/python-ngrams)

𝕏

X / Twitter Communities

Thread / Community Post for python-ngrams

Developers are sleeping on this GitHub repo 👇

ryszard/python-ngrams (26 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: N-grams approximate string matching implementation in pure Python
💻 Built with: Python
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/ryszard/python-ngrams

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out ryszard/python-ngrams.

It already has over 26 stars and lets you N-grams approximate string matching implementation in pure Python.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/ryszard/python-ngrams

From our network

ryszard/python-ngrams

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Production System Integration

CI/CD Automated Pipelines

Developer Tooling & Workflows

Open Source Extension

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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