Data validation toolkit for assessing and monitoring data quality.
⚡ Executive Summary & Quick Facts
Authoritative Sourcepointblank is pointblank is an open-source project written in Python: Data validation toolkit for assessing and monitoring data quality..
| Repository | posit-dev/pointblank ↗ |
|---|---|
| Primary Category | data quality |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 495 stars · ⑂ 38 forks · #9,193 globally |
| Maintenance | ● Active (Last commit: Oct 18, 2026) · 26 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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+12
STARS · LAST 30 DAYS
1
PER DAY
#1,217
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +12 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
pointblank gained 12 stars in the last 30 days, about 1 a day, and now has 495. It is about 2 years old and has averaged roughly 248 stars a year. It ranks #1,217 among Python repositories and #9,193 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#9960
BEST RANK
Oct 19, 2026
FIRST APPEARANCE
Active
STATUS TODAY
pointblank has maintained a continuous presence across global trending indexes, peaking at #9960. Below is the 30-day activity profile:
💡 Overview
pointblank is an open-source project written in Python: Data validation toolkit for assessing and monitoring data quality.
Engineered for speed, consistency, and developer ease, it solves common hurdles in data-quality, data-testing, data-validation. 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 pointblank⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
pointblank 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 pointblank 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 pointblank using your package manager: `pip install pointblank`
Initialize your project workspace or configuration file for pointblank.
Import pointblank into your codebase or invoke it directly from your terminal.
Execute your test suite or run `pointblank --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
posit-dev/pointblank is currently ranked #9,193 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,185 | Kinovea/Kinovea | C# | ★ 496 | Compare ↗ |
| #9,185 | crossplane-contrib/provider-aws | Go | ★ 496 | Compare ↗ |
| #9,185 | aloneguid/bt | C++ | ★ 496 | Compare ↗ |
| #9,185 | GunduLabs/gaze | Rust | ★ 496 | Compare ↗ |
| #9,185 | thdxg/macterm | Swift | ★ 496 | Compare ↗ |
| #9,193 | posit-dev/pointblank This Project | Python | ★ 495 | |
| #9,193 | dsc/bunch | Python | ★ 495 | Compare ↗ |
| #9,193 | aio-libs/multidict | Python | ★ 495 | Compare ↗ |
| #9,193 | nielsvanvelzen/tv-launcher | Kotlin | ★ 495 | Compare ↗ |
| #9,193 | ralfbiedert/interoptopus | Rust | ★ 495 | Compare ↗ |
| #9,193 | kiegroup/optaplanner | Java | ★ 495 | Compare ↗ |
Frequently Asked Questions
What does pointblank do? +
Data validation toolkit for assessing and monitoring data quality.
What language is pointblank written in? +
The primary language is Python. Topics include: data-quality, data-testing, data-validation, easy-to-understand, tabular-data.
Is pointblank actively maintained? +
Yes, the last recorded push was on Oct 18, 2026 with 26 open issues being tracked.
How many stars does pointblank have? +
pointblank has 495 stars and 38 forks on GitHub.
How does pointblank rank among GitHub repositories? +
With 495 stars, posit-dev/pointblank is ranked #9,193 globally across all repositories tracked on GitHubRepo and #1,217 among Python projects.
What license is pointblank distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
