Python interface to running command-line and web-based MHC binding predictors
⚡ Executive Summary & Quick Facts
Authoritative Sourcemhctools is mhctools is an open-source project written in Python: Python interface to running command-line and web-based MHC binding predictors..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), openvax/mhctools has accumulated 109 GitHub stars and 27 forks. It is written in Python, licensed under Apache-2.0, and ranks #25,591 globally. It is actively maintained with the latest commit recorded on Oct 16, 2026.”
| Repository | openvax/mhctools ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 109 stars · ⑂ 27 forks · #25,591 globally |
| Maintenance | ● Active (Last commit: Oct 16, 2026) · 63 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: 88/100 · Grade AYes, mhctools is actively maintained. Continuous telemetry recorded the last code commit on Oct 16, 2026 (27 days ago). Supported by 109 stars and 27 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (27 days ago) and healthy issue cadence.
Star History
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Momentum
+0
STARS · LAST 30 DAYS
1
PER DAY
#3,582
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +0 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
mhctools gained 0 stars in the last 30 days, about 1 a day, and now has 109. It is about 12 years old and has averaged roughly 9 stars a year. It ranks #3,582 among Python repositories and #25,591 across all languages on GitHubRepo.
Trending Record
33
DAYS ON TRENDING
#11814
BEST RANK
Oct 6, 2026
FIRST APPEARANCE
Active
STATUS TODAY
mhctools has maintained a continuous presence across global trending indexes, peaking at #11814. Below is the 30-day activity profile:
💡 Overview
mhctools is an open-source project written in Python: Python interface to running command-line and web-based MHC binding predictors.
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 mhctools
⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
mhctools 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 mhctools 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 Apache-2.0 license.
🚀 Getting Started
Install mhctools using your package manager: `pip install mhctools`
Initialize your project workspace or configuration file for mhctools.
Import mhctools into your codebase or invoke it directly from your terminal.
Execute your test suite or run `mhctools --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
openvax/mhctools is currently ranked #25,591 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #25,479 | cablate/model-relay | JavaScript | ★ 110 | Compare ↗ |
| #25,479 | luowang-ui/dsh-purge-plus | JavaScript | ★ 110 | Compare ↗ |
| #25,479 | Arunprakaash/mac-tv | Swift | ★ 110 | Compare ↗ |
| #25,479 | kevintngo/statechart-art | JavaScript | ★ 110 | Compare ↗ |
| #25,479 | albertirgi/replica | JavaScript | ★ 110 | Compare ↗ |
| #25,591 | openvax/mhctools This Project | Python | ★ 109 | |
| #25,591 | telmich/gpm | C | ★ 109 | Compare ↗ |
| #25,591 | sjlombardo/acts_as_network | Ruby | ★ 109 | Compare ↗ |
| #25,591 | robbyrussell/shorturl | Ruby | ★ 109 | Compare ↗ |
| #25,591 | nicksieger/jsonpretty | Go | ★ 109 | Compare ↗ |
| #25,591 | vidageek/mirror | Java | ★ 109 | Compare ↗ |
Frequently Asked Questions
What does mhctools do? +
Python interface to running command-line and web-based MHC binding predictors
Is mhctools actively maintained in 2026? +
Yes, mhctools is actively maintained. The latest code push was recorded on Oct 16, 2026 (27 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 109 stars and 63 open issues.
What language is mhctools written in? +
The primary language is Python. Topics include: software.
How many stars does mhctools have? +
mhctools has 109 stars and 27 forks on GitHub.
How does mhctools rank among GitHub repositories? +
With 109 stars, openvax/mhctools is ranked #25,591 globally across all repositories tracked on GitHubRepo and #3,582 among Python projects.
What license is mhctools distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.