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#parallel

Every repository in the public record carrying this tag — from its GitHub topics or the keywords its package registries publish. Health is measured under the same versioned methodology as the rest of the record.

99 records
Tagged “parallel”Ranked by health index
PyPI
100Exceptionalhealth index
optuna/optuna
A hyperparameter optimization framework
Python★ 14.7K↓ 18.5M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
Maven · PyPI
99Exceptionalhealth index
ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Python · C++★ 43.8KSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
PyPI
98Exceptionalhealth index
dask/dask
Parallel computing with task scheduling
Python★ 13.9K↓ 27.1M/moAug 27, 2026
BSD-3-ClauseAug 27, 2026 · metrics 2.10.0
Packagist
95Exceptionalhealth index
jolicode/castor
🦫 A lightweight and modern task runner for Automation, CI/CD & DevOps.
PHP★ 555↓ 2,410/moSep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
npm
93Exceptionalhealth index
Forsakringskassan/designsystem
Försäkringskassans Designsystem
TypeScript · Vue★ 55↓ 37.6K/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
npm
92Excellenthealth index
open-cli-tools/concurrently
Run commands concurrently. Like `npm run watch-js & npm run watch-less` but better.
TypeScript★ 7,847↓ 79.9M/moSep 16, 2026
MITSep 16, 2026 · metrics 2.10.0
PyPI
90Excellenthealth index
tqdm/tqdm
:zap: A Fast, Extensible Progress Bar for Python and CLI
Python · Jupyter Notebook★ 31.3KSep 16, 2026
Custom licenseSep 16, 2026 · metrics 2.10.0
PyPI · NuGet
89Excellenthealth index
ERGO-Code/HiGHS
Linear optimization software
C++★ 1,827↓ 3,149/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
npm
89Excellenthealth index
bcomnes/npm-run-all2
A CLI tool to run multiple npm-scripts in parallel or sequential. (Maintenance fork)
JavaScript★ 442↓ 9.1M/moOct 21, 2026
MITOct 21, 2026 · metrics 2.10.0
Packagist
89Excellenthealth index
paratestphp/paratest
:computer: Parallel testing for PHPUnit
PHP★ 2,507↓ 8.5M/moSep 19, 2026
MITSep 19, 2026 · metrics 2.10.0
npm
87Excellenthealth index
QuintinShaw/pi-dynamic-workflows
Claude Code–style dynamic workflows for Pi: code-mode subagents with real model routing, journaled resume, git-worktree isolation, cost accounting, an interactive /workflows TUI, an /ultracode standing opt-in, and deep research.
TypeScript★ 498↓ 39.5K/moSep 8, 2026
MITSep 8, 2026 · metrics 2.10.0
npm
87Excellenthealth index
bahmutov/start-server-and-test
Starts server, waits for URL, then runs test command; when the tests end, shuts down server
JavaScript★ 1,581↓ 7.7M/moSep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
crates.io · npm
87Excellenthealth index
coollabsio/jean
A dev environment for AI agents.
TypeScript · Rust★ 1,256Sep 6, 2026
Apache-2.0Sep 6, 2026 · metrics 2.10.0
PyPI · Maven · npm +1
87Excellenthealth index
h2oai/h2o-3
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
Jupyter Notebook · HTML · Java★ 7,495↓ 3,086/moAug 24, 2026
Apache-2.0Aug 24, 2026 · metrics 2.10.0
NuGet
86Excellenthealth index
gregyjames/OctaneDownloader
A high performance, multi-threaded C# file download library.
C#★ 278Sep 11, 2026
MITSep 11, 2026 · metrics 2.10.0
PyPI
84Excellenthealth index
arborx/ArborX
Performance-portable geometric search library
C++★ 241Sep 12, 2026
BSD-3-ClauseSep 12, 2026 · metrics 2.10.0
npm
83Excellenthealth index
ClipboardHealth/groundcrew
Dispatch your task backlog to local, interactive AI coding agents. One git worktree per task, sandboxed by default.
TypeScript★ 64↓ 1,339/moSep 11, 2026
MITSep 11, 2026 · metrics 2.10.0
npm
83Excellenthealth index
jdutton/vibe-validate
Faster Agentic Coding with confidence in every commit
TypeScript★ 3↓ 48.8K/moSep 20, 2026
MITSep 20, 2026 · metrics 2.10.0
PyPI
83Excellenthealth index
pytroll/donfig
Python library for configuring a package including defaults, env variable loading, and yaml loading.
Python★ 42↓ 5M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
crates.io
83Excellenthealth index
rayon-rs/rayon
Rayon: A data parallelism library for Rust
Rust★ 13.3K↓ 80.2M/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
Go
81Excellenthealth index
HazelnutParadise/insyra
Not just an alternative to Pandas in Go. A next-generation data analysis library for Golang with factor analysis, Parquet, CSV, JSON, Excel, and seamless Python integration.
Go★ 56Sep 13, 2026
MITSep 13, 2026 · metrics 2.10.0
crates.io
81Excellenthealth index
palfrey/serial_test
Allows for the creation of serialised Rust tests
Rust★ 295↓ 18.4M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
Packagist
80Excellenthealth index
ecsphp/ecs
ECS runs PHP-CS-Fixer and PHP_CodeSniffer as a single, parallel fast tool with zero dependencies. Run on PHP 7.2+
PHP★ 1,623↓ 963.5K/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
Packagist
78Goodhealth index
amphp/parallel
An advanced parallelization library for PHP, enabling efficient multitasking, optimizing resource use, and application responsiveness through multiple CPU threads.
PHP★ 859↓ 2M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
PyPI
77Goodhealth index
Birfy/agentdescent
Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses). Diffs are the gradients; the aggregator is the optimizer.
Python★ 184↓ 11.6K/moOct 10, 2026
MITOct 10, 2026 · metrics 2.10.0
NuGet
77Goodhealth index
CommunityToolkit/dotnet
.NET Community Toolkit is a collection of helpers and APIs that work for all .NET developers and are agnostic of any specific UI platform. The toolkit is maintained and published by Microsoft, and part of the .NET Foundation.
C#★ 3,758Sep 11, 2026
Custom licenseSep 11, 2026 · metrics 2.10.0
PyPI
77Goodhealth index
pytest-dev/pytest-cov
Coverage plugin for pytest.
Python★ 2,063↓ 225M/moSep 16, 2026
MITSep 16, 2026 · metrics 2.10.0
PyPI
75Goodhealth index
hrcorval/behavex
Production-grade test orchestration for Python BDD.
Python · Gherkin★ 124↓ 110.4K/moOct 15, 2026
MITOct 15, 2026 · metrics 2.10.0