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#reproducibility

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.

29 records
Tagged “reproducibility”Ranked by health index
PyPI · Go · crates.io
100Exceptionalhealth index
wandb/wandb
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
Python · Go★ 11.2K↓ 26.6M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
PyPI · npm
99Exceptionalhealth index
gradio-app/gradio
Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
Python · TypeScript · Svelte★ 43.5K↓ 14.5M/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
PyPI · Go · npm
93Exceptionalhealth index
SwanHubX/SwanLab
⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.
Python★ 4,176↓ 155.3K/moAug 28, 2026
Apache-2.0Aug 28, 2026 · metrics 2.10.0
PyPI · npm
93Exceptionalhealth index
sipyourdrink-ltd/bernstein
The open‑source AI Agents Governance & Orchestration framework: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run
Python★ 1,178Sep 14, 2026
Apache-2.0Sep 14, 2026 · metrics 2.10.0
PyPI
92Excellenthealth index
snakemake/snakemake
This is the development home of the workflow management system Snakemake. For general information, see
Python★ 2,874↓ 166.2K/moSep 17, 2026
MITSep 17, 2026 · metrics 2.10.0
PyPI
89Excellenthealth index
datajoint/datajoint-python
Relational Workflows: where database schemas define executable data pipelines.
Python★ 197Sep 15, 2026
Apache-2.0Sep 15, 2026 · metrics 2.10.0
PyPI
88Excellenthealth index
cthoyt/pystow
👜 Easily pick a place to store data for your Python code.
Python★ 43↓ 401.4K/moSep 12, 2026
MITSep 12, 2026 · metrics 2.10.0
PyPI · npm
87Excellenthealth index
calkit/calkit
All stages of research in one place: agile, verifiable, reproducible.
Python · TypeScript★ 60↓ 3,616/moOct 15, 2026
MITOct 15, 2026 · metrics 2.10.0
PyPI
78Goodhealth index
scitex-ai/figrecipe
Reproducible matplotlib wrapper with mm-precision layouts
Python★ 1↓ 53.5K/moSep 9, 2026
AGPL-3.0Sep 9, 2026 · metrics 2.10.0
PyPI
77Goodhealth index
msaleme/red-team-blue-team-agent-fabric
AI agent security harness, adversarial testing: 623 executable tests in the v4.21.3 release, across MCP, A2A, x402/L402, decision governance, benchmark integrity, human-in-the-loop, skill supply chain. Four target shapes: a verdict must be able to be wrong AND to be right. OWASP Agentic v1.1 T1-T17, AIUC-1 19/20 (2026-Q1/Q2 set), NIST AI 800-2.
Python★ 30↓ 1,542/moSep 11, 2026
Apache-2.0Sep 11, 2026 · metrics 2.10.0
Go · npm · PyPI
71Goodhealth index
Artexis10/endstate
Open-source engine behind Endstate: reinstall your apps and restore your settings on a fresh machine from one file. Windows via winget (Linux/macOS in progress). Go, Apache 2.0.
Go★ 104Sep 12, 2026
Apache-2.0Sep 12, 2026 · metrics 2.10.0
PyPI
69Goodhealth index
Beuth-Erdelt/Benchmark-Experiment-Host-Manager
This python tool helps managing DBMS benchmarking experiments in a Kubernetes-based HPC cluster environment. It enables users to configure hardware / software setups for easily repeating tests over varying configurations.
Jupyter Notebook★ 5↓ 539/moSep 9, 2026
AGPL-3.0Sep 9, 2026 · metrics 2.10.0
PyPI
69Goodhealth index
banesullivan/scooby
Great Dane turned Python environment detective
Python★ 61↓ 1.4M/moOct 19, 2026
MITOct 19, 2026 · metrics 2.10.0
PyPI
67Goodhealth index
DoctorDean/lazarus
An agent that takes a dead research repo and turns it into a callable pipeline component.
Python★ 66↓ 151/moSep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
PyPI · npm
65Goodhealth index
haqaliz/contig
An agentic bioinformatics analyst: it runs the analysis on your own compute, self-heals failures, verifies the output, and returns a reproducible result.
Python · TypeScript★ 2Sep 5, 2026
Apache-2.0Sep 5, 2026 · metrics 2.10.0
PyPI
63Moderatehealth index
i-ops-hq/assurance
Point it at a folder and find out what is missing, and what silently changed. Coverage over dated or numbered series, plus a baseline anyone can keep. No model decides any of it.
Python★ 0↓ 6,239/moSep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0
—
63Moderatehealth index
snakemake-workflows/dna-seq-varlociraptor
A Snakemake workflow for calling small and structural variants under any kind of scenario (tumor/normal, tumor/normal/relapse, germline, pedigree, populations) via the unified statistical model of Varlociraptor.
Python★ 91Sep 10, 2026
MITSep 10, 2026 · metrics 2.10.0
crates.io · npm · PyPI
62Moderatehealth index
bio-rs/bio-rs
AI-ready biological data I/O, validation, and tokenization engine
Rust · Python★ 3↓ 925/moSep 8, 2026
Custom licenseSep 8, 2026 · metrics 2.10.0
PyPI
62Moderatehealth index
scitex-ai/scitex-clew
Verifiable knowledge graph for scientific experiments
Python★ 0Sep 9, 2026
AGPL-3.0Sep 9, 2026 · metrics 2.10.0
PyPI
62Moderatehealth index
toshas/torch-fidelity
High-fidelity performance metrics for generative models in PyTorch
Python★ 1,203↓ 846.4K/moSep 17, 2026
Custom licenseSep 17, 2026 · metrics 2.10.0
PyPI
60Moderatehealth index
OpenHCSDev/pycodify
No repository description published.
Python★ 0↓ 4,650/moOct 11, 2026
MITOct 11, 2026 · metrics 2.10.0
PyPI
60Moderatehealth index
cloudcell/gnosislab
A scientific-method runtime for AI agents: hypotheses, experiments, evidence, provenance, reproducibility, and auditable conclusions.
Python★ 2↓ 2,898/moOct 7, 2026
Apache-2.0Oct 7, 2026 · metrics 2.10.0
PyPI
60Moderatehealth index
tlamadon/specthis
tool to help spec driven agentic coding for pipelines
Python★ 1↓ 1,611/moSep 12, 2026
MITSep 12, 2026 · metrics 2.10.0
Go
53Moderatehealth index
AccursedGalaxy/driver-os
Verifiable coding-agent harness in Go: external test gates, typed outcomes, sandboxed execution, multi-model providers, and signed proof bundles.
Go★ 0Oct 21, 2026
MITOct 21, 2026 · metrics 2.10.0
PyPI
53Moderatehealth index
brysontang/crystallize
Crystallize is a lightweight Python framework for rigorous, reproducible data science experiments. Define modular pipelines, apply treatments as experimental variations, and verify hypotheses with statistical tests, all with built-in caching, immutability, and parallelism for trustworthy, efficient results.
Python★ 2↓ 42/moSep 9, 2026
Apache-2.0Sep 9, 2026 · metrics 2.10.0
—
51Moderatehealth index
DanceNitra/ramr
RAMR — Retrieval-Augmented Memory Reliability: a contamination-resistant synthetic benchmark for agentic-RAG / memory systems (findings + method)
Python★ 0Sep 14, 2026
MITSep 14, 2026 · metrics 2.10.0
PyPI
48Weakhealth index
SidRichardsQuantum/Quantum_Backend_Bench
Run the same quantum circuit across multiple backends and compare performance, depth, gate counts, and noise effects in a single, unified workflow.
Python · Jupyter Notebook★ 1↓ 125/moOct 19, 2026
MITOct 19, 2026 · metrics 2.10.0
PyPI
47Weakhealth index
mojolearn/mojolearn
GPU machine learning in Mojo that supports bitwise identical inference and training on Apple Metal, NVIDIA CUDA and AMD HIP.
Mojo · Python★ 3↓ 2,505/moSep 27, 2026
Apache-2.0Sep 27, 2026 · metrics 2.10.0
PyPI
34At Riskhealth index
treeverse/dvc
🦉 Data Versioning and ML Experiments
Python★ 15.9K↓ 2M/moSep 17, 2026
Apache-2.0Sep 17, 2026 · metrics 2.10.0