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hynek
stamina

Production-grade retries for Python

3.1M 1K 20
kalepa
safe-init

Safe Init is a Python library that enhances AWS Lambda functions with advanced error handling, logging, monitoring, and resilience features, providing comprehensive observability and reliability for serverless applications.

67K 6 0
pln-fing-udelar
krippendorff

Fast computation of Krippendorff's alpha agreement measure in Python.

63K 157 18
boschresearch
pylife

a general library for fatigue and reliability

26K 181 43
chaostoolkit
chaostoolkit

Chaos Engineering Toolkit & Orchestration for Developers

15K 2K 202
coredipper
operon-ai

Biologically Inspired Architectures for EpiAgentic Control

12K 29 2
derrynknife
surpyval

A Python package for survival analysis. The most flexible survival analysis package available. SurPyval can work with arbitrary combinations of observed, censored, and truncated data. SurPyval can also fit distributions with 'offsets' with ease, for example the three parameter Weibull distribution.

8K 52 6
redhat-chaos
krkn-lib

Chaos and resiliency testing tool for Kubernetes with a focus on improving performance under failure conditions. A CNCF sandbox project.

5K 448 180
mnvsk97
agentbreak

infrastructure chaos to test the resilience of ai agents

3K 16 1
onuratakan
gpt-computer-assistant

GPT

3K 8K 728
boschresearch
pylife-odbserver

a general library for fatigue and reliability

3K 181 43
boschresearch
pylife-odbclient

a general library for fatigue and reliability

3K 181 43
aponysus
redress

Policy-driven failure handling for Python services.

3K 39 2
tvtoglu
predictr

Weibull Analysis Tools

2K 28 7
openshift-scale
cerberus-client

Guardian of Kubernetes clusters. Tool to monitor clusters health and signal/alert on failures.

2K 98 43
onuratakan
gcadev

Build autonomous AI agents in Python.

2K 8K 728
nasa
fmdtools

System resilience modelling, simulation, and assessment in Python

1K 56 16
burning-cost
insurance-conformal

Conformal prediction intervals for Tweedie/Poisson insurance models - distribution-free coverage guarantees

1K 0 0
imtt-dev
steer-sdk

The Active Reliability Layer for AI Agents. Catch failures, teach fixes, and automate reliability

1K 132 5
eugene001dayne
testthread

"pytest for AI agents." Open-source testing framework. Define what your agent should do. Run it. Get pass/fail results with AI diagnosis. Tests whether your agent behaves correctly across runs

1K 3 1
AhsanSheraz
pyresilience

Unified resilience patterns for Python — retry, circuit breaker, timeout, fallback, bulkhead, rate limiter, and cache in one decorator. Python's Resilience4j.

1K 30 0
Harshit-J004
py-toolguard

The "Cloudflare for AI Agents". 7-layer security interceptor, real-time observability dashboard, and automated reliability testing for MCP and AI tool chains. Prevent hallucinations, prompt injection, and destructive tool calls.

1K 12 3
ReliaQualAssociates
ramstk

Reliability, Availability, Maintainability, Safety (RAMS) analysis program.

1K 54 14
fsepy
sfeprapy

Structural Fire Engineering - Probabilistic Reliability Assessment

1K 17 0
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