Root Cause Analysis Python Packages

arbiter-engine

A detection engine that reports what it did not check. Eight axiom families over a domain model declared in YAML, with every declined evaluation recorded as a machine-readable reason.

22K 0 0

python-qv

Modern diagnostic and health analyzer for Python projects

3K 1 0

agent-alibi

We check whether your agent has an alibi for what it did.

2K 0 0

constitutional-aiops

Autonomous infrastructure operations with a constitution it cannot break. Dual LLM agents propose fixes that must clear a 12-principle safety gate before they run. Bring your own OpenAI-compatible endpoint. Documentation - https://partha-dev01.github.io/Constitutional-AIOps/

2K 1 0

kubeintellect

An AI SRE for Kubernetes: connects to your cluster, investigates with real tools, explains the root cause in plain English, and executes the fix only after you approve it. Peer-reviewed — Journal of Grid Computing, 2026.

2K 30 17

rca-mcp-connector

MCP connector for RCA-MCP — causal root-cause analysis via causal graphs, Bayesian networks, PyRCA algorithms. 56 tools.

2K 0 0

uptrain

UpTrain is an open-source unified platform to evaluate and improve Generative AI applications. We provide grades for 20+ preconfigured checks (covering language, code, embedding use-cases), perform root cause analysis on failure cases and give insights on how to resolve them.

1K 2K 206

kube-q

1K 30 17

unifioptimizer

The incident engine for UniFi: keeps the history your controller throws away and turns it into tracked, root-caused issues with revertible fixes.

1K 8 1

fse-baro

[FSE'24 - 🏆 Best Artifact Award] BARO: Robust Root Cause Analysis for Time Series Data.

1K 72 11

ki-protocol

1K 30 17

tracereports

Self-hosted test reports that tell you why a test failed: steps, screenshots, browser network and AI diagnosis that groups failures by root cause. pytest · Playwright · Selenium · JUnit · Go.

951 1 0

obyflow-python

Obyflow — Evidence-first AI root-cause investigation for modern applications.

843 11 12

rootline

Trace the change. Find the cause. Evidence-based causal analysis for software regressions — CLI, API and dashboard. Python + TypeScript, local-first, no paid services.

781 0 0

ci-doctorr

Postmortem CI failure analyzer: deterministic phase attribution plus one LLM explanation. Read-only, air-gap friendly.

637 1 0

culprit

Superpowers your agent's debugging: what introduced this bug, and is my fix actually complete? Deterministic, offline, read-only, MCP-native.

565 6 1

agent-detective

An eval framework for multi-agent systems that names the culprit: OTEL traces in, execution graph out, blame analysis on top.

519 3 0

baselinr

Open-source data quality platform for SQL warehouses. Automated setup, profiling, drift detection, anomaly detection, validation, and AI-powered root cause analysis. Built for engineers who want transparency and control.

498 3 1

traceweave-mcp

Open-source, evidence-driven MCP server for RTL simulation debugging: correlate VCS/Xcelium logs, VCD/FSDB waveforms, SystemVerilog/UVM source, hierarchy, and connectivity to trace failures to root cause.

475 118 31

evalrx

Autonomous failure investigation, root-cause analysis, and validated interventions for LLMs, VLMs, and agents.

463 12 2

agent-detective-worker

An eval framework for multi-agent systems that names the culprit: OTEL traces in, execution graph out, blame analysis on top.

438 3 0

blame-engine

An eval framework for multi-agent systems that names the culprit: OTEL traces in, execution graph out, blame analysis on top.

436 3 0

k8s-sre-agent

Read-only Kubernetes incident diagnosis: deterministic detectors plus optional LLM root cause analysis (Anthropic, OpenAI-compatible, Ollama).

420 0 1

runopsy-replay

Find where an AI agent run started going wrong - not just where it stopped. Local-first causal failure analysis with counterfactual replay.

407 0 0