Data Analysis & Investment Research · Public

kedro

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

Best fitUsers who want source-backed project understanding before installing it.

Check whether this project matches your task before installing it.

What it can doskill, recipe, host_instruction, eval, preflight

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot11k stars

1.0k forks · 286 contributors

Doramagic.ai Last verification date: 2026-07-30 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-30

What is kedro?

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
Best fit: Users who want source-backed project understanding before installing it.
Not for: Not for users who want to skip sandbox verification or cannot accept configuration, permission, or maintenance overhead.
Capability added to an AI workflow: skill, recipe, host_instruction, eval, preflight
First safe verification step: Verify the smallest path in an isolated environment and keep a rollback path.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/kedro-org/kedro, https://github.com/kedro-org/kedro#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forUsers who want source-backed project understanding before installing it.

Match the project to your task before installing it.

Capabilityskill, recipe, host_instruction, eval, preflight

Repositorykedro-org/kedro

11k stars · 1.0k forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Getting Started with Kedro

Related topics: Data Catalog, Pipelines & Configuration, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Data Catalog, Pipelines & Configuration

Related topics: Getting Started with Kedro, Deployment, Runners & the HTTP Server, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Deployment, Runners & the HTTP Server

Related topics: Data Catalog, Pipelines & Configuration, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Extensibility: Hooks, Plugins & Starters

Related topics: Getting Started with Kedro, Data Catalog, Pipelines & Configuration, Deployment, Runners & the HTTP Server

Source: https://github.com/kedro-org/kedro / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/kedro-org/kedro, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars11k stars

Forks1.0k forks

Contributors286 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using kedro with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
docs: Replace workspace login link with invite redirect for consistency
github / github_issue
02
(security) Security Vulnerability
github / github_issue
03
(security) Security Vulnerability
github / github_issue
04
(security) Security Vulnerability
github / github_issue
05
(security) Security Vulnerability
github / github_issue
06
kedro new accepts project names that shadow Python stdlib modules / keyw
github / github_issue
07
Packages settings are not used when running a package pipeline from proj
github / github_issue
08
Review & update Kedro deployment docs for AWS Step Functions
github / github_issue
09
Kedro x MLRun
github / github_issue
10
Add exclude_pipelines parameter to find_pipelines
github / github_issue
11
Revise and update AWS deployment docs
github / github_issue
12
ci: Nightly build failure on `develop`
github / github_issue

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

uv pip install kedro

Official start command · https://github.com/kedro-org/kedro#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

kedro Manual

Kedro's three foundational subsystems — the Data Catalog, Pipelines, and Configuration layers — work together to define, wire, and execute reproducible data workflows. A project declares i...

Open the full manual

https://github.com/kedro-org/kedro Project Manual
Table of Contents
Getting Started with Kedro
Related Pages
Prerequisites and Installation
Creating a Project with `kedro new`
Project Layout and First Run
Bootstrapping Mechanics

Getting Started with Kedro

Related topics: Data Catalog, Pipelines & Configuration, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Data Catalog, Pipelines & Configuration

Related topics: Getting Started with Kedro, Deployment, Runners & the HTTP Server, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Deployment, Runners & the HTTP Server

Related topics: Data Catalog, Pipelines & Configuration, Extensibility: Hooks, Plugins & Starters

Source: https://github.com/kedro-org/kedro / Human Manual

Extensibility: Hooks, Plugins & Starters

Related topics: Getting Started with Kedro, Data Catalog, Pipelines & Configuration, Deployment, Runners & the HTTP Server

Source: https://github.com/kedro-org/kedro / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start EvidenceREPO_INSPECTION.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Maintenance risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: 1.0.0

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: 1.1.0

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: 1.2.0