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kgb

Python function spy support for unit tests

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

Publication status · 2026-07-30

What is kgb?

01

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

Python function spy support for unit tests

Repositorybeanbaginc/kgb

53 stars · 3 forks

02

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.
1

Overview and Quick Start

Related topics: Core Architecture: SpyAgency, FunctionSpy, and SpyCall, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
2

Core Architecture: SpyAgency, FunctionSpy, and SpyCall

Related topics: Overview and Quick Start, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
3

Spy Operations and Assertions

Related topics: Core Architecture: SpyAgency, FunctionSpy, and SpyCall, Testing Framework Integration and Platform Compatibility

Source: https://github.com/beanbaginc/kgb / Human Manual
4

Testing Framework Integration and Platform Compatibility

Related topics: Overview and Quick Start, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
5

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/beanbaginc/kgb, Human Manual, Project Pack evidence, and downstream validation signals.

03

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.
Stars53 stars
Forks3 forks
Contributors5 contributors
Licenseunknown

Community Discussion Evidence

12 source-linked items

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

04

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.
1

Try the prompt first

Test the workflow without installing the upstream project.

preview
2

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual
3

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context
4

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify
pip install kgb

Official start command · https://github.com/beanbaginc/kgb#readme · verified: yes

05

Human Manual

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

8+ sections · Human Manual

kgb Manual

Python function spy support for unit tests

Open the full manual
  1. https://github.com/beanbaginc/kgb Project Manual
  2. Table of Contents
  3. Overview and Quick Start
  4. Related Pages
  5. Introduction
  6. Source: kgb/__init__.py
  7. Installation and Python Compatibility
  8. Core Architecture
1

Overview and Quick Start

Related topics: Core Architecture: SpyAgency, FunctionSpy, and SpyCall, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
2

Core Architecture: SpyAgency, FunctionSpy, and SpyCall

Related topics: Overview and Quick Start, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
3

Spy Operations and Assertions

Related topics: Core Architecture: SpyAgency, FunctionSpy, and SpyCall, Testing Framework Integration and Platform Compatibility

Source: https://github.com/beanbaginc/kgb / Human Manual
4

Testing Framework Integration and Platform Compatibility

Related topics: Overview and Quick Start, Spy Operations and Assertions

Source: https://github.com/beanbaginc/kgb / Human Manual
5

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

06

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.

07

Preflight checks

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

08

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

Configuration risk requires verification

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

medium

Installation risk requires verification

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

medium

Installation risk requires verification

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

medium

Capability evidence risk requires verification

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

medium

Runtime risk requires verification

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

medium

Maintenance risk requires verification

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

medium

Maintenance risk requires verification

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