Leeky

Black box language model leakage/contamination testing tool

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is Leeky?

Leeky is an open-source tool designed to test for data leakage and contamination in black-box language models, ensuring the integrity of AI systems.

Key differentiator

Leeky stands out as an open-source tool specifically designed for testing data leakage and contamination in black-box language models, offering detailed insights into potential risks.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Detects data leakage in black-box language modelsmedium

Provides detailed reports on contamination risksmedium

Flexible configuration for various testing scenariosmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited language support beyond Pythonhigh

Primary development and maintenance focus on Python, other language bindings are not officially supported

Small community and limited third-party integrationsmedium

GitHub issues and pull requests show low activity; few documented use cases outside of core features

Fit analysis

Who is it for?

✓ Best for

Teams developing black-box language models who need to ensure no data leakage occurs

Organizations that require rigorous testing for AI safety and compliance

Researchers studying the security aspects of machine learning systems

✕ Not a fit for

Projects where real-time performance is critical (Leeky may be resource-intensive)

Teams without access to local compute resources (requires a local setup)

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Leeky

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →