Atp Provenance

CAMEL-inspired provenance security for tracking data origin and enforcing policies in LLM applications.

EmergingOpen SourceLow lock-in
Visit Website ↗Compare ⇄

Pricing

Free tier

Flat rate

Adoption

→Stable

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is Atp Provenance?

ATP Provenance is a framework that enables developers to track the origin of data used by large language models (LLMs) and enforce strict security policies. This tool helps ensure compliance with data privacy regulations and enhances overall application security.

Key differentiator

“ATP Provenance stands out by providing a robust framework specifically designed to track data origin and enforce security policies in large language model applications, ensuring compliance with privacy regulations.”

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

CAMEL-inspired provenance tracking for data origin.medium

Enforcement of security policies within LLM applications.medium

MIT licensed and open-source.medium

↓ Weaknesses

Steep learning curve for non-JavaScript developershigh

The framework heavily relies on JavaScript-specific patterns and idioms, which may be challenging for developers unfamiliar with the language.

Limited documentation and examplesmedium

Official documentation lacks comprehensive guides and practical examples, making it difficult to understand advanced use cases without diving into source code.

Frequent breaking changes between versionshigh

The framework has a history of introducing significant API changes with minor version updates, requiring substantial refactoring for existing projects.

Small community and limited supportmedium

GitHub issues are often unanswered, and the community is small, leading to slower resolution times for bugs and feature requests.

Fit analysis

Who is it for?

✓ Best for

Teams building LLM applications who need to comply with strict data privacy regulations.

Projects requiring detailed tracking of data lineage and origin within their models.

✕ Not a fit for

Applications that do not require provenance tracking or security policy enforcement.

Developers looking for a complete end-to-end solution, as ATP Provenance focuses on specific aspects of LLM application development.

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 Atp Provenance

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

View Setup Guide →