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conformance

PyPI·Infrastructure

The conformance package is a Python tool for verifying that AI agent runtimes uphold nine operational invariants when subjected to injected faults. It generates reproducible evidence for testing determinism and reliability. Designed for developers working with LLM-based agents, it is available on PyPI under an Apache-2.0 license.

Open SourceApache-2.0CLI
Visit PyPI↗

Overview

4 features

conformance is a LLM eval & observability project. It focuses on ensuring AI agent runtimes behave reliably by verifying operational invariants under fault conditions. conformance is an open-source project aimed at ai developers. conformance is open source under the Apache-2.0 license. It runs on the command line.

Behind conformance is Rohit Bind, and it first shipped in 2026. Key capabilities include Fault Injection, Invariant Testing, and Reproducible Evidence.

Summary written by a language model from the project’s public pages.

  • ✓Fault Injection
  • ✓Invariant Testing
  • ✓Reproducible Evidence
  • ✓Agent Runtime Verification
Tags
ai-agent-testingconformance-testingfault-injectionruntime-verification
AI capabilities
Code

Built with & integrations

Runs on
CLI

Trust & compliance

License
Apache-2.0
Verified signals
✓HTTPS✓Open Source✓GitHub

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed29 Jul · 19:32 UTC
    conformance verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about conformance

What does conformance do?
Conformance focuses on ensuring AI agent runtimes behave reliably by verifying operational invariants under fault conditions. It is catalogued under LLM eval & observability on PulseGate.
Who is conformance for?
conformance is an open-source project built for ai developers.
Does conformance have a free plan?
Yes — conformance is open source under the Apache-2.0 license and free to use.
What platforms does conformance run on?
conformance runs on the command line.
Is conformance still active?
Unverified. conformance has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What are alternatives to conformance?
Similar projects tracked by PulseGate include constraintloop, trajectory-judge, and DeFake.constraintlooptrajectory-judgeDeFake
Who develops conformance?
conformance is developed by Rohit Bind.
When did conformance launch?
conformance first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
Apache-2.0
First seen
29 Jul 2026
Built for
ai developers
Model
Open source
Solves
Ensuring AI agent runtimes behave reliably by verifying operational invariants under fault conditions.

Registered as

GitHub
RohitBind123/conformence_evaluation
PyPI
conformance

Developer

Rohit Bind
↗ GitHub

Open source

View on GitHub →

Live coverage

Identity confidence
Low · 64
Indexed
29 Jul 2026
Lifecycle
Alive
First seen
Jul 2026
Last seen
29 Jul 2026
Identity audit (13)
Slug
conformance-pypi-org
Lifecycle state recorded
29 Jul 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
29 Jul 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
2 Aug 2026
Canonical URL
https://pypi.org/project/conformance

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