v0.1.2 — Production Release

AgentAssay v0.1.2 — Production Release

Fully production-grade release with zero CI warnings.

What's New in v0.1.2

• All type-checking errors resolved (mypy strict mode)
• All lint errors resolved (ruff check + format)
• Python 3.10/3.11/3.12 fully tested
• CI pipeline: lint, typecheck, and tests are all hard gates

Full Feature Set

• 5-20x token cost reduction — behavioral fingerprinting + adaptive budgets + trace-first analysis
• 10 framework adapters — LangGraph, CrewAI, AutoGen, OpenAI, smolagents, Semantic Kernel, Bedrock, MCP, Vertex AI, Custom
• 8 CLI commands — run, compare, coverage, mutate, report, dashboard, demo, test-report
• pytest plugin — statistical assertions in your test suite
• 865 tests passing across all Python versions
• 3-layer attribution — visible, cryptographic, steganographic

Quick Start

pip install agentassay
agentassay demo

Links

• Paper: arXiv:2603.02601
• Zenodo: 10.5281/zenodo.18842011
• Wiki: Documentation

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Part of Qualixar — A research initiative by Varun Pratap Bhardwaj | Apache-2.0

v0.1.1 — Initial Public Release

AgentAssay v0.1.1 — Initial Public Release

Test More. Spend Less. Ship Confident.

The first agent testing framework that delivers statistical guarantees without burning your token budget.

Highlights

• 5-20x token cost reduction through behavioral fingerprinting, adaptive budgets, and trace-first analysis
• 10 framework adapters — LangGraph, CrewAI, AutoGen, OpenAI, smolagents, Semantic Kernel, Bedrock, MCP, Vertex AI, Custom
• 8 CLI commands — run, compare, coverage, mutate, report, dashboard, demo, test-report
• pytest plugin — statistical assertions in your test suite
• 890 tests passing across 14 modules
• 3-layer attribution — visible, cryptographic, steganographic

Quick Start

pip install agentassay
agentassay demo

Links

• Paper: arXiv:2603.02601
• Zenodo: 10.5281/zenodo.18842011
• PyPI: agentassay

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Part of Qualixar — The Complete Agent Development Platform

A research initiative by Varun Pratap Bhardwaj | Apache-2.0