av1352/decipher-test-generation

🧪 Decipher AI — Automated Test Generation

AI-powered test generation and QA for modern software teams

Built by Anju Nandhakumar for Decipher AI

🔗 [Live Demo](https://huggingface.co/spaces/av1352/decipher-test-generation) | 🔗 [LinkedIn](https://linkedin.com/in/anju-vilashni) | 🌐 [Portfolio](https://vxanju.com)

What This Does

Automatically generates high-quality tests from source code using AI.

Features:

• —Unit, Integration, and E2E test generation
• —Pytest-ready test suites in seconds
• —Happy path, edge cases, and error handling
• —Automatic coverage estimation (60–98%)
• —Line, branch, and function coverage breakdowns

Example: Paste a Python function → AI analyzes logic → generates 10–15 tests → achieves ~90% coverage in <2 seconds

Why It Matters

Problem: Writing tests is slow, boring, and often skipped Solution: AI-generated tests that are fast, thorough, and production-ready

Impact:

• —10× faster test creation
• —Fewer production bugs
• —Higher and more consistent coverage
• —Developers focus on features, not boilerplate

Demo Highlights

Test Generation:

• —Functions, classes, validators, auth logic
• —Edge cases (nulls, boundaries, invalid inputs)
• —Configurable coverage targets (Basic / Medium / High)

QA Dashboard:

• —Tests generated & pass rate
• —Bugs detected automatically
• —Coverage trends
• —Time saved metrics

Tech Stack

Python • LLMs • Pytest • Gradio • Software Quality Analytics

Use Cases

• —CI/CD Pipelines: Enforce coverage automatically
• —Legacy Code: Generate tests before refactors
• —Startups: Ship fast without sacrificing quality
• —Dev Teams: Reduce testing overhead at scale

Impact

• —90%+ coverage without manual effort
• —1–2 seconds per test suite
• —Consistent, repeatable QA
• —Scales across teams and repositories

Contact: nandhakumar.anju@gmail.com

Built with 🧪 + 🤖 to make testing painless