An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM.
⚡ Executive Summary & Quick Facts
Authoritative Sourceassay is assay is an open-source project written in Python: An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), awss1i/assay has accumulated 107 GitHub stars and 6 forks. It is written in Python, licensed under MIT, and ranks #25,796 globally. It is actively maintained with the latest commit recorded on Oct 19, 2026.”
| Repository | awss1i/assay ↗ |
|---|---|
| Primary Category | agentic ai |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 107 stars · ⑂ 6 forks · #25,796 globally |
| Maintenance | ● Active (Last commit: Oct 19, 2026) · 0 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, assay is actively maintained. Continuous telemetry recorded the last code commit on Oct 19, 2026 (25 days ago). Supported by 107 stars and 6 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (25 days ago) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#3,620
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
assay gained 10 stars in the last 30 days, about 1 a day, and now has 107. It is about 1 year old and has averaged roughly 107 stars a year. It ranks #3,620 among Python repositories and #25,796 across all languages on GitHubRepo.
Trending Record
20
DAYS ON TRENDING
#16921
BEST RANK
Oct 19, 2026
FIRST APPEARANCE
Active
STATUS TODAY
assay has maintained a continuous presence across global trending indexes, peaking at #16921. Below is the 30-day activity profile:
💡 Overview
assay is an open-source project written in Python: An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agentic-ai, ai-agents, browser-automation. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install assay⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
assay coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with assay.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install assay using your package manager: `pip install assay`
Initialize your project workspace or configuration file for assay.
Import assay into your codebase or invoke it directly from your terminal.
Execute your test suite or run `assay --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
awss1i/assay is currently ranked #25,796 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #25,688 | DeepanshuMishraa/leaf | Rust | ★ 108 | Compare ↗ |
| #25,688 | llamaboi55/DragShift | Python | ★ 108 | Compare ↗ |
| #25,688 | TryDesk/TryDesk | JavaScript | ★ 108 | Compare ↗ |
| #25,688 | yanstd888/humanizer-lint | JavaScript | ★ 108 | Compare ↗ |
| #25,688 | chasem-dev/colosseum-launcher | JavaScript | ★ 108 | Compare ↗ |
| #25,796 | awss1i/assay This Project | Python | ★ 107 | |
| #25,796 | ELLIOTTCABLE/git-blog | Ruby | ★ 107 | Compare ↗ |
| #25,796 | djberg96/sys-filesystem | Ruby | ★ 107 | Compare ↗ |
| #25,796 | vy/libpqueue | C | ★ 107 | Compare ↗ |
| #25,796 | MrJoy/UnityREPL | C# | ★ 107 | Compare ↗ |
| #25,796 | akaihola/pgtricks | Python | ★ 107 | Compare ↗ |
Frequently Asked Questions
What does assay do? +
An agent-native QA CLI for web pages. Deterministic, no tests to write, no LLM.
Is assay actively maintained in 2026? +
Yes, assay is actively maintained. The latest code push was recorded on Oct 19, 2026 (25 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 107 stars and 0 open issues.
What language is assay written in? +
The primary language is Python. Topics include: agentic-ai, ai-agents, browser-automation, claude-code, claude-code-mod.
How many stars does assay have? +
assay has 107 stars and 6 forks on GitHub.
How does assay rank among GitHub repositories? +
With 107 stars, awss1i/assay is ranked #25,796 globally across all repositories tracked on GitHubRepo and #3,620 among Python projects.
What license is assay distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
