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self-improving Agentic QA harness with Memory","maintainers":[{"name":"pranshuchittora","email":"pranshuchittora17@gmail.com"},{"name":"vostride","email":"undefined@vostride.com"}],"readme":"<picture>\n  <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/banner-dark.jpg\">\n  <source media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/banner-light.png\">\n  <img src=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/banner-light.png\" alt=\"agent-qa by vostride — a self-improving QA agent for your software factory\" width=\"100%\">\n</picture>\n\n<p align=\"center\">\n  <strong>English</strong> · <a href=\"https://github.com/vostride/agent-qa/blob/main/README.zh-CN.md\">中文</a>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://www.npmjs.com/package/agent-qa\"><img src=\"https://img.shields.io/npm/v/agent-qa?color=196872\" alt=\"npm version\"></a>\n  <a href=\"https://www.npmjs.com/package/agent-qa\"><img src=\"https://img.shields.io/npm/dm/agent-qa?color=196872\" alt=\"npm downloads per month\"></a>\n  <a href=\"https://github.com/vostride/agent-qa/stargazers\"><img src=\"https://img.shields.io/github/stars/vostride/agent-qa?color=196872\" alt=\"GitHub stars\"></a>\n  <a href=\"https://github.com/vostride/agent-qa/actions/workflows/ci.yml\"><img src=\"https://github.com/vostride/agent-qa/actions/workflows/ci.yml/badge.svg?branch=main\" alt=\"CI\"></a>\n  <a href=\"https://vostride.com/docs/agent-qa\"><img src=\"https://img.shields.io/badge/docs-agent--qa-196872\" alt=\"Documentation\"></a>\n  <a href=\"https://github.com/vostride/agent-qa/blob/main/LICENSE.md\"><img src=\"https://img.shields.io/badge/license-FSL--1.1--ALv2-196872\" alt=\"License: FSL-1.1-ALv2\"></a>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://vostride.com/agent-qa\">Website</a> · <a href=\"https://vostride.com/docs/agent-qa\">Docs</a> · <a href=\"https://vostride.com/demo/agent-qa\">Demo</a> · <a href=\"https://vostride.com/blog\">Blog</a> · <a href=\"https://vostride.com/changelog\">Changelog</a>\n</p>\n\n**Your AI QA engineer, with memory.** Describe a user journey in plain language. agent-qa tests it on web, Android or iOS and keeps the evidence. Use the CLI, the dashboard, or your coding agent through MCP and skills.\n\n- **memidex:** remembers facts and working procedures as reviewable files in your repository.\n- **Self-improvement:** validates lessons from runs, retires stale knowledge, and uses your feedback to correct mistakes.\n\n| Benchmark | Rank | Published result |\n| --- | --- | --- |\n| [AndroidWorld](https://vostride.com/benchmark/android-world) | **#1** | **100% pass@1** (116/116 tasks) |\n| [AppControlBench](https://vostride.com/benchmark/app-control-bench) | **#1** | **99.6% completion** (114.5/115 points) |\n\nRead the full benchmark reports, with run evidence and methodology, on [our blog](https://vostride.com/blog). Both used gpt-6-sol with memory and self-improvement off; AppControlBench gives half credit for partial completion.\n\n## See it in action\n\n**Inspect a failure.** The demo catches a cart showing $29 instead of $53, with the failed step and its screenshot side by side.\n\n<picture>\n  <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/evidence-dark.png\">\n  <source media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/evidence-light.png\">\n  <img src=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/evidence-light.png\" alt=\"The dashboard shows the deliberate cart-total bug, its failed assertion, and recorded browser evidence\" width=\"100%\">\n</picture>\n\n**See what memory contributed.** Inspect the knowledge supplied to a run and trace it back to the steps that used it.\n\n<picture>\n  <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/knowledge-dark.png\">\n  <source media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/knowledge-light.png\">\n  <img src=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/knowledge-light.png\" alt=\"The Knowledge tab shows stored facts retrieved for the demo run\" width=\"100%\">\n</picture>\n\n**Run from your terminal.** Real output from the demo examples: the checkout passes and the test on the deliberate cart-total bug fails.\n\n<picture>\n  <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/cli-dark.png\">\n  <source media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/cli-light.png\">\n  <img src=\"https://raw.githubusercontent.com/vostride/agent-qa/main/docs/assets/readme/cli-light.png\" alt=\"CLI output excerpt showing one passed test, one failed test, and eight of nine steps passing\" width=\"100%\">\n</picture>\n\n## Get started\n\nRequires Node.js 24+.\n\n```sh\nnpm install -D agent-qa\nnpx agent-qa init\n```\n\nFollow the [quickstart](https://vostride.com/docs/agent-qa/quickstart) to connect a model and run the demo, or [set up with your coding agent](https://vostride.com/docs/agent-qa/agent-quickstart).\n\n> [!NOTE]\n> Early stage. Expect bugs. [Report an issue](https://github.com/vostride/agent-qa/issues) when something breaks.\n\n## License\n\n[Functional Source License (FSL-1.1-ALv2)](https://github.com/vostride/agent-qa/blob/main/LICENSE.md).\n","readmeFilename":"README.md"}