Microsoft Launches Free Tool to Find Mistakes Made by AI Coding Assistants
Microsoft has launched a free tool called Scope that helps developers find mistakes made by AI coding assistants and improve how they work.
The tool allows companies to track what AI assistants do when writing code, building applications, or using software tools.
Microsoft spent more than a year developing Scope and has made it available to developers for free.
How Microsoft Scope Works
AI coding assistants can help developers write code, fix errors, and create applications. However, they sometimes make mistakes, misunderstand instructions, or use the wrong tools.
Microsoft Scope helps developers understand why these problems happen.
The platform records how an AI assistant completes a task, including which tools it uses, what instructions it follows, and what files it creates.
For example, if an AI assistant makes a mistake while building an application, developers can use Scope to find out what went wrong.
They can then improve their instructions or software and test the AI again to see whether the problem has been fixed.
Scope also allows developers to compare how different AI coding assistants perform on the same tasks.
Microsoft Already Seeing Results
Microsoft’s Azure Cosmos DB team has already used Scope to improve how AI assistants work with its database software.
The testing helped the team find and fix 20 problems with its development tools and 27 issues in its documentation.
After making changes, the correct use of one database feature increased from 47% to 100% in the tests.
Another common mistake, which previously appeared in 47% of cases, was eliminated during testing.
Microsoft says these results show how tracking AI mistakes can help developers make their software easier for AI assistants to use.
However, the improvements were measured in specific tests and do not mean AI coding assistants will always work without errors.
Free and Available to Developers
Microsoft has released Scope as an open-source project, allowing anyone to use, modify, and improve it.
The platform can test AI coding assistants such as GitHub Copilot and Claude Code.
Companies can also run Scope on their own computers or servers to test private projects without sharing their code publicly.
Microsoft has made the project available through its official Scope website and GitHub.
Although the tool itself is free, companies may still need to pay for the computers, servers, and AI services required to run it.
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