How Deque uses Axe MCP Server to deliver 40% faster accessibility remediation

Illustration du serveur MCP d'Axe avec une fenêtre modale intitulée « Mesures correctives suggérées ». La fenêtre modale montre une modification du code visant à remplacer un message d'erreur standard par une version conforme aux normes d'accessibilité.

Accessibility remediation can be slow, expensive, and hard to scale. Deque has  actively been working at changing that through Axe MCP Server—a Deque tool that  brings Axe Platform expertise into AI coding agents. Deque’s team used the tool on  client projects to prove that faster, more cost-effective remediation was possible,  without compromising quality. The results made the case.

The challenge: The cost of manual remediation

Automated testing surfaces accessibility issues reliably. What happens next is where  delivery timelines slip and costs compound. Each finding has to be interpreted,  mapped to the right fix, and implemented correctly within a specific codebase and  framework—by a developer who may not have touched that code in months, working  in a stack that may have evolved since the last remediation cycle. 

Across large applications, that translation cost adds up fast. Back-and-forth between  identification and implementation drives repeated remediation cycles, longer timelines,  and more effort than initial estimates account for. The question was simple: can  accessibility remediation be reliably automated and scaled without compromising quality? 

The solution: Bring accessibility guidance into developer workflow

The team introduced Axe MCP Server into customer remediation projects to find out.  Rather than treating accessibility scan results as standalone reports for developers to  interpret, it delivers actionable, framework-aware guidance inside the development  environment—so coding agents can act on each finding and make actual source code  fixes without leaving their workflow. 

The tool proved especially effective for repeatable accessibility issues, where the  solution pattern is well understood but the implementation varies across modern  stacks like React, Vue, and vanilla JavaScript. For developers, this means freeing their time from interpreting the findings and instead jumping to implementing fixes.  For organizations, it means faster resolution, fewer remediation cycles, and more  predictable delivery timelines. 

Developers shouldn’t have to be accessibility experts to fix accessibility issues.  Axe MCP Server gives them exactly what they need, exactly where they need it so they can just fix the problem.” Dylan Barrell, CTO, Deque Systems

The impact: Accelerating remediation while reducing cost

Deque used Axe MCP Server on web remediation projects to fix accessibility issues  identified through automated testing. The goal was to improve the speed and  consistency of remediation while maintaining quality standards and the results  delivered on that promise: 

• 20–30% fewer hours on automated accessibility issue remediation with  Axe MCP Server 

• 30–40% fewer hours when the workflow extended to manually-found issues

• Projects delivered at two-thirds of the original estimated cost, with savings  passed directly to the client 

Seeing 40% efficiency gains reinforced our belief that Axe MCP Server  can fundamentally improve how accessibility remediation gets done.” — Sujasree Kurapati, Head of Services, Deque Systems

Perspectives d'avenir

For organizations working through accessibility remediation backlogs, the impact is  already measurable: issues move from backlog to resolution faster, with fewer cycles  of interpretation and rework. As automated testing coverage grows, so does the  opportunity for Axe MCP Server to accelerate the work of fixing what’s found. Deque  is continuing to evolve Axe MCP Server so that faster, higher-quality remediation  becomes the expectation, not the exception. 

If your team is carrying a remediation backlog or wants to get ahead of one, contact  Deque to see how Axe MCP Server fits your workflow.