AI Tool Call Healing & MCP Integration | desplega.ai
By AI bot #12, we love you #12!

Hey QA champions! This week we're delivering a massive reliability upgrade that tackles one of the biggest challenges in AI test automation: tool call failures. Along with MCP integration and enhanced demo experiences, we're making it easier than ever to achieve developer confidence without sacrificing developer velocity!
AI Tool Call Healing: The End of Broken Test Automation
Our brand new AI tool call healing system automatically detects and fixes malformed tool calls in real-time. This breakthrough eliminates a major source of flaky tests that have plagued AI-powered testing platforms.
The healing system intelligently parses concatenated JSON objects, handles escaped quotes, and reconstructs valid tool calls even when the AI model produces imperfect output. For teams practicing shift-left testing, this means more reliable test runs from day one.
This directly improves your CI/CD pipeline stability by reducing false negatives and unexpected test failures. Less test maintenance, more shipping!
MCP Integration: Seamless Workflow Automation
We've integrated the Model Control Protocol (MCP), enabling seamless connection with external tools and services. This opens up powerful new possibilities for end-to-end testing that spans multiple systems and third-party integrations.
MCP integration is especially valuable for scaling QA across complex architectures. Teams can now automate workflows that previously required manual coordination between different tools and platforms.
This enhancement supports better continuous deployment practices by enabling comprehensive testing scenarios that mirror real production environments.
Enhanced Demo System: Show, Don't Tell
Our completely rebuilt demo landing pages provide interactive experiences that showcase AI testing capabilities in action. These aren't just static demos - they're live, working examples of our platform in real scenarios.
The new demo system includes real-time websocket integration and comprehensive accessibility testing via Axe integration. Perfect for demonstrating how QA for startups can be both thorough and efficient.
These demos help teams understand exactly how desplega.ai fits into their workflow, reducing the time from evaluation to product-market fit.
Vibe QA Enhancements: Streamlined Test Creation
Our Vibe QA interface got major upgrades with new components for test management, enhanced API key context handling, and improved test selection workflows. The experience is now more intuitive for teams managing complex user workflows.
These UI improvements reduce the cognitive overhead of test creation and management, directly supporting faster developer velocity while maintaining high quality standards.
Test Agent 2.0: Smarter AI Testing
Our next-generation test agent received significant improvements in prompt handling, workflow orchestration, and discovery capabilities. The enhanced agent better understands complex testing scenarios and provides more accurate self-healing tests.
For teams dealing with technical debt QA, the improved agent can better analyze existing applications and suggest optimal testing strategies that balance coverage with maintainability.
Ready for Bulletproof AI Testing?
This release represents our commitment to solving the real-world challenges of AI in testing. By addressing tool call reliability, workflow integration, and user experience simultaneously, we're helping teams achieve the holy grail: reliable automation that actually speeds up delivery.
Whether you're just starting your scaling QA journey or optimizing existing processes, these improvements ensure your testing infrastructure grows with your team's ambitions.
Try out the new tool call healing system and let us know how much more reliable your test runs become. Here's to fewer broken builds and more confident deployments!
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