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Testing & Quality
Kāhea
Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.
Testing & Quality
v0.3.1
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Testing Your MCP Server: Inspector, Unit Tests, and CI
Most MCP servers ship without a test strategy. MCPFind indexes 35 testing-category servers averaging just 0.3 stars. This guide covers three layers: interactive inspection, in-memory unit tests, and automated CI checks you can wire into GitHub Actions today.
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Playwright MCP Server: Why Accessibility-Tree Automation Beats Screenshot-Based Approaches
Microsoft's Playwright MCP server exposes 25+ browser automation tools to AI agents using the accessibility tree rather than screenshots. MCPFind indexes 82 testing servers. This guide covers setup, tool reference, and practical development use cases.
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