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spring-ai-playground
Safe local execution layer for AI agent tools. Build, validate, and publish MCP tools with a no-pass-no-run workflow — cross-platform desktop app powered by Spring AI.
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Install from
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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
// required environment variables
This server reads these from
process.env. You'll be asked to provide them before it can run.config
JAVA_HOMEconfig
SPRING_AI_PLAYGROUND_TELEMETRY_ENABLED— Server / Docker / mvn: =false// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[](https://m8ven.ai/mcp/spring-ai-community-spring-ai-playground-1v5ka4)commit: d7cb78486f69f97b02cb4856f4e2620be513d1c3
code hash: 4fa99ce1636a27d66a12f538d373dfa770d980bdd29377f24fe0fd01cd41206a
verified: 6/14/2026, 10:25:20 AM