spring-ai-community/spring-ai-playground

Spring AI Playground is a self-hosted web UI for low-code AI tool development with live MCP server registration. It includes MCP server inspection, agentic chat, and integrated LLM and RAG workflows, enabling real-time experimentation and evolution of tool-enabled AI systems without redeployment.

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Established

This tool helps AI application developers create and test AI agents that can perform real-world actions, not just generate text. You input natural language descriptions of the tasks you want the AI to perform and any relevant documents for context. The output is a functional AI agent that can understand prompts, retrieve information, and execute custom-built tools. This is for developers building AI-powered applications or experimenting with agentic AI workflows.

Use this if you are developing AI agents and need a self-hosted environment to rapidly build, test, and expose custom tools for your agents without constant redeployment.

Not ideal if you are looking for a ready-to-use, feature-complete agent orchestration product or a simple chat interface for basic prompt testing.

AI-application-development agentic-AI low-code-tools RAG-pipelines AI-workflow-testing
No Package No Dependents
Maintenance 10 / 25
Adoption 9 / 25
Maturity 13 / 25
Community 20 / 25

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Stars

98

Forks

28

Language

Java

License

Apache-2.0

Category

java-mcp-servers

Last pushed

Feb 25, 2026

Commits (30d)

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