spring-ai-playground

by spring-ai-community · Cloud & Infra · ★ 145

spring-ai-playground is an MCP server by spring-ai-community. Safe local execution layer for AI agent tools. Build and test-run MCP tools (no pass, no run), serve them from a built-in MCP server, and use them in Agentic Chat with RAG, human-in-the-loop approval, and built-in observability. Cross-platform desktop app powered by Spring AI. It has 145 GitHub stars and ranks #218 of 1058 in Cloud & Infra by stars.

Category: Cloud & Infra
Author: spring-ai-community
GitHub stars: 145
This week: Tracking since 18 Oct 2026
Language: Java
License: Apache-2.0 (open source)
Last update: 2026-09-22 (32 days ago)
Links: Source Website

agentic-chat
ai-agents
ai-observability
ai-playground
mcp
mcp-client
mcp-server
rag
tool-development
tool-sandbox
tool-validation

How to install spring-ai-playground

Install steps differ per project, so follow the README in the spring-ai-playground repository. Most MCP servers start with a single command (npx -y <package>, uvx <package> or a Docker image) that you add to your client's config. The install guide shows where that goes in Claude Code, Claude Desktop, Cursor and VS Code.

Also listed in

MCP servers for RAG515

Maintain this project? Get it featured ($99/mo, pinned at the top of Cloud & Infra) or see what featuring includes.

Report a problem with this listing

Frequently asked questions

What is spring-ai-playground?

spring-ai-playground is an MCP server by spring-ai-community in the Cloud & Infra category. Safe local execution layer for AI agent tools. Build and test-run MCP tools (no pass, no run), serve them from a built-in MCP server, and use them in Agentic Chat with RAG, human-in-the-loop approval... It has 145 GitHub stars and ranks #218 of 1058 in Cloud & Infra by stars.

Is spring-ai-playground free and open source?

Yes. spring-ai-playground is published under the Apache-2.0 license, so you can run, modify and self-host it at no cost. If it connects to a paid service, that service's own pricing and API terms still apply. Check the repository for the exact license text before using it commercially.

What are the alternatives to spring-ai-playground?

Other Cloud & Infra projects on MCP Harbor include RuView, worldmonitor, netdata. Each alternative links to its own page with stars, license and recent activity. The Cloud & Infra category ranks all 1058 by stars, and you can re-sort it by growth this week.

Alternatives to spring-ai-playground

RuView★ 99,349

ruvnet · Rust

π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.

worldmonitorTrending★ 89,385

koala73 · TypeScript+778 stars this week (+0.9%)

Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface

netdata★ 81,113

netdata · Go+128 stars this week (+0.2%)

The fastest path to AI-powered full stack observability, even for lean teams.

LibreChatTrending★ 46,238

LibreChat-AI · TypeScript+377 stars this week (+0.8%)

Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User A

nacos★ 33,474

alibaba · Java+14 stars this week (+0%)

an easy-to-use dynamic service discovery, configuration and service management platform for building AI cloud native applications.

dapr★ 26,154

dapr · Go+3 stars this week (+0%)

Dapr is a portable runtime for building distributed applications across cloud and edge, combining event-driven architecture with workflow orchestration.

All 1058 Cloud & Infra MCP servers →

Data last updated 25 October 2026. Stars and downloads are refreshed every day from GitHub and npm.