Spring AI Playground MCP Server
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.
Spring AI Playground is an open-source mcp server by spring-ai-community, written mainly in Java, with 145 GitHub stars and the Apache-2.0 license. Its code was last updated Sep 22, 2026.
Scan summary: scanned Nov 5, 2026 at commit 8beecf6. No capabilities flagged by our checks. Scan policy
What Spring AI Playground can touch
- Our checks did not find this. The tool may still do it.Run shell commandsNot seen in this scan
- Our checks did not find this. The tool may still do it.Run dynamic codeNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or write filesNot seen in this scan
- Our checks did not find this. The tool may still do it.Read environment and secretsNot seen in this scan
- Our checks did not find this. The tool may still do it.Control a web browserNot seen in this scan
- Our checks did not find this. The tool may still do it.Connect to databasesNot seen in this scan
- Our checks did not find this. The tool may still do it.Read or send messagesNot seen in this scan
- Our checks did not find this. The tool may still do it.Touch money or tradingNot seen in this scan
- Our checks did not find this. The tool may still do it.Connect to the internetNot run in this scan
"Not seen" means our checks did not find it, and the tool may still do it. Covers commit 8beecf6, Nov 5, 2026. See the scan policy.
Before you install Spring AI Playground
AgenticMart scanned Spring AI Playground on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What it can access
- An MCP server is a program your AI app starts and talks to. A local one runs with your user's permissions: it can see the files, environment variables and network your account can.
- Based on its description and topics, it likely needs to run shell commands.
Before you install
- Keep tool-call approval on, and run it in a container if you can.
- Pin the version you reviewed instead of always installing the latest release.
- Read the tool list or scripts before the first run, and keep approval prompts on for actions that write, send or delete.
- Maintained by spring-ai-community on GitHub, 145 stars and 34 forks. Popularity is not proof of safety.
- Last code change: Sep 22, 2026.
- Open-source license: Apache-2.0.
Spring AI Playground is an open-source mcp server by spring-ai-community, written mainly in Java. 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.
At a glance
- Stars
- 145
- Forks
- 34
- Language
- Java
- License
- Apache-2.0
- Created
- Dec 2025
- Last update
- Sep 22, 2026
- Type
- MCP Server
- Price
- Free
Topics
Questions about Spring AI Playground
What is Spring AI Playground?
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.
Who maintains Spring AI Playground?
Spring AI Playground is maintained by spring-ai-community on GitHub (spring-ai-community/spring-ai-playground). AgenticMart lists it from public repository data.
Is Spring AI Playground safe to use?
AgenticMart scanned Spring AI Playground on Nov 5, 2026 with automated checks for hidden code, known-malicious packages, leaked secrets and vulnerable dependencies. The result covers one commit under our scan policy, so review what access you give it and check any advisories shown here.
What license does Spring AI Playground use?
It is published under the Apache-2.0 license.
Spring AI Playground alternatives
View more →Similar mcp servers in Data Science & ML, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| Spring AI Playground (this page) spring-ai-community | 145 | Apache-2.0 | Sep 22, 2026 | Scanned, no flagged issues |
| MaxKB 1Panel-dev | 23k | GPL-3.0 | Nov 1, 2026 | Scanned, no flagged issues |
| FunASR modelscope | 21k | MIT | Nov 1, 2026 | Scanned, no flagged issues |
| Ida Pro MCP mrexodia | 13k | MIT | Sep 26, 2026 | Scanned, no flagged issues |
| Pal MCP Server BeehiveInnovations | 12k | None found | Dec 15, 2025 | Not scanned yet |
| Osaurus osaurus-ai | 8.1k | MIT | Nov 1, 2026 | Scanned, no flagged issues |