spring-ai-community / 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.
Why this job: says: mcp server; topics: mcp-server, mcp-client, mcp
What it does
- Connect Your AI over MCP and Let It Do the Work, Inside One Safety Net: connect Claude, ChatGPT (Codex), Cursor or any MCP client to the playground's /mcp once. It reads the guides, start prompts and example tools the app serves over MCP, w
- Built-In MCP Server. Publish tools directly from the app and expose them immediately through the built-in MCP server instead of wiring ad-hoc local scripts by hand.
- External MCP Catalog. a preset catalog of external MCP server connections (Gmail, Notion, Slack, GitHub, Linear, Atlassian, Tavily, Microsoft Teams, Sentry, and more) grouped by category with ${ENV_VAR} placeholders so disabled servers can'
- MCP Server Proxy. Select tools from any connected external MCP server and re-expose them on the built-in /mcp endpoint - compose multiple servers into one surface callable from Agentic Chat, the Inspector, and external MCP clients, each gat
- Shipyard. ship what you validated as a standalone MCP server: pick Local Pass tools, proxied external tools and RAG knowledge (a frozen snapshot of chunks and vectors behind a search_ tool) and export a self-contained server bundle - a man
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 6 days ago
- Stars
- 146
- On GitHub
- Licence
- Apache-2.0
- Allows business use
- Downloads for
- 3 systems
- Mac, Windows, Linux
- Latest tag
- v0.2.0-M14
- Released 6 days ago
- Built with
- Java
- 91% of the code
Is it looked after?
- Contributors
- 1
- Last 90 days
- Issues
- 50% closed
- 1 still open
- Pull requests
- 18 merged
- 0 waiting
- Releases
- 10
- 10 in the last year
- Contributing guide (opens in new tab)
- No security policy
- Code of conduct (opens in new tab)
Similar repos
| Repo | Stars | Last commit | Licence | Downloads for |
|---|---|---|---|---|
| AI-QL / tuui | 1,159 | 5 months ago | Apache-2.0 | Mac, Windows, Linux |
More: download files, languages, topics and project record
Download files, v0.2.0-M14
- Mac2 files, 1 downloads
- Windows1 file, 3 downloads
- Linux5 files, 5 downloads
Languages
- Java 91%
- JavaScript 5%
- HTML 4%
- CSS <1%
Topics
- agentic-chat
- ai-agents
- ai-observability
- ai-playground
- mcp
- mcp-client
- mcp-server
- rag
- tool-development
- tool-sandbox
- tool-validation
Project record
- JobMCP servers
- StatusListed
- Commits357
- Forks35
- Watching3
- Stars in 28 days+2
- CreatedDec 10, 2025
- First seen by usNov 7, 2026
- CheckedNov 7, 2026



