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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

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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

All files on GitHub (opens in new tab)

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

Type to search.

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