Allows interaction with any REST API that provides a Swagger/OpenAPI specification, enabling natural language queries and commands against the API via MCP tools.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Agent-Cortex list my recent orders"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
快速把企业 API 编成私有化 Agent，策略约束下自动执行业务操作。
接上现有的 Swagger/OpenAPI，用自然语言在真实业务 API 上办事。业务逻辑仍在你的系统里；Hubloom 是可私有化的 Agent 服务，生产推荐经 企业后端（BFF） 转发接入（鉴权 / 限流放在后端内部）。流程用 Skill 约束，也可经 Events 事件驱动触发。
完整说明见 在线文档。
环境： Python 3.12+ · uv（推荐）· Redis（必填）· Node.js（仅演示前端）
uv sync
cp config/env.example.yaml config/env.yaml在 config/env.yaml 至少填写 llm.*、redis.url；启用 MCP 时再配 mcp.swagger_url / base_url。
业务 Bearer 由请求传入，不要写进配置文件。
# 产品 API（默认 :8765）
PYTHONPATH=src uv run python main.py
# 演示前端（另开终端）
cd examples/chat/web && npm install && npm run devcurl -s http://127.0.0.1:8765/v1/chat \
-H "Content-Type: application/json" \
-H "X-Session-Id: demo-session" \
-H "X-MCP-Token: your-business-token" \
-d '{"message":"你好，你能做什么？","stream":false,"wait_profile":"interactive"}'Related MCP server: Swagger MCP
This server cannot be deployed
Discover and call 10,000+ production APIs from one MCP server. Pay-per-call billing for AI agents.
Pay-per-use tool marketplace for AI agents. Search, price-check, and call APIs via MCP.
The OpenRouter for tools. One MCP connection gives any AI agent 254 hosted tools, pay per call.
Free public MCP for AI agents — 193 tools, 44 workflows. No API key.
