Apiary MCP Server for AutoGen 10 tools — connect in under 2 minutes
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Apiary as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with McpWorkbench(
server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
transport="streamable_http",
) as workbench:
tools = await workbench.list_tools()
agent = AssistantAgent(
name="apiary_agent",
tools=tools,
system_message=(
"You help users with Apiary. "
"10 tools available."
),
)
print(f"Agent ready with {len(tools)} tools")
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Apiary MCP Server
Connect your Apiary workspace to your AI agent and take full control of your API design, specification, and validation processes through natural conversation.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Apiary tools. Connect 10 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.
What you can do
- Read API Blueprints — Fetch raw Markdown-based API Blueprints or Swagger files defining endpoints, methods, and parameters without leaving your editor
- Publish Documentation — Instantly update your Apiary projects with new markdown code. Mock servers and public documentation sync automatically
- Run Dredd Tests — Validate your backend implementation against the blueprint specifications using integrated tests
- Team Management — Query team API projects, list team members, and manage your engineering ecosystem intuitively
The Apiary MCP Server exposes 10 tools through the Vinkius. Connect it to AutoGen in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Apiary to AutoGen via MCP
Follow these steps to integrate the Apiary MCP Server with AutoGen.
Install AutoGen
Run pip install "autogen-ext[mcp]"
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Integrate into workflow
Use the agent in your AutoGen multi-agent orchestration
Explore tools
The workbench discovers 10 tools from Apiary automatically
Why Use AutoGen with the Apiary MCP Server
AutoGen provides unique advantages when paired with Apiary through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Apiary tools to solve complex tasks
Role-based architecture lets you assign Apiary tool access to specific agents. a data analyst queries while a reviewer validates
Human-in-the-loop support: agents can pause for human approval before executing sensitive Apiary tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Apiary tool responses in an isolated environment
Apiary + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Apiary MCP Server delivers measurable value.
Collaborative analysis: one agent queries Apiary while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Apiary, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Apiary data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Apiary responses in a sandboxed execution environment
Apiary MCP Tools for AutoGen (10)
These 10 tools become available when you connect Apiary to AutoGen via MCP:
get_api
Get the full API Blueprint source code of an Apiary API project
get_doc_url
Get the documentation and mock server URLs for an Apiary API project
get_me
Get the authenticated Apiary user profile
get_team
Get details of a specific Apiary team
list_apis
Apiary is an API design-first platform. List all API projects on Apiary
list_team_apis
List all API projects belonging to a specific Apiary team
list_team_members
List all members of an Apiary team
list_teams
List all teams the authenticated user belongs to on Apiary
publish_blueprint
Use with valid Markdown blueprint/Swagger. Publish (update) the API Blueprint of an Apiary API project
run_tests
Get or run Dredd-style API tests against an Apiary project
Example Prompts for Apiary in AutoGen
Ready-to-use prompts you can give your AutoGen agent to start working with Apiary immediately.
"Get the API Blueprint code for my project named 'payments-gateway'."
"List all team members of the 'frontend-team' in Apiary."
"Update my 'users-api' with this new blueprint code..."
Troubleshooting Apiary MCP Server with AutoGen
Common issues when connecting Apiary to AutoGen through the Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Apiary + AutoGen FAQ
Common questions about integrating Apiary MCP Server with AutoGen.
How does AutoGen connect to MCP servers?
Can different agents have different MCP tool access?
Does AutoGen support human approval for tool calls?
Connect Apiary with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Apiary to AutoGen
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.