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FastGPT MCP Server for AutoGen 12 tools — connect in under 2 minutes

Built by Vinkius GDPR 12 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add FastGPT as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

Vinkius supports streamable HTTP and SSE.

python
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="fastgpt_agent",
            tools=tools,
            system_message=(
                "You help users with FastGPT. "
                "12 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())
FastGPT
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* 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 FastGPT MCP Server

Connect your AI workflows to FastGPT, the powerful open-source platform for building knowledge-based AI applications. This MCP provides 12 tools for full lifecycle management of datasets, apps, and RAG (Retrieval-Augmented Generation) pipelines.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use FastGPT tools. Connect 12 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

  • Dataset Orchestration — Create, list, and manage knowledge base datasets with granular control over configurations
  • Document Ingestion — Push text content or chunks directly to datasets for automatic indexing and vectorization
  • Semantic Search — Run advanced semantic queries against your knowledge bases to test relevance and RAG quality
  • Application Management — List and inspect AI applications to monitor their configurations and linked datasets
  • OpenAI-Compatible Chat — Trigger RAG-powered chat completions with full context, session tracking, and intermediate step visibility

The FastGPT MCP Server exposes 12 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 FastGPT to AutoGen via MCP

Follow these steps to integrate the FastGPT MCP Server with AutoGen.

01

Install AutoGen

Run pip install "autogen-ext[mcp]"

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

03

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

04

Explore tools

The workbench discovers 12 tools from FastGPT automatically

Why Use AutoGen with the FastGPT MCP Server

AutoGen provides unique advantages when paired with FastGPT through the Model Context Protocol.

01

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use FastGPT tools to solve complex tasks

02

Role-based architecture lets you assign FastGPT tool access to specific agents. a data analyst queries while a reviewer validates

03

Human-in-the-loop support: agents can pause for human approval before executing sensitive FastGPT tool calls

04

Code execution sandbox: AutoGen agents can write and run code that processes FastGPT tool responses in an isolated environment

FastGPT + AutoGen Use Cases

Practical scenarios where AutoGen combined with the FastGPT MCP Server delivers measurable value.

01

Collaborative analysis: one agent queries FastGPT while another validates results and a third generates the final report

02

Automated review pipelines: a researcher agent fetches data from FastGPT, a critic agent evaluates quality, and a writer produces the output

03

Interactive planning: agents negotiate task allocation using FastGPT data to make informed decisions about resource distribution

04

Code generation with live data: an AutoGen coder agent writes scripts that process FastGPT responses in a sandboxed execution environment

FastGPT MCP Tools for AutoGen (12)

These 12 tools become available when you connect FastGPT to AutoGen via MCP:

01

chat_completions

Supports chatId for context tracking, streaming, and detailed intermediate steps. Send a message to a FastGPT application

02

create_dataset

Create a new dataset (knowledge base)

03

delete_dataset_data

Delete specific data from a dataset

04

get_app_detail

Get details for a specific AI application

05

get_dataset_detail

Get details for a specific dataset

06

get_embeddings

Useful for semantic search outside of FastGPT. Generate text embeddings

07

list_apps

List AI applications

08

list_dataset_data

List data items in a dataset

09

list_datasets

Can filter by parentId or search keyword. List knowledge base datasets

10

push_dataset_data

Add or update data in a dataset

11

search_dataset_data

Perform semantic search on a dataset

12

update_dataset_data

Update existing data in a dataset

Example Prompts for FastGPT in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with FastGPT immediately.

01

"List all my AI applications in FastGPT."

02

"Search dataset 'ds_123' for 'company refund policy'."

03

"Create a new dataset named 'Internal Documentation'."

Troubleshooting FastGPT MCP Server with AutoGen

Common issues when connecting FastGPT to AutoGen through the Vinkius, and how to resolve them.

01

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

FastGPT + AutoGen FAQ

Common questions about integrating FastGPT MCP Server with AutoGen.

01

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call FastGPT tools during their conversation turns.
02

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.
03

Does AutoGen support human approval for tool calls?

Yes. Configure human-in-the-loop mode so agents pause and request approval before executing sensitive MCP tool calls.

Connect FastGPT to AutoGen

Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.