Nuclino MCP Server for AutoGen 12 tools — connect in under 2 minutes
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Nuclino 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="nuclino_agent",
tools=tools,
system_message=(
"You help users with Nuclino. "
"12 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 Nuclino MCP Server
Connect your Nuclino account to your AI agent and seamlessly interact with your company's unified workspace for knowledge, docs, and projects.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Nuclino 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
- Teams & Workspaces — Rapidly list all teams you are part of, and enumerate the nested workspaces and collections to understand your organization's hierarchy.
- Search & Query — Perform global fuzzy searches using
search_itemsto track down specific documents, notes, or project pages across the entire knowledge base. - Read Items & Files — Read the exact content configuration of any item (document) via
get_item, and list attachments or files uploaded to the platform. - Record Creation — Instantly create new items natively inside your workspace using natural language.
- Telemetrics — Enumerate members and structural fields within your Nuclino domain to keep the agent aware of context and owners.
The Nuclino 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 Nuclino to AutoGen via MCP
Follow these steps to integrate the Nuclino 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 12 tools from Nuclino automatically
Why Use AutoGen with the Nuclino MCP Server
AutoGen provides unique advantages when paired with Nuclino through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Nuclino tools to solve complex tasks
Role-based architecture lets you assign Nuclino 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 Nuclino tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Nuclino tool responses in an isolated environment
Nuclino + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Nuclino MCP Server delivers measurable value.
Collaborative analysis: one agent queries Nuclino while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Nuclino, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Nuclino data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Nuclino responses in a sandboxed execution environment
Nuclino MCP Tools for AutoGen (12)
These 12 tools become available when you connect Nuclino to AutoGen via MCP:
create_item
Triggers real-time replication creating permanent Wiki documentation. Write a brand new knowledge Item / Page into a Workspace
delete_item
Always confirm with the user heavily before destroying knowledge. Irreversibly delete a structural Nuclino Item
get_item
Retrieve the exact Markdown payload and configuration of an Item
list_collections
Used to trace the document relationship graph paths visually within a target Workspace. List Collections (grouping directories) segmenting a Workspace
list_fields
Used to understand standard taxonomy dimensions applicable against Items. Map customizable structured property fields globally binding a Team
list_files
Exposes pure URL bindings mapping binary data records back to object storage. List physical attachments explicitly bolted onto an Item
list_items
Used to enumerate top-level document UUIDs, titles, and creation metadata natively spanning a specific Workspace layer. List all standard knowledge items (pages) in a Workspace
list_teams
Use this as the entry point to discover available root organizational unit IDs traversing down into workspaces. List all organizational Teams the authenticated user belongs to
list_users
Enumerate human identities attached globally onto a Team
list_workspaces
Returns internal workspace UUIDs essential for scoping later item queries. List all isolated Workspaces mapped within a specific Team
search_items
Use to uncover unknown UUIDs. Execute an indexed semantic search globally across a Team
update_item
Alters the sync tree immediately appending new wiki edits. Overwrite active partial Markdown states inside a listed Item
Example Prompts for Nuclino in AutoGen
Ready-to-use prompts you can give your AutoGen agent to start working with Nuclino immediately.
"Search Nuclino for any documentation mentioning 'SSO Security Policies'."
"Create an item titled 'Project X Architecture Brief' in the Engineering workspace."
"List all teams connected to this authentication token."
Troubleshooting Nuclino MCP Server with AutoGen
Common issues when connecting Nuclino to AutoGen through the Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Nuclino + AutoGen FAQ
Common questions about integrating Nuclino 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?
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Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Nuclino to AutoGen
Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.