Dribbble MCP Server for AutoGenGive AutoGen instant access to 15 tools to Create Attachment, Create Job, Create Project, and more
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Dribbble 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 for AutoGen
The Dribbble MCP Server for AutoGen is a standout in the Productivity category — giving your AI agent 15 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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="dribbble_agent",
tools=tools,
system_message=(
"You help users with Dribbble. "
"15 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 Dribbble MCP Server
Connect your Dribbble account to any AI agent to streamline your creative workflow and portfolio management through natural conversation.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Dribbble tools. Connect 15 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
- Shot Management — List, retrieve, create, update, and delete shots using
list_user_shots,get_shot,create_shot,update_shot, anddelete_shotto keep your portfolio fresh. - Project Organization — Create and manage projects with
create_project,list_projects, andupdate_projectto categorize your creative work effectively. - Profile Insights — Access your authenticated user details, bio, and team associations via
get_user. - Attachments — Add or remove high-resolution attachments for your shots using
create_attachmentanddelete_attachment(requires Pro/Team membership). - Job Tracking — Manage job-related data and updates directly through
create_job,update_job, andget_jobtools.
The Dribbble MCP Server exposes 15 tools through the Vinkius. Connect it to AutoGen in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 15 Dribbble tools available for AutoGen
When AutoGen connects to Dribbble through Vinkius, your AI agent gets direct access to every tool listed below — spanning portfolio-management, creative-workflow, design-showcase, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Create attachment on Dribbble
Requires upload scope and Pro/Team membership. Create an attachment for a shot
Create job on Dribbble
Note: Requires a special token. Contact Dribbble for partnership. Create a job
Create project on Dribbble
Create a new project
Create shot on Dribbble
Requires upload scope. Note: Video shot creation is not supported via API. Create a new shot
Delete attachment on Dribbble
Requires upload scope. Delete an attachment
Delete project on Dribbble
Delete a project
Delete shot on Dribbble
Requires upload scope. Delete a shot
Get job on Dribbble
Note: Requires a special token. Show a job
Get shot on Dribbble
Get a specific shot
Get user on Dribbble
Get the authenticated user
List projects on Dribbble
List projects
List user shots on Dribbble
List the authenticated user’s shots
Update job on Dribbble
Note: Requires a special token. Update a job
Update project on Dribbble
Update a project
Update shot on Dribbble
Requires upload scope. Update an existing shot
Connect Dribbble to AutoGen via MCP
Follow these steps to wire Dribbble into AutoGen. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install AutoGen
pip install "autogen-ext[mcp]"Replace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenIntegrate into workflow
Explore tools
Why Use AutoGen with the Dribbble MCP Server
AutoGen provides unique advantages when paired with Dribbble through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Dribbble tools to solve complex tasks
Role-based architecture lets you assign Dribbble 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 Dribbble tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Dribbble tool responses in an isolated environment
Dribbble + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Dribbble MCP Server delivers measurable value.
Collaborative analysis: one agent queries Dribbble while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Dribbble, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Dribbble data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Dribbble responses in a sandboxed execution environment
Example Prompts for Dribbble in AutoGen
Ready-to-use prompts you can give your AutoGen agent to start working with Dribbble immediately.
"Retrieve my Dribbble profile information."
"List the shots I have currently published."
"Create a new project called 'Brand Identity 2024'."
Troubleshooting Dribbble MCP Server with AutoGen
Common issues when connecting Dribbble to AutoGen through Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Dribbble + AutoGen FAQ
Common questions about integrating Dribbble 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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