Dribbble MCP Server for LangChainGive LangChain instant access to 15 tools to Create Attachment, Create Job, Create Project, and more
LangChain is the leading Python framework for composable LLM applications. Connect Dribbble through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
Ask AI about this MCP Server for LangChain
The Dribbble MCP Server for LangChain 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 langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"dribbble": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Dribbble, show me what tools are available.",
}]
})
print(response["messages"][-1].content)
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.
LangChain's ecosystem of 500+ components combines seamlessly with Dribbble through native MCP adapters. Connect 15 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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 LangChain 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 LangChain
When LangChain 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 LangChain via MCP
Follow these steps to wire Dribbble into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
Why Use LangChain with the Dribbble MCP Server
LangChain provides unique advantages when paired with Dribbble through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Dribbble MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Dribbble queries for multi-turn workflows
Dribbble + LangChain Use Cases
Practical scenarios where LangChain combined with the Dribbble MCP Server delivers measurable value.
RAG with live data: combine Dribbble tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Dribbble, synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Dribbble tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Dribbble tool call, measure latency, and optimize your agent's performance
Example Prompts for Dribbble in LangChain
Ready-to-use prompts you can give your LangChain 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 LangChain
Common issues when connecting Dribbble to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersDribbble + LangChain FAQ
Common questions about integrating Dribbble MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Explore More MCP Servers
View all →
Onfleet
10 toolsManage last-mile deliveries via Onfleet — create tasks, track drivers, check ETAs, and complete orders directly from any AI agent.

Dada Now / 达达
8 toolsChina's leading local on-demand delivery platform — manage shops, create orders, and track couriers via AI.

CHATFLY
8 toolsManage AI chatbots and knowledge bases via CHATFLY — train bots on custom data and track conversations directly from any AI agent.

Netrows
12 toolsTrack global flights via Netrows Aviation API — search flights, monitor aircraft, check airport data, and access airline schedules from any AI agent.
