Ayuntamiento de Barcelona (CKAN) MCP Server for LangChainGive LangChain instant access to 7 tools to Bcn Current Packages, Bcn Datastore Search, Bcn Datastore Search Sql, and more
LangChain is the leading Python framework for composable LLM applications. Connect Ayuntamiento de Barcelona (CKAN) 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 Ayuntamiento de Barcelona (CKAN) MCP Server for LangChain is a standout in the Data Analytics category — giving your AI agent 7 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({
"ayuntamiento-de-barcelona-ckan": {
"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 Ayuntamiento de Barcelona (CKAN), 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 Ayuntamiento de Barcelona (CKAN) MCP Server
Connect to the Ayuntamiento de Barcelona (Open Data BCN) portal and transform public data into actionable insights through natural conversation. This MCP server leverages the CKAN API to provide real-time access to Barcelona's official data repository.
LangChain's ecosystem of 500+ components combines seamlessly with Ayuntamiento de Barcelona (CKAN) through native MCP adapters. Connect 7 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
- Dataset Discovery — List all available datasets or search for specific topics like transportation, environment, or demographics using
bcn_package_search. - Metadata Inspection — Retrieve detailed metadata for specific datasets and resources to understand data structures and update frequencies.
- Deep Data Querying — Use
bcn_datastore_searchto filter records within CSV resources or execute complexbcn_datastore_search_sqlqueries for precise data extraction. - Resource Management — List all resources associated with a dataset, including download links and format specifications.
The Ayuntamiento de Barcelona (CKAN) MCP Server exposes 7 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 7 Ayuntamiento de Barcelona (CKAN) tools available for LangChain
When LangChain connects to Ayuntamiento de Barcelona (CKAN) through Vinkius, your AI agent gets direct access to every tool listed below — spanning open-data, urban-planning, public-statistics, 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.
Bcn current packages on Ayuntamiento de Barcelona (CKAN)
List datasets including their resources
Bcn datastore search on Ayuntamiento de Barcelona (CKAN)
Search and filter records within a specific CSV resource
Bcn datastore search sql on Ayuntamiento de Barcelona (CKAN)
The table name must be the resource_id wrapped in double quotes. Execute SQL queries directly against a resource
Bcn package list on Ayuntamiento de Barcelona (CKAN)
List all dataset names in the Open Data BCN catalogue
Bcn package search on Ayuntamiento de Barcelona (CKAN)
Search for datasets matching specific criteria
Bcn package show on Ayuntamiento de Barcelona (CKAN)
Get metadata for a specific dataset
Bcn resource show on Ayuntamiento de Barcelona (CKAN)
Get metadata for a specific resource
Connect Ayuntamiento de Barcelona (CKAN) to LangChain via MCP
Follow these steps to wire Ayuntamiento de Barcelona (CKAN) 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 Ayuntamiento de Barcelona (CKAN) MCP Server
LangChain provides unique advantages when paired with Ayuntamiento de Barcelona (CKAN) through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Ayuntamiento de Barcelona (CKAN) 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 Ayuntamiento de Barcelona (CKAN) queries for multi-turn workflows
Ayuntamiento de Barcelona (CKAN) + LangChain Use Cases
Practical scenarios where LangChain combined with the Ayuntamiento de Barcelona (CKAN) MCP Server delivers measurable value.
RAG with live data: combine Ayuntamiento de Barcelona (CKAN) tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Ayuntamiento de Barcelona (CKAN), synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Ayuntamiento de Barcelona (CKAN) tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Ayuntamiento de Barcelona (CKAN) tool call, measure latency, and optimize your agent's performance
Example Prompts for Ayuntamiento de Barcelona (CKAN) in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Ayuntamiento de Barcelona (CKAN) immediately.
"List the first 10 datasets available in the Barcelona Open Data catalogue."
"Search for datasets about 'wifi' in Barcelona and show their descriptions."
"Run a SQL query to get the count of records in resource '2023-accidents-gu-bcn'."
Troubleshooting Ayuntamiento de Barcelona (CKAN) MCP Server with LangChain
Common issues when connecting Ayuntamiento de Barcelona (CKAN) to LangChain through Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersAyuntamiento de Barcelona (CKAN) + LangChain FAQ
Common questions about integrating Ayuntamiento de Barcelona (CKAN) 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 →
Conduit
8 toolsEquip your AI agent to observe data streams, manage integration pipelines, and monitor nodes on the Conduit platform.

Skedda
9 toolsManage your workspace scheduling — create, update, and track bookings for desks, meeting rooms, and special venues directly through AI agents.

Hostfully
10 toolsManage vacation rental properties, leads, and bookings via Hostfully API.

Gumlet
12 toolsOptimize images and stream video with automatic format conversion, lazy loading, and CDN delivery that loads pages faster.
