Bring Music Discovery
to LangChain
Create your Vinkius account to connect Last.fm to LangChain and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Last.fm MCP Server?
Empower your AI agent to orchestrate your entire music data ecosystem with Last.fm, the world's leading music discovery service. By connecting Last.fm to your agent, you transform complex listening analytics into a natural conversation. Your agent can instantly list your top tracks, audit your favorite artists, and retrieve detailed music metadata without you ever touching a dashboard. Whether you are a dedicated audiophile or a music researcher, your agent acts as a real-time curator, ensuring your musical taste is always quantified and trends are monitored.
What you can do
- Habit Auditing — List recent tracks and query your most-listened artists, albums, and songs across flexible time periods.
- Metadata Oversight — Retrieve detailed information for any artist, album, or track to maintain a deep understanding of your library.
- Discovery Monitoring — Browse top tags and charts to identify global music trends and find new inspiration.
- Engagement Management — List your loved tracks to stay on top of your personal musical highlights.
- Profile Intelligence — Retrieve detailed user metadata and account info to maintain strict organizational control.
How it works
- Subscribe to this server
- Enter your Last.fm API Key
- Start managing your music data through Claude, Cursor, or any MCP-compatible client
Who is this for?
- Music Enthusiasts — monitor listening stats and top charts straight from your workflow.
- Curation Teams — verify if track and artist metadata are correctly identified and categorized.
- Research Analysts — perform rapid audits of music trends and user habits without manual dashboard logins.
- Operations Leads — automate music querying to orchestrate cross-functional creative teams smoothly.
Built-in capabilities (10)
Get metadata for an album
Get metadata for an artist
Get the loved tracks for a user
Get the recent tracks listened to by a user
Get the top albums for a user
Get the top artists for a user
fm based on the provided unique identifier or parameters. Get the top tags on Last.fm
Get the top tracks for a user
Get metadata for a track
fm user. Get information about a Last.fm user
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Last.fm through native MCP adapters. Connect 10 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.
- —
The largest ecosystem of integrations, chains, and agents. combine Last.fm 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 Last.fm queries for multi-turn workflows
Last.fm in LangChain
Why run Last.fm with Vinkius?
The Last.fm connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Last.fm using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Last.fm and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Last.fm to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Last.fm for LangChain
Every request between LangChain and Last.fm is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How do I find my Last.fm API Key?
Go to the Last.fm API account page, create an API account, and you will find your API Key there. Copy and paste it into the field below.
Can the agent check my top artists for a specific period?
Yes. Use the get_top_artists tool providing your username and the desired period (e.g., 'overall', '7day', '1month'). Your agent will return your most-listened artists instantly.
Is it possible to retrieve metadata for a specific track via the agent?
Yes. The get_track_info tool allows your agent to fetch complete metadata for any song by providing the artist and track names, including album and listener counts.
How does LangChain connect to MCP servers?
Use 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?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
Explore More MCP Servers
View all →
Click2Mail
8 toolsManage physical mail and printing via Click2Mail — track jobs, monitor credit balance, and submit mailings directly from any AI agent.
Customer.io
12 toolsSend behavior-driven emails, push notifications, and in-app messages triggered by what your users actually do in your product.
JustCall
12 toolsMake and receive business calls from any device with a cloud phone system that logs every interaction in your CRM automatically.
PostHog Alternative
13 toolsManage product analytics and feature flags via PostHog — query events, inspect cohorts, toggle flags and create annotations from any AI agent.