Crawler Summary

lastfm-mcp answer-first brief

Model Context Protocol server for Last.fm music data integration ๐ŸŽต Last.fm MCP Server $1 $1 $1 $1 $1 $1 A **Model Context Protocol (MCP) server** that provides seamless access to Last.fm listening data and music information via AI assistants like Claude. โœจ Features - ๐ŸŽง **Personal Listening Data**: Recent tracks, top artists, albums, loved tracks - ๐ŸŽต **Music Information**: Detailed track, artist, and album information - ๐Ÿ” **Music Discovery**: Similar artists/tracks, personalize Capability contract not published. No trust telemetry is available yet. 23 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

lastfm-mcp is best for mcp, lastfm, music workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

lastfm-mcp

Model Context Protocol server for Last.fm music data integration ๐ŸŽต Last.fm MCP Server $1 $1 $1 $1 $1 $1 A **Model Context Protocol (MCP) server** that provides seamless access to Last.fm listening data and music information via AI assistants like Claude. โœจ Features - ๐ŸŽง **Personal Listening Data**: Recent tracks, top artists, albums, loved tracks - ๐ŸŽต **Music Information**: Detailed track, artist, and album information - ๐Ÿ” **Music Discovery**: Similar artists/tracks, personalize

MCPself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals23 GitHub stars

Capability contract not published. No trust telemetry is available yet. 23 GitHub stars reported by the source. Last updated 2/25/2026.

23 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Rianvdm

Artifacts

0

Benchmarks

0

Last release

0.0.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 23 GitHub stars reported by the source. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/rianvdm/lastfm-mcp.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Rianvdm

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Feb 25, 2026Source linkProvenance
Adoption (1)

Adoption signal

23 GitHub stars

profilemedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

text

https://lastfm-mcp.com/mcp

text

https://lastfm-mcp.com/mcp

bash

claude mcp add --transport http lastfm "https://lastfm-mcp.com/mcp"

json

{
	"mcpServers": {
		"lastfm": {
			"serverUrl": "https://lastfm-mcp.com/mcp"
		}
	}
}

bash

npx @modelcontextprotocol/inspector https://lastfm-mcp.com/mcp

json

{
	"mcpServers": {
		"lastfm": {
			"command": "npx",
			"args": ["-y", "mcp-remote", "https://lastfm-mcp.com/mcp"]
		}
	}
}

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Model Context Protocol server for Last.fm music data integration ๐ŸŽต Last.fm MCP Server $1 $1 $1 $1 $1 $1 A **Model Context Protocol (MCP) server** that provides seamless access to Last.fm listening data and music information via AI assistants like Claude. โœจ Features - ๐ŸŽง **Personal Listening Data**: Recent tracks, top artists, albums, loved tracks - ๐ŸŽต **Music Information**: Detailed track, artist, and album information - ๐Ÿ” **Music Discovery**: Similar artists/tracks, personalize

Full README

๐ŸŽต Last.fm MCP Server

License: MIT TypeScript Cloudflare Workers Last.fm MCP CI

A Model Context Protocol (MCP) server that provides seamless access to Last.fm listening data and music information via AI assistants like Claude.

โœจ Features

  • ๐ŸŽง Personal Listening Data: Recent tracks, top artists, albums, loved tracks
  • ๐ŸŽต Music Information: Detailed track, artist, and album information
  • ๐Ÿ” Music Discovery: Similar artists/tracks, personalized recommendations
  • ๐Ÿ“Š Listening Statistics: Comprehensive stats and listening habits analysis
  • ๐Ÿ” OAuth 2.0 Authentication: Industry-standard auth with session persistence
  • โšก Smart Caching: Intelligent caching with optimized TTLs for performance
  • ๐Ÿ›ก๏ธ Rate Limiting: Built-in rate limiting respecting Last.fm API limits
  • ๐ŸŒ Production Ready: Deployed on Cloudflare Workers with global edge

๐Ÿš€ Quick Start

Claude.ai

  1. Go to Settings โ†’ Integrations โ†’ Add Integration
  2. Enter the MCP server URL:
    https://lastfm-mcp.com/mcp
    
  3. Click Connect - your browser will open to Last.fm
  4. Sign in and authorize the app
  5. Done! Your session persists across conversations.

Claude Desktop

  1. Open Claude Desktop โ†’ Settings โ†’ Integrations
  2. Click Add Integration
  3. Enter the URL:
    https://lastfm-mcp.com/mcp
    
  4. Click Add - authenticate with Last.fm when prompted

Claude Code

claude mcp add --transport http lastfm "https://lastfm-mcp.com/mcp"

When you first use a Last.fm tool, you'll be prompted to authenticate.

Windsurf

Add to your Windsurf MCP config (~/.codeium/windsurf/mcp_config.json):

{
	"mcpServers": {
		"lastfm": {
			"serverUrl": "https://lastfm-mcp.com/mcp"
		}
	}
}

MCP Inspector (Testing)

npx @modelcontextprotocol/inspector https://lastfm-mcp.com/mcp

Other MCP Clients

Continue.dev (VS Code/JetBrains):

{
	"mcpServers": {
		"lastfm": {
			"command": "npx",
			"args": ["-y", "mcp-remote", "https://lastfm-mcp.com/mcp"]
		}
	}
}

Zed Editor:

{
	"context_servers": {
		"lastfm": {
			"command": "npx",
			"args": ["-y", "mcp-remote", "https://lastfm-mcp.com/mcp"]
		}
	}
}

๐Ÿ” Authentication

This server uses OAuth 2.0 for authentication. When you connect from any supported client:

  1. The client detects the 401 response with OAuth metadata
  2. Your browser opens to Last.fm for authentication
  3. After authorizing, tokens are stored and persist across sessions

All major MCP clients (Claude.ai, Claude Desktop, Claude Code, Windsurf) support OAuth.

Note: Public tools (track info, artist info, similar artists, etc.) work without authentication. You only need to sign in to access your personal listening data.

๐Ÿ› ๏ธ Available Tools

๐Ÿ”“ Public Tools (No Authentication Required)

| Tool | Description | | --------------------- | ---------------------------------------- | | get_track_info | Get detailed information about any track | | get_artist_info | Get detailed artist information and bio | | get_album_info | Get album details and track listings | | get_similar_artists | Find artists similar to a given artist | | get_similar_tracks | Find tracks similar to a given track | | ping | Test server connectivity | | server_info | Get server status and capabilities | | lastfm_auth_status | Check your authentication status |

๐Ÿ” Personal Tools (Authentication Required)

| Tool | Description | | --------------------------- | --------------------------------------------------- | | get_recent_tracks | Your recent listening history (supports pagination) | | get_top_artists | Your top artists by time period | | get_top_albums | Your top albums by time period | | get_loved_tracks | Your loved/favorite tracks | | get_user_info | Your Last.fm profile information | | get_listening_stats | Comprehensive listening statistics | | get_music_recommendations | Personalized music recommendations |

๐Ÿ•ฐ๏ธ Temporal Query Tools (Authentication Required)

| Tool | Description | | ------------------------- | ----------------------------------------------------------- | | get_weekly_chart_list | Get available historical time periods for temporal analysis | | get_weekly_artist_chart | Get artist listening data for specific time periods | | get_weekly_track_chart | Get track listening data for specific time periods |

Perfect for questions like:

  • "When did I start listening to Led Zeppelin?"
  • "What was I listening to in March 2023?"
  • "How has my music taste evolved over time?"

๐Ÿ“š MCP Resources

Access Last.fm data via standardized MCP resource URIs:

lastfm://user/{username}/recent          # Recent tracks
lastfm://user/{username}/top-artists     # Top artists
lastfm://user/{username}/top-albums      # Top albums
lastfm://user/{username}/loved           # Loved tracks
lastfm://user/{username}/profile         # User profile
lastfm://track/{artist}/{track}          # Track info
lastfm://artist/{artist}                 # Artist info
lastfm://album/{artist}/{album}          # Album info
lastfm://artist/{artist}/similar         # Similar artists
lastfm://track/{artist}/{track}/similar  # Similar tracks

๐Ÿค– MCP Prompts

Rich AI prompts for music analysis and discovery:

| Prompt | Description | Arguments | | -------------------- | --------------------------------------------- | ------------------------ | | listening_insights | Analyze user's listening habits and patterns | username, period? | | music_discovery | Discover new music based on listening history | username, genre? | | track_analysis | Get detailed analysis of a specific track | artist, track | | album_analysis | Get detailed analysis of a specific album | artist, album | | artist_analysis | Get detailed analysis of a specific artist | artist | | listening_habits | Analyze and summarize user's listening habits | username, timeframe? |

These prompts generate contextual messages that guide AI assistants to provide meaningful music insights using the available Last.fm tools and data.

๐Ÿ—๏ธ Development

Prerequisites

  • Node.js 18+
  • Cloudflare Workers account
  • Last.fm API credentials (Get them here)

Local Setup

  1. Clone and install:

    git clone https://github.com/rianvdm/lastfm-mcp.git
    cd lastfm-mcp
    npm install
    
  2. Configure environment (.dev.vars):

    LASTFM_API_KEY=your_api_key_here
    LASTFM_SHARED_SECRET=your_shared_secret_here
    JWT_SECRET=your_secure_jwt_secret
    
  3. Start development server:

    npm run dev
    
  4. Test with MCP Inspector:

    npx @modelcontextprotocol/inspector http://localhost:8787/mcp
    
  5. Test authentication locally:

    • Visit http://localhost:8787/login to authenticate
    • Use the session ID in your local testing

๐Ÿš€ Deployment

  1. Set production secrets:

    echo "your_api_key" | wrangler secret put LASTFM_API_KEY --env production
    echo "your_shared_secret" | wrangler secret put LASTFM_SHARED_SECRET --env production
    echo "your_jwt_secret" | wrangler secret put JWT_SECRET --env production
    
  2. Deploy:

    npm run deploy:prod
    
  3. Verify deployment:

    curl https://lastfm-mcp.com/
    

๐Ÿ“‹ Example Usage

๐ŸŽต Public Music Data (No Authentication)

Get track information:

curl -X POST https://lastfm-mcp.com/mcp \
  -H "Content-Type: application/json" \
  -d '{
    "jsonrpc": "2.0",
    "id": 1,
    "method": "tools/call",
    "params": {
      "name": "get_track_info",
      "arguments": {
        "artist": "Radiohead",
        "track": "Paranoid Android"
      }
    }
  }'

Find similar artists:

curl -X POST https://lastfm-mcp.com/mcp \
  -H "Content-Type: application/json" \
  -d '{
    "jsonrpc": "2.0",
    "id": 1,
    "method": "tools/call",
    "params": {
      "name": "get_similar_artists",
      "arguments": {
        "artist": "Pink Floyd",
        "limit": 10
      }
    }
  }'

๐Ÿ” Personal Data (Requires Authentication)

For authenticated requests, use the session_id parameter:

curl -X POST "https://lastfm-mcp.com/mcp?session_id=YOUR_SESSION_ID" \
  -H "Content-Type: application/json" \
  -d '{
    "jsonrpc": "2.0",
    "id": 1,
    "method": "tools/call",
    "params": {
      "name": "get_recent_tracks",
      "arguments": {
        "limit": 10
      }
    }
  }'

๐Ÿค– AI Assistant Examples

With Claude or other AI assistants, you can now ask natural language questions like:

  • "When did I start listening to Led Zeppelin?"
  • "What was I obsessed with in summer 2023?"
  • "Show me how my music taste has evolved over the years"
  • "Find artists similar to my current favorites"
  • "What tracks should I check out based on my listening history?"

๐Ÿ—๏ธ Architecture

  • ๐ŸŒ Runtime: Cloudflare Workers (global edge deployment)
  • ๐Ÿ“ก Protocol: Model Context Protocol (MCP) 2024-11-05 / 2025-06-18
  • ๐Ÿ” Authentication: OAuth 2.0 (RFC 9728) + Session ID fallback
  • ๐Ÿ’พ Storage: Cloudflare KV (sessions, OAuth tokens, caching)
  • ๐ŸŽต API: Last.fm Web API v2.0
  • โšก Performance: Smart caching, rate limiting, retry logic

API Endpoints

| Endpoint | Purpose | | ----------------------------------------- | ------------------------------ | | /mcp | MCP JSON-RPC endpoint | | /login | Manual authentication (legacy) | | /authorize | OAuth 2.0 authorization | | /.well-known/oauth-authorization-server | OAuth server metadata | | /.well-known/oauth-protected-resource | OAuth resource metadata |

๐Ÿงช Testing

# Run tests
npm test

# Type checking
npm run typecheck

# Linting
npm run lint

# Build check
npm run build

๐Ÿค Contributing

  1. Fork the repository
  2. Create a feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes (git commit -m 'Add amazing feature')
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

๐Ÿ“ License

MIT License - see LICENSE file for details.

๐Ÿ™ Acknowledgments


๐ŸŽต Built with โค๏ธ for music lovers and AI enthusiasts

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:20:53.834Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "lastfm",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "music",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "scrobbling",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "listening-history",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cloudflare-workers",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:lastfm|supported|profile capability:music|supported|profile capability:scrobbling|supported|profile capability:listening-history|supported|profile capability:cloudflare-workers|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Rianvdm",
    "href": "https://github.com/rianvdm/lastfm-mcp",
    "sourceUrl": "https://github.com/rianvdm/lastfm-mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:15:17.283Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:15:17.283Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "23 GitHub stars",
    "href": "https://github.com/rianvdm/lastfm-mcp",
    "sourceUrl": "https://github.com/rianvdm/lastfm-mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:15:17.283Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rianvdm-lastfm-mcp/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

Sponsored

Ads related to lastfm-mcp and adjacent AI workflows.