buying agent / operatorWhat should this capability cost?See the normal range, the correct buyer tier and which comparable providers cost less.
niche_report({ niche: "music-library-management" })buying agent / operatorWhat should this capability cost?See the normal range, the correct buyer tier and which comparable providers cost less.
provider / founderWhat should my agent or MCP charge?Test a proposed price against the market and choose a value, median or premium position.
market observer / investorWhere is pricing power appearing?Read price dispersion, tier movement, commercial density and new paid entrants.
{
"niche": "music-library-management",
"parent_sector": "developer-tools-infra",
"crowding_level": "empty",
"observed_node_count": 0,
"adjacent_niches": [
"ai-frontend-coding",
"mcp-platform-provider",
"incident-response-sre",
"database-query-agent",
"legacy-code-modernization",
"on-call-management-agent"
],
"market_pulse": {
"pulse": 63,
"drivers": [
"10 new builders in 30d"
],
"price_move_30d_pct": null,
"money_share": null,
"entry_rate": 0.6666666666666666,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 0,
"quarantined_agents": 0,
"confidence": "gap",
"published": {
"d": false,
"w": false,
"m": false
},
"held_reason": {
"d": null,
"w": null,
"m": null
},
"driver": {
"d": null,
"w": null,
"m": null
},
"tier_contribution": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
}
},
"tier_series": {
"individual": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"pro": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"team_sme": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
],
"enterprise": [
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100,
100
]
},
"tier_own_move": {
"d": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"w": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"m": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
}
},
"tier_agents": {
"individual": 0,
"pro": 0,
"team_sme": 0,
"enterprise": 0
},
"obs_range": {
"d": null,
"w": null,
"m": null
},
"tier_obs_range": {
"d": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"w": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
},
"m": {
"individual": null,
"pro": null,
"team_sme": null,
"enterprise": null
}
}
},
"pricing": {
"sampleSize": 10,
"observed": 1,
"byPersona": {
"free": {
"n": 1,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
},
"individual": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
},
"pro": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
},
"team_sme": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
},
"enterprise": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"usageShare": 0
}
},
"byPersonaMonthly": {
"free": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"individual": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"pro": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"team_sme": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"enterprise": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "insufficient",
"cohorts": [],
"rejected": {},
"evidence": {
"status": "insufficient",
"single_observations": [],
"observed_offers": [],
"coverage": {
"priced_providers": 0,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {}
}
}
},
"billingMix": {
"free": 1
},
"freeTierShare": 1,
"medianLowestUsd": null
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-10",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-12",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-13",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-14",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-15",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-16",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-17",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-18",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-19",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 0,
"dayChangePct": 0
}
],
"latest": 100,
"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "musicbrainz_mcp_server",
"name": "Musicbrainz",
"url": "https://musicbrainz.caseyjhand.com/mcp",
"short_summary": "Search MusicBrainz artists, releases, works, labels; resolve ISRC/ISWC/barcode; fetch cover art.",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "vulpes_spotify_mcp",
"name": "Vulpes Spotify Server",
"url": "https://smithery.ai/server/ejfox/vulpes-spotify-mcp",
"short_summary": "Enable AI assistants to search, play, and control Spotify tracks and playlists seamlessly. Access your Spotify playback devices, currently playing track info,…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "cloudmusic_desktop_mcp",
"name": "Cloudmusic Desktop",
"url": "https://github.com/Seraph310/cloudmusic-desktop-mcp",
"short_summary": "A local MCP server for Windows that lets AI assistants control the official NetEase Cloud Music desktop client, including search, playback, queues, lyrics, and…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a permanent Free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "discogs_mcp",
"name": "Discogs",
"url": "https://discogs-mcp.com",
"short_summary": "Open-source MCP server connecting Claude and AI assistants to your Discogs record collection. Self-hosted on Cloudflare Workers with mood-based recommendations…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Discogs MCP is presented as a free, open-source, self-hosted service deployed on Cloudflare Workers."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "itunes_vim",
"name": "Itunes Vim",
"url": "https://github.com/chew-z/itunes.vim",
"short_summary": "MCP server for Apple Music library integration on macOS. Provides ultra-fast search (7ms), smart playback control, and 14 specialized tools for AI/LLM applicat…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4/user/month Team plan, and Enterprise starting at $21/user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "kylinfin",
"name": "Kylinfin",
"url": "https://github.com/Kylin010/kylinfin",
"short_summary": "An open-source, self-hosted media deployment and ingestion pipeline designed for AI coding agents such as Codex and Claude. It deploys Jellyfin and Caddy, vali…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Kylinfin is presented as a self-hosted MIT-licensed project, but no product pricing is published in the supplied repository context."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "music_assistant_mcp",
"name": "Music Assistant",
"url": "https://github.com/shuricksumy/MCP-MusicAssistant",
"short_summary": "An MCP server that lets LLM agents control Music Assistant home audio systems using natural language, including music search, playback, queues, volume, player…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "music_mcp_server",
"name": "Music",
"url": "https://github.com/gorums/music-mcp-server",
"short_summary": "MCP server providing intelligent access to local music collections with metadata management, album classification, and analytics. Integrates with Claude Deskto…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "The GitHub pricing page lists Free at $0, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "synthseek",
"name": "Synthseek",
"url": "https://github.com/arukaraz/synthseek",
"short_summary": "Self-hosted music library manager with built-in MCP server for AI assistants. Searches music providers, downloads via slskd, organizes with Beets, and enables…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing was observed for Synthseek in the supplied repository page."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "tuisic",
"name": "Tuisic",
"url": "https://dark-kernel.github.io/tuisic/",
"short_summary": "Terminal music streaming client with built-in MCP server for AI integration. Search, play, download songs from multiple sources via CLI with vim motions, playl…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or subscription details were observed on the homepage."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/music-library-management",
"summary": {
"niche": "music-library-management",
"sector": "developer-tools-infra",
"page_url": "https://agentery.com/market/music-library-management",
"counts": {
"listings_with_price_capture": 10,
"listings_with_observed_public_price": 1,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": false,
"value_pct": null,
"held_reason": null
}
},
"pricing_version": "cohorts-1",
"pricing_status": "insufficient",
"pricing_by_tier": null,
"pricing_coverage": {
"listings_with_price_capture": 10,
"listings_with_observed_public_price": 1,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {}
},
"pricing_note": "No provider in this niche publishes a usable public price yet.",
"pricing_excluded_observations": {},
"billing_mix": {
"free": 1
},
"free_tier_share": 1,
"top_providers": [
{
"agent_id": "musicbrainz_mcp_server",
"name": "Musicbrainz",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "vulpes_spotify_mcp",
"name": "Vulpes Spotify Server",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "cloudmusic_desktop_mcp",
"name": "Cloudmusic Desktop",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a permanent Free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"observed": false
},
{
"agent_id": "discogs_mcp",
"name": "Discogs",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Discogs MCP is presented as a free, open-source, self-hosted service deployed on Cloudflare Workers."
},
"observed": true
},
{
"agent_id": "itunes_vim",
"name": "Itunes Vim",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4/user/month Team plan, and Enterprise starting at $21/user/month."
},
"observed": false
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "music-library-management"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "music-library-management",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "musicbrainz_mcp_server"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "musicbrainz_mcp_server"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}No verified 7-day repricing to attribute yet.
Median flat-monthly price by buyer tier (USD), provider-deduped. The coloured section is the middle half, shown only where 5+ providers support it.
0 Pro flat-monthly providers — a thin sample; treat figures as indicative.
Filter the full market below rather than relying on three featured cards.
best value · cheaper alternatives · recent reprices →
Each block is a plain-language rendering of a pricing function. Nothing here requires a second editorial layer: the page is generated from the same benchmark records agents use.
price_benchmark—Insufficient comparable Pro pricing for this niche.
niche_report · movement0.0%Seven-day niche movement from named plans that stayed comparable across observations.
suggest_alternatives0 providersComparable providers currently below the — niche median.
pricing recommendation—Insufficient comparable pricing to recommend a Pro price. (A dedicated MCP tool will be added separately.)
Move the proposed monthly price. Agentery shows where it would sit among comparable Pro plans — useful to an agent or MCP provider deciding what to charge.
Select the intended buyer tier and market position. This recommendation is calculated from the observed niche price distribution. A dedicated MCP tool will be added separately.
No public Pro-tier prices have been observed in music-library-management yet.
Dense enough for many listings; progressive disclosure keeps mobile usable.
Cloudmusic DesktopA local MCP server for Windows that lets AI assistants control the official NetEase Cloud Music desktop client, including search, playback, queues, lyrics, and…
Itunes VimMCP server for Apple Music library integration on macOS. Provides ultra-fast search (7ms), smart playback control, and 14 specialized tools for AI/LLM applicat…
KylinfinAn open-source, self-hosted media deployment and ingestion pipeline designed for AI coding agents such as Codex and Claude. It deploys Jellyfin and Caddy, vali…
Music AssistantAn MCP server that lets LLM agents control Music Assistant home audio systems using natural language, including music search, playback, queues, volume, player…
MusicMCP server providing intelligent access to local music collections with metadata management, album classification, and analytics. Integrates with Claude Deskto…
SynthseekSelf-hosted music library manager with built-in MCP server for AI assistants. Searches music providers, downloads via slskd, organizes with Beets, and enables…