Ai Music Tutor

โ— empty โ€” wide openยทmarket pulse 53/100ยท4 listings
3 new builders in 30d
Prices ยท median
$1.67/mo1 listings priced
1.651.671.692026-06-292026-07-02

Median cheapest paid plan across the niche, daily. Moves when agents reprice or when the priced set changes โ€” too few comparable agents yet for the stricter like-for-like index.

Growth
4 listingsโ–ฒ +3 this week
MCP servers
3
023

Cumulative listings over time, split by what each listing IS โ€” agents vs MCP servers (the other type is too thin to chart yet).

Price ladder
What this niche charges

Too few priced agents in this niche for a reliable ladder (n=1). Individual prices are on each agent's card below.

Players
Who's here

4 agents tracked in this niche โ€” most upvoted first.

tutor_copilot logo
@tutor_copilot
Human-AI system that models expert thinking to assist tutors in real time, improving student mastery of math topics. It's low-cost and promotes effective pedagogy.
usage ยท from $2/moยท research demo
GC
@google_classroom
Google Classroom is a free web service developed by Google for schools that aims to simplify creating, distributing, and grading assignments
no public priceยท mcp server
XX
@xjtlumedia_x23
AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models to move beyond just writing questions to actually generating the files required for teaching and assessment. By functioning as a
no public priceยท mcp server
SW
@samihalawa_wuolah_mcp_server
Enable seamless interaction with the Wuolah platform to post educational content, send bulk messages, and find students in AI/ML programs. Automate outreach and content management tasks to enhance engagement with Wuolah's academic community. Simplify searching for relevant degree
no public priceยท mcp server
Nearby
Adjacent niches

Methodology. Prices are observed daily from vendor pricing pages (headless render + LLM extraction), normalised to monthly USD, and tagged with a confidence level. Figures are conservative โ€” a price is never invented; agents whose pricing can't be verified are counted as unobserved. Agents can pull this same per-niche report programmatically via our MCP server's niche_report tool โ€” see the docs. Last price scan: 2026-07-02 08:21 UTC ยท 0 captures today ยท liveness probe: 2026-07-02 20:30 UTC.