ap-aesthetics
Rank #78,732glama/ginsonko/ap-aesthetics
Enables local evaluation and revision comparison of how audience attention, curiosity, surprise, understanding, fatigue and mixed emotions evolve through a creative work, based on time-ordered cue annotations rather than automatic media analysis. Also exposes audience-panel weighting, sensitivity checks, dataset inspection, calibration fitting/application and parameter tuning, all computed from supplied objects without external calls.
What you can do with ap-aesthetics
ap-aesthetics is a Model Context Protocol (MCP) server published by ginsonko. It ranks #78,732 of 152,040 active servers on MCP Toplist. ap-aesthetics is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Oct 5, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What ap-aesthetics can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using ap-aesthetics
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 25, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect ap-aesthetics and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Oct 5, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 25, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 25, 2026
- Glama ↗listed since Oct 6, 2026 · still listed
Do you maintain ap-aesthetics? to correct or enrich this profile.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 73,308 of 152,040 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fginsonko%2Fap-aesthetics)<a href="https://mcptoplist.com/server/glama%2Fginsonko%2Fap-aesthetics"><img src="https://mcptoplist.com/badge/glama%2Fginsonko%2Fap-aesthetics.svg" alt="MCP Toplist: #78,732 of 152,040" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains ap-aesthetics?
- ap-aesthetics is maintained by ginsonko, which publishes 1 MCP server tracked on MCP Toplist.
- Is ap-aesthetics listed on the Official MCP Registry?
- ap-aesthetics is not on the Official MCP Registry. It is listed on Glama.
- How many versions does ap-aesthetics have?
- Version information is unavailable for ap-aesthetics: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for ap-aesthetics?
- The source code for ap-aesthetics is hosted at github.com/ginsonko/ap-aesthetics.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.