Server Diagnostics & Analytics Tools · Server Tool · by AuroraLS3
Monitor player activity and server performance over time in a web interface, across servers and proxies.
Paper · Spigot · Velocity · +6MC 26.3 · 26.2
Folia support · Open source · +3
Server Tool
A performance profiler for Minecraft clients, servers and proxies, with shareable reports.
spark is a Minecraft server diagnostics tool for Paper, Spigot, Fabric, Forge, NeoForge and Quilt, listed under Server Diagnostics & Analytics Tools. It lists support for Minecraft 26.3 and 26.2. It is free.
From the source listing
spark samples what a server or client is doing and reports which parts take the most time, including individual plugins and methods, with a report you can open in a browser or share. It runs on Paper, Fabric, Forge, NeoForge and Quilt among others. It is maintained by lucko under the GPL, with documentation on its site.
From the source listing
Same category
Most recently approved first. This is not a recommendation or a ranking.
Server Diagnostics & Analytics Tools · Server Tool · by AuroraLS3
Monitor player activity and server performance over time in a web interface, across servers and proxies.
Paper · Spigot · Velocity · +6MC 26.3 · 26.2
Folia support · Open source · +3
World Management & Pregeneration Tools · Server Tool · by dumptruckman and contributors
The Bukkit world management plugin: create, load and travel between multiple worlds on one server.
Paper · Spigot · Purpur · +1MC 26.3 · 26.2
Open source
World Management & Pregeneration Tools · Server Tool · by pop4959
Pregenerate chunks quickly and efficiently so players do not trigger expensive terrain generation while exploring.
Paper · Spigot · Folia · +5MC 26.3 · 26.2
Folia support · Open source
Guides
Measure first. How to read TPS, profile with spark and change the settings that actually cost the server time.