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Public story · 2026-07-13 · high
Each instance reportedly uses about 3.75 kilobytes of memory, per Agno's own GitHub page, not third-party benchmarks.
Why now: The claim is surfacing as agent workflows scale to thousands of instances, which is exactly when per-instance overhead stops being trivia and starts being a spec.
Agno says its runtime spins up a new agent in under two microseconds, using about 3.75 kilobytes of memory per instance, according to the project's GitHub page.
That matters once a workflow is running thousands of agents instead of one. Startup time and memory footprint turn into a real cost line, not a rounding error next to which model you picked.
The catch: the numbers come only from Agno's own repo. There's no independent benchmark cited, no load test run by anyone outside the project, and no head-to-head against other agent frameworks doing the same job. Until someone outside Agno reproduces it, this is a single-source claim, not a verified spec.
The framing behind it is worth separating from the number itself. Most agent framework pitches compete on which model wins a benchmark. Agno is arguing the bottleneck moves somewhere else once you're spawning agents by the thousand: the cost of spawning itself becomes the constraint, not model quality.
If nobody outside Agno reproduces that microsecond figure under real load, it's a marketing number, not an architecture advantage. I'd rather see one team running Agno at swarm scale publish their own measurement than take GitHub's word for it.
Each link below shares sources, entities, or timing with this story.
Agno supports MCP / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Agno supports MCP); both cover GitHub, When; reported by the same outlet (github.com).
Agno supports MCP / Shared entity: GitHub / Same source domain / Earlier coverage / Tension
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).
Agno supports MCP / Shared entity: GitHub / Same source domain / Shared topic / What happened next / Tension
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).
Agno supports MCP / Shared entity: Agno / Same source domain / What happened next
Linked by a graph relationship (Agno supports MCP); both cover Agno; reported by the same outlet (github.com).
Agno supports MCP / Shared entity: GitHub / Same source domain / What happened next
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).
Agno supports MCP / Shared entity: GitHub / Same source domain / Earlier coverage
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).
Linked by a graph relationship (Agno supports MCP); both cover GitHub; reported by the same outlet (github.com).