The Agent ExaminerIndependent Review Authority

Head to head

Modal vs Fly.io Machines

A side-by-side, sourced comparison. Facts come from each vendor’s own materials; scores are our editorial opinion applied by the same rubric to both.

Dimension
Modal

Agent hosting & compute

3.5/5 editorial

Fly.io Machines

Agent hosting & compute

3.7/5 editorial

PricingStarter is $0 base + $30/mo of free compute credits; Team is $250/mo base + $100/mo credits; Enterprise is custom. Usage is per-second (e.g. H100 GPU at $0.001097/s, CPU at $0.0000131/core/s).source ↗Usage-based, billed per second while running (e.g. shared-cpu-1x/256MB roughly $2/mo; performance-1x/2GB roughly $32/mo). Volumes are $0.15/GB-month and egress varies by region. No standing free tier is advertised.source ↗
Hosting modelFully managed, multi-cloud serverless with a proprietary container runtime and scheduler that autoscales from zero to 1000+ GPUs.source ↗Hardware-virtualized micro-VMs on Fly-operated servers across 18 documented regions on six continents.source ↗
Memory & stateDurable primitives — Volumes (a distributed file system persisted across invocations), plus Dicts and Queues. This is infrastructure state, not agent memory.source ↗Durable state via Fly Volumes (persistent block storage) and snapshots; Machines can be persistent or stopped (stopped root filesystem is retained). Machine RAM itself is ephemeral.source ↗
MCP supportPartialsource ↗Nativesource ↗
IntegrationsA Python-native SDK and CLI as the primary interface, plus Sandboxes, Notebooks, web-endpoint deployment, and observability.source ↗A Machines REST API and flyctl CLI, Fly Launch for containerized deploys, and a native fly mcp command surface with client wiring for major editors.source ↗
Model providersNot applicable — pure compute; you bring and run your own models.source ↗Not applicable — pure compute/hosting; commonly used to host MCP servers and AI workloads.source ↗
Open sourceNosource ↗NoUnverified
Developer experience(opinion)5/54/5
Pricing transparency & value(opinion)4/53/5
Scalability(opinion)5/55/5
Memory & state(opinion)3/53/5
Integrations(opinion)2/53/5
MCP nativeness(opinion)2/54/5

The balanced view

Editorial opinion, derived from the scorecard above

Where Modal scores higher

In our rubric, Modal rates ahead on developer experience, pricing transparency & value.

Where Fly.io Machines scores higher

In our rubric, Fly.io Machines rates ahead on integrations, mcp nativeness.

These two serve different needs — read the full dossiers for Modal and Fly.io Machines before deciding. Neither has been hands-on tested by us yet.

Product and company names are trademarks of their respective owners and are used here only to identify the products under discussion.