STEP 1 · INPUT
> how easily can coding agents add
  authentication to a Next.js app?

Morphiq Embed

inputstep 1

01 agent experience question

> how easily can coding agents add
  authentication to a Next.js app?

task runstep 2

[...#............]

a/b teststep 3

recommendationstep 4

Define Experimentinput->task runs->a/b test->recommendationdocs / github readme / blog / provider website

Turn coding agentsinto users.

We simulate and improve how Codex, Claude Code, and Cursor discover, execute, and integrate your developer tool.

Get a Demo Explore Providers

Compare provider task performance

Compare how Tasks that your tool performs against top providers adopted across multiple agent configurations.

View Index

Trace Agent Traffic

See where the developer traffic is coming from, being routed towards and to whom.

Friction per task

86%

Time per task

3.9m

Cost per task

$0.28

Track and Optimize tool performance

Measurements that we track drive the dev adoption include per task Time-to-value, Token-to-value cost, Quality across developer workflows when integrating SDK MCP, CLI and Skills Implementations. Quality is based on the friction identified for a provider relative to competitors.

Isolate provider friction

We guide controlled experiments that uncover friction and isolate provider-specific sources. Friction found through independent simulations that throw agents off is usually not isolated to Provider caused web surfaces and need further analysis to narrow down search and reduce regressions long-term.