Agent visibility is the next distribution layer.
The future traffic to APIs, SDKs, docs, CLIs, MCP servers, and developer tools will increasingly come from agents acting on behalf of humans.
And because agent behavior is still heavily shaped by human workflows and developer ecosystems, human experience today gives a strong signal for what agent experience evolves into tomorrow.
If agents can’t properly experience, interpret, and use your product through the internet, your distribution slowly collapses.
Every tech company will eventually need to start optimizing for Agent Experience (AX).
For consumer products, that may look like:
CX <-> AX
UX <-> AX
For developer tools, it becomes:
DX (Developer Experience) <-> AX (Agent Experience)
What we’re building at @TryMorphiq helps shape that relationship.
We help companies make their dev tools more discoverable, understandable, and usable for the next generation of coding agents.
Today we are launching Skills Affinity Index.
It measures which skill provider coding AI agents naturally reach for when doing developer task.
- Feature planning.
- Implementation.
- Code review.
- Debugging.
- QA & testing.
- Memory & context.
A few early findings:
1. @garrytan GStack leads overall at 30.4% affinity.
2. @AnthropicAI Claude Code follows at 25.1%.
3. Superpowers comes third at 21.1%.
Introducing Morphiq Affinity Bench
The first agent adoption benchmark for developer tools.
For years, developer-tool distribution was built around humans
At @TryMorphiq We ask the next question:
When agents code, what tools do they choose?
Morphiq Affinity Bench is now live.