economic-incentive-misalignment-detector

# The Marketplace Is Not Broken. The Incentives Are.

> Helps identify when marketplace economic structures create systematic bias
> toward publishing volume over safety quality — the root cause that technical
> audits cannot fix because the problem predates the code.

## Problem

Technical audits catch bad code. They do not catch bad incentives. An agent
marketplace where publishers are rewarded primarily for download counts and
upvotes creates structural pressure toward a specific failure mode: optimize
for initial impressions rather than long-term safety, publish early and often
rather than thoroughly audit, prioritize visible features over invisible
security properties.

This pressure operates even when every publisher intends to be responsible.
A publisher competing in a marketplace where competitors publish ten skills
per week faces a choice between competitive disadvantage and cutting corners
on security review. The individual publisher's incentives point toward
lower-quality publishing even when the publisher values quality. The
incentive misalignment is systemic, not individual.

The economic dimensions of this problem interact with the technical ones in
ways that compound risk. Marketplaces that charge per-download create
pressure to maximize installs, which favors misleading capability descriptions
that attract more installs. Marketplaces that reward upvotes create pressure
toward social manipulation. Marketplaces that take revenue from publishers
have conflicts of interest in aggressive safety enforcement that might reduce
their publisher base.

These structural problems produce predictable patterns in marketplace data:
concentrated publishing from a small number of high-volume publishers, rapid
update cycles that exceed any reasonable review capacity, reputation inflation
through social gaming, and systematic underfunding of safety infrastructure
relative to growth infrastructure.

## What This Analyzes

This analyz...