Report card

Do AI agents pick Unleash?

How often agents choose Unleash when a developer needs feature flags — measured across Claude, GPT, Gemini.

Unleash

#2 of 5 feature flags
4%Pick Rate
95% CI 2%8%

When developers ask an AI agent for feature flags, Unleash is picked 4% of the time — ranking #2 of 5 measured across Claude, GPT, Gemini.

Picked 4% Named, not picked 38% Never surfaced 57%

Beaten by LaunchDarkly (27%).

Awareness

0 docs in FineWeb (10BT sample) · 128 URLs in Common Crawl

In the raw web crawl, but thin in the filtered corpus models actually train on — an awareness gap at the source.

Agent readiness

Level 1 · Basic Web Presence · 3/16 agent standards

Unleash is missing Link headers, DNS-AID records, Markdown for agents, Content Signals. Readiness is what a site publishes for agents, not whether agents pick it — across our corpus the two barely correlate. Scored by Cloudflare's Agent Readiness score.

AdoptionDid the pick convert to installs? Public Adoption = npm downloads of your packages. The proof half of the funnel.

4.3M installs / month ▲ 1% MoM

Installs are roughly flat month over month.

Get the full report

The per-model and per-surface breakdown for Unleash — where it wins, where it loses, and to whom — plus an alert when the Pick Rate moves.

About Unleash

Open-source feature management platform for controlling feature rollouts and experiments.

Unleash is a feature flag management platform that lets teams enable, disable, and gradually roll out features without redeploying code. It supports targeting specific users or contexts and running multivariate experiments through variants. It is available as open-source software or as a hosted enterprise product.

Where to start

Install the Node.js SDK, connect it to your Unleash instance with an API URL and backend token, then call isEnabled() or getVariant() to evaluate flags in your application.

Install

Links and summary verified from public sources.

The rest of the Feature Flags ranking

← Full Feature Flags leaderboard · How this is measured

Unleash — do AI agents pick it? · Pickrate