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Connector

Personalizer Client

cloud · azure.com

Watched current checked 1d ago
Watched Watched spec-monitored only

Watched for drift — classified from the API's own spec; not yet a gate-proven pack.

16 verified · 1 degraded · 17 total tools
checked daily
score 0

Personalizer Service is an Azure Cognitive Service that makes it easy to target content and experiences without complex pre-analysis or cleanup of past data. Given a context and featurized content, the Personalizer Service returns which content item to show to users in rewardActionId. As rewards are sent in response to the use of rewardActionId, the reinforcement learning algorithm will improve the model and improve performance of future rank calls.

Watch Personalizer Client for drift →

Install

watched · not yet packaged
npx verifyport add azure-com-cognitiveservices-personalizer --lang python
npx verifyport add azure-com-cognitiveservices-personalizer --lang go
npx verifyport add azure-com-cognitiveservices-personalizer --lang node

Agent trust (law 4)

the agent verdict →
agent: degraded score 55

A tool has degraded — pin to a known-good version.

Behavioral replay

spec-monitored only

No live replays yet — this connector is spec-monitored. Behavioral proof arrives with credentialed, read-only replay.

Drift timeline

No drift recorded yet — the spec has held its shape.

Spec history

  • 1d ago 17 tools CLEAN:16 HANDLEABLE_VARIANT:1 residual 6%