
Abhishek contributed to the fingerprintjs/fingerprint-pro-server-api-openapi repository by delivering two targeted API enhancements over a two-month period. He implemented a VPN Relay Detection feature, extending the API schema with a relay property to distinguish between VPN and relay service users, thereby improving fraud prevention logic. In a separate update, he exposed a machine learning score for virtual machines through the API, updating documentation and removing the score from search filters to streamline client usage. His work involved JavaScript, TypeScript, and schema definition, focusing on practical, incremental improvements that enhanced risk scoring and enabled experimental evaluation of virtual machine quality.
March 2026 — fingerprint-pro-server-api-openapi: Delivered API enhancement to expose the virtual machine machine learning score (VM ML score) and updated surrounding documentation and signals governance. Implemented exposure of VM ML score in the API, updated examples, removed VM score from the VM search filter, and added a beta disclaimer for the experimental signal. These changes enable clients to evaluate VM quality via API and run experiments with the ML score, while clearly communicating the feature's experimental status.
March 2026 — fingerprint-pro-server-api-openapi: Delivered API enhancement to expose the virtual machine machine learning score (VM ML score) and updated surrounding documentation and signals governance. Implemented exposure of VM ML score in the API, updated examples, removed VM score from the VM search filter, and added a beta disclaimer for the experimental signal. These changes enable clients to evaluate VM quality via API and run experiments with the ML score, while clearly communicating the feature's experimental status.
November 2024 monthly summary for fingerprint-pro-server-api-openapi. A single feature was delivered this month focusing on fraud prevention improvements through API schema enhancement. The VPN Relay Detection feature adds a relay property to the VPN Methods schema to indicate whether a request IP address belongs to a relay service provider, enabling the fraud prevention logic to differentiate between VPN users and relay service users.
November 2024 monthly summary for fingerprint-pro-server-api-openapi. A single feature was delivered this month focusing on fraud prevention improvements through API schema enhancement. The VPN Relay Detection feature adds a relay property to the VPN Methods schema to indicate whether a request IP address belongs to a relay service provider, enabling the fraud prevention logic to differentiate between VPN users and relay service users.

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