Add reference to use V3 API

Signed-off-by: Tushar Goel <tushar.goel.dav@gmail.com>

Author: TG1999

website/blog/vcio-v3-migration-completed/2026-07-06-vcio-v3-migration-completed.md

@@ -8,5 +8,9 @@ hide_table_of_contents: false
 
 # VulnerableCode API Deprecation and V3 Introduction
 
-The AboutCode team has deprecated the V1 and V2 API of VulnerableCode (public.vulnerablecode.io) with the latest release of v40.0.0 https://github.com/aboutcode-org/vulnerablecode/releases/tag/v40.0.0 and https://github.com/aboutcode-org/vulnerablecode/releases/tag/vcio-v1 this is the tag with the last data
-dump of V1 and V2 API format. You can refer to announcement of deprecation blog to understand why V3 format is a more helpful format moving forward. [Blog](../vcio-migration-announcement-aboutcode/2026-01-21-vcio-migration-announcement-aboutcode.md) 
+The AboutCode team has deprecated the V1 and V2 API of VulnerableCode (https://public.vulnerablecode.io) with the latest release of v40.0.0 https://github.com/aboutcode-org/vulnerablecode/releases/tag/v40.0.0 and https://github.com/aboutcode-org/vulnerablecode/releases/tag/vcio-v1 this is the tag with the last data
+dump of V1 and V2 API format.
+
+You can refer to https://public.vulnerablecode.io/api/docs/ and https://vulnerablecode.readthedocs.io/en/latest/api_v3_usage.html to understand the latest V3 API usage.
+
+You can refer to announcement of deprecation blog to understand why V3 format is a more helpful format moving forward. [Blog](../vcio-migration-announcement-aboutcode/2026-01-21-vcio-migration-announcement-aboutcode.md)