In October 2025, John Matthews enhanced the SpecterOps/bloodhound-docs repository by consolidating and expanding documentation to improve onboarding and accessibility for BloodHound users. He focused on technical writing and documentation using Markdown, delivering updates that clarified OpenGraph data collector tips, Cypher query usage, and quickstart guidance. John also introduced new integration documentation, including a dedicated Tines section, and expanded coverage for AZRoleApprover and AZRoleEligible edges. His work included updating saved queries for version 8.2.0 and implementing author and company attribution for TaskHound. These contributions provided clearer guidance for data collection, querying, and integration support across the platform.