builder-map

Track GitHub forks and ecosystem momentum by applying weekly monitoring to active builders, third-party repos, and announcements. The builder-map process classifies these signals to surface new players and rank rising activity trends.

Ecosystem builder mapping identifies and categorizes active developers around watched repositories. You need it to surface momentum and trends from forks, third-party repos, and builder announcements on a recurring schedule.

Discover active builders by running a weekly discovery run that uses GitHub CLI for forks and WebSearch for announcements. The process categorizes signals and updates memory topics to maintain a fresh snapshot of ecosystem activity.

Yes, GitHub CLI and WebSearch work together to monitor repository builders. CLI extracts fork data while WebSearch discovers ecosystem announcements, classifying signals to update long-term memory topics for trend analysis.

Builder mapping supports long-term trend analysis through memory-backed logging. It updates memory topics and signal logs continuously, allowing you to track momentum and ecosystem shifts over multiple weekly monitoring cycles.

The best way to score momentum is by ranking discovered signals from forks and builder announcements. Momentum scoring highlights rising activity and notable new players, prioritizing the most active builders within the watched stack.