Graph anomaly detection
Detect star spikes, coordinated bursts, and follow-star motifs using temporal and bipartite network intelligence.
Trusted by teams who cannot afford noisy metrics
StartBae turns GitHub stargazing into trust intelligence.
StartBae analyzes GH Archive activity and GitHub API signals with graph anomaly detection, cohort forensics, and transparent scoring. Move from vanity growth to investment-grade confidence.
Built for maintainers, security teams, and due diligence investors
Live reputation anomalies
Repository trust score
Trust
91
Spike z-score
4.2
Bot-likelihood
0.18
A premium trust layer for GitHub signals
StartBae combines network science, velocity analytics, and human-readable evidence so your team can act quickly and defend every decision.
Heuristic fraud scoring
Composite score blends entropy, Gini, account age, repo similarity, and velocity for a transparent trust score.
GH Archive + GitHub API
Ingest GH Archive events and enrich with GitHub metadata to isolate inorganic growth in near real-time.
Investigation UI
Pivot by repo, star-event cohort, or actor graph. Export evidence and share a reproducible investigation trail.
How StartBae works
A clear path from raw activity to a score your team can explain in seconds.
- 1
Ingest and enrich
Stream GH Archive star events and enrich with GitHub API data including account age, follower graph, and repository metadata.
- 2
Model anomalies
Compute burstiness, cohort overlap, graph motifs, and velocity deviations to assign per-event and cohort-level risk.
- 3
Investigate and decide
Review actor clusters, timeline anomalies, and evidence exports to share a defensible repository trust score.
Trusted by discerning teams
Early adopters rely on StartBae to distinguish authentic traction from engineered visibility.
"StartBae flagged a coordinated star-campaign within hours. The trust score helped us brief stakeholders with confidence."
"The anomaly graph is the first thing I check during due diligence. It saves days of manual digging."
"Finally a tool that quantifies repo reputation beyond vanity metrics. Our maintainers love the transparency."
Join StartBae early access
Request an invite to evaluate repositories with premium trust intelligence and faster risk narratives.
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- Priority onboarding for maintainers and security teams
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