Know which developers
are drifting before they disappear.
Voxlink reads GitHub, Slack, and Discord signals to score community health and surface at-risk contributors — built for DevRel teams managing 50k+ member ecosystems.
Signals ingested from
DevRel teams fly blind on community health.
Without cross-platform signal correlation, your most valuable contributors can quietly slip away before anyone notices.
Sample contributor view — illustrative only
Three steps to community clarity
From zero data to actionable contributor intelligence in under fifteen minutes.
Connect your platforms
Authorize GitHub OAuth, install the Slack bot, and connect your Discord server. Voxlink begins ingesting signals immediately — average setup time is 15 minutes. No engineering resources required.
- GitHub, Slack, Discord, npm in one click
- No engineering setup — OAuth + bot install
- Historical data backfill on connect
Voxlink scores every contributor
AI models analyze 12 engagement signals per contributor and assign a health score from 0 to 100 — updated daily. Scores reflect commit cadence, PR engagement, message frequency, sentiment patterns, and more.
- 12 behavioral signals per contributor
- Cross-platform identity resolution
- Score trends updated every 24 hours
Act on insights
Voxlink surfaces at-risk contributors with suggested outreach playbooks, sends trend alerts via Slack or email, and delivers weekly ecosystem health reports to your entire DevRel team.
- Slack/email alerts when contributors drift
- Suggested outreach playbooks per alert
- Weekly digest sent to your whole team
From raw signals to actionable contributor intelligence
Six capabilities that cover the DevRel workflow from ingest to outreach — built around how community health work actually gets done, not how dashboards look in a demo.
Contributor Health Scores
Behavioral scoring model combining 12 engagement signals — commit cadence, PR review rate, message frequency, sentiment — into a single 0–100 health score, refreshed every 24 hours.
At-Risk Alerts
Surface contributors approaching the 60-day inactivity cliff before they reach it. Get alerts while there's still time to re-engage.
GitHub Signal Layer
Commit cadence, PR review rate, issue engagement, and star patterns — the deep GitHub signals that reveal contributor commitment.
Community Pulse
Slack and Discord message sentiment and frequency analysis. Understand tone and engagement beyond just message counts.
Champion Identification
Identify contributors whose health scores are trending upward before they self-identify as champions. Earlier recognition means stronger advocacy relationships.
Ecosystem Health Reports
Weekly digest delivered to your team — community trend summary, top movers, at-risk list, and champion highlights in one email.
Built for DevRel — designed for scale
We had a champion go cold for three months before anyone on the team noticed. Voxlink surfaced the signal at week two. That's the kind of early warning we'd been looking for across all our tooling — and never found.
The GitHub signal correlation is what finally closed the argument about whether our contributors on Discord were also the ones going quiet on GitHub. Turns out: yes. That cross-platform view changed how we prioritize outreach.
I used to spend three hours every Friday pulling Slack data, GitHub data, and Discord data into a spreadsheet just to answer basic questions. That's gone now. The weekly digest shows up Monday morning and contains exactly what I need.
Voxlink connects to your existing developer ecosystem
No ripping out your current stack. Voxlink layers intelligence on top of the tools your community already uses.
Your contributors are signaling.
Are you listening?
We're onboarding DevRel teams on a rolling basis. Setup takes 15 minutes and your first contributor health scores are ready within 24 hours.