OSS Pulse: repo health signals most teams don't track
PR merge time, bus factor, commit message quality, dependency freshness — signals that tell you if a dependency is healthy before it becomes a problem.
Read →Chester Frazier · Gulfport, MS · b. 1988
Notes from the homelab,
the studio, and the day job.
Debugging stories, architecture notes, and the occasional thing I built because nobody else had. New posts when I have something worth writing down.
Posts
14 on this page · full archive (244)
NightDesk: A complete MSP after-hours voice triage system, built overnight
From a Twilio webhook to a full MSP operations platform: on-call rotation, pre-call briefing, CSAT tracking, shift handoffs, and 1,500+ tests — shipped in autonomous overnight passes.
Read →CostWatch: 25 automated scanners for AWS waste you're already paying for
Most AWS cost tools show you what you spent. CostWatch shows you what to cut — idle ElastiCache clusters, orphaned EBS snapshots, silent CloudWatch alarms, and 22 more waste categories.
Read →NightDesk now knows which customers call back
The new analytics stack in NightDesk — caller history, escalation heatmaps, customer health scores, and shift performance — turns overnight call logs into MSP intelligence.
Read →EverCV reaches 750 signal sources: the long tail of infrastructure, security tooling, and the adapters nobody asked for but everyone needs
EverCV now integrates with 750+ developer tool signal sources — filling in security scanning, observability deep cuts, database operations tooling, and the long tail of build systems that keep real production stacks alive.
Read →EverCV reaches 550 signal sources: AI/ML runtimes, mobile release pipelines, and the tools no one talks about at conferences
EverCV now integrates with 550+ developer tool signal sources — adding AI inference APIs, mobile CI/CD, edge infrastructure, community monitoring, and a category I'd been avoiding: the tools that are everywhere but never mentioned in job postings.
Read →EverCV crosses 400 signal sources: from observability traces to community platforms
EverCV now integrates with 400+ developer tool signal sources — spanning distributed tracing, API gateways, messaging queues, identity providers, video platforms, HR systems, data catalogs, CDN analytics, community platforms, and visual regression testing.
Read →EverCV hits 300 signal sources: the broadest developer-work tracker ever built
EverCV now tracks 300 developer signal sources across email, CMS, e-commerce, feature flags, package registries (7 ecosystems), content publishing, digital products, BI/analytics, ML/AI, security scanning, IoT, and container registries — all with a single day's daily digest.
Read →EverCV reaches 150 signal sources: enterprise CI/CD, mobile builds, E2E testing, secrets management, and more
25 new signal sources added overnight (131-150): PostHog feature flags, Harness, AWS Step Functions, Glue, k6, Contentful, Codefresh, GitGuardian, Neon, Doppler, Stripe events, Vault, LaunchDarkly flags, Sanity, Turso, Firebase App Distribution, Cypress, Ansible, Stytch, and Expo EAS.
Read →EverCV now tracks data engineering work: Airflow DAGs, Airbyte syncs, Dagster pipelines, Amplitude annotations, Metabase dashboards
EverCV just added 5 new signal sources for data engineers and analytics engineers — Airflow, Airbyte, Dagster, Amplitude, and Metabase. Now at 120 total sources.
Read →EverCV now tracks ML engineering work: W&B runs, HuggingFace publishes, LangSmith traces
EverCV just added 5 new signal sources for ML and AI engineers — Weights & Biases, HuggingFace, Semgrep, Spacelift, and LangSmith. Reaching 115 total sources.
Read →EverCV now covers 110 signal sources — including Kubernetes, Helm, dbt, and Octopus Deploy
Eight new integrations target the tools platform engineers, SREs, and data engineers actually use: k8s deployments, Helm chart releases, AWS ECS and CloudFormation, dbt Cloud runs, Prefect flows, SonarQube quality gates, and Octopus Deploy.
Read →The Ticket Is Always in English
Adding Spanish language detection to NightDesk: why the bot speaks Spanish but writes the ticket in English, and why word-frequency heuristics beat an LLM call on the hot path.
Read →NightDesk now supports Syncro and classifies every call by issue type
Two things MSP owners actually want from an after-hours AI: one more PSA option and a morning report that tells them what the calls were about.
Read →