The highest-value MCP servers are usually not generic. They plug Claude Code into the exact surface you are working on: docs/context, browser/UI, database/cache, infra/runtime, observability/security, or research.
docs/context
Context7 for up-to-date framework and library docs inside the coding loop.
browser/UI
Playwright for frontend flow testing, accessibility review, and browser automation.
database/cache
Postgres for schema/index/query review and Redis for cache, TTL, hot-key, and rate-limit analysis.
infra/runtime
Docker and Kubernetes for container, deployment, probe, autoscaling, and runtime inspection. Terraform for infra design review.
observability/security
Grafana and Sentry for latency, alerts, and production errors. Semgrep and Trivy for application and image vulnerability review.
research
Firecrawl for docs extraction and architecture research, plus ArXiv for practical papers on distributed systems and backpressure topics.