Product Tracking Skills

AI agents making SaaS products data-ready—scan codebase, build tracking plan, generate code

A complete AI-powered workflow for product analytics instrumentation. This plugin adds seven slash-command skills and a background watchdog agent that take you from zero to fully instrumented — scanning your codebase, building a tracking plan, and generating production-ready SDK wrapper code for 25+ analytics platforms including Segment, Amplitude, Mixpanel, PostHog, and more.

The skills follow a structured lifecycle: start with /product-tracking-business-case to generate a stakeholder-ready justification, then /product-tracking-model-product to scan your codebase and map your product's entities and value flows. Run /product-tracking-audit-current-tracking to inventory what's already instrumented, /product-tracking-design-tracking-plan to produce an opinionated tracking plan with explicit deltas, and /product-tracking-generate-implementation-guide for SDK-specific patterns. Finally, /product-tracking-implement-tracking generates typed wrapper functions, identity management, and integration code ready for your codebase.

As your product evolves, use /product-tracking-instrument-new-feature to update your tracking plan when features ship or change. A background tracking watchdog agent monitors your commits and flags gaps in telemetry coverage automatically, keeping your analytics in sync with your product.

How to use: Try prompts like "model this product for tracking", "audit our current analytics", "design a tracking plan for our app", "generate Segment implementation code from our tracking plan", or "what tracking does this new feature need?" All artifacts are stored in a .telemetry/ directory for version control alongside your code.

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Product Tracking Skills | Claude by Anthropic