Fix your product tracking — AI does the heavy lifting
Product Tracking Skills is an open-source AI suite that audits your tracking, designs a plan, generates real instrumentation code, and maintains coverage as your product ships.
The Problem
Engineering owns tracking, but nobody owns the plan. Your analytics tools work fine — the tracking code feeding them doesn't. Events are inconsistent, incomplete, or decayed. New features ship without instrumentation because there's never time.
- — “Nobody knows what's actually tracked — naming is inconsistent and events are scattered everywhere”
- — “New features ship without tracking because instrumentation is always last priority”
- — “We pay for Segment and Amplitude, but the data going in is unreliable”
How Accoil Helps
Audit — discover what's actually tracked
PTS scans your codebase and maps every event, property, and gap. You see current state clearly — inconsistencies, dead events, missing coverage — before changing anything.
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Design — an opinionated tracking plan
Based on the audit, PTS generates a structured plan with consistent naming, typed properties, and a clear delta from current state. Best practices built in.
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Generate — real instrumentation code
PTS produces typed, SDK-specific wrapper functions for your stack. Not pseudocode. 25+ platforms supported across web, mobile, and backend.
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Maintain — tracking watchdog
The watchdog monitors coverage as features ship, flagging gaps before they reach production. Tracking stops decaying silently.
Learn about Product Tracking Skills→What It Looks Like
Before
- 14 events scattered across 8 files, three different naming conventions
- 5 dead events referencing redesigned components
- New collaboration feature shipped with zero tracking
- Product asks "who uses shared workspaces?" — answer is "we don't know"
After
- Full audit in one session — all events mapped, gaps identified
- 22-event plan with consistent naming and typed properties
- Generated wrapper functions for the team's stack, shipped as a single PR
- Watchdog catches a coverage gap two sprints later during code review
Key capabilities for engineering
Codebase audit
AI scans your code and shows exactly what's tracked today
Tracking plan design
Opinionated plan with proper events, properties, and B2B entity hierarchy
Code generation
Typed, SDK-specific instrumentation code for 25+ platforms
Tracking watchdog
Monitors coverage as features ship — flags gaps automatically
Open source, MIT-licensed
Works in Claude Code, Codex, VS Code, Cursor — not locked to Accoil
Start fixing your tracking
- Audit, design, generate, and maintain — in one session
- 25+ platforms, any analytics stack, any AI agent tool
- Open source and MIT-licensed — no cost, no lock-in
Accoil Advisors
Want help designing your tracking plan or configuring engagement scoring?
Learn about Accoil Advisors→