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daffy0208 avatar

Product Analyst

daffy0208/ai-dev-standards
193 installs33 stars
Summary

This is a comprehensive framework for measuring what matters in your product. It walks you through choosing a North Star metric, tracking acquisition through retention funnels, calculating LTV:CAC ratios, and running cohort analyses. The segmentation patterns are especially practical, breaking users into power users, casuals, and at-risk groups with specific actions for each. It's opinionated about benchmarks (40%+ DAU/MAU is excellent, sub-20% needs work) and includes real examples from Slack, Airbnb, and others. Best used when you need to instrument analytics properly or diagnose why growth has stalled, not for basic traffic reporting.

Install to Claude Code

npx -y skills add daffy0208/ai-dev-standards --skill product-analyst --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
AI & Agent BuildingProductivity & PlanningSales & Marketing
First SeenJun 3, 2026
View on GitHub

More from daffy0208/ai-dev-standards

All 49 skills →
  • Quality Auditor193
  • Audio Producer189
  • Customer Feedback Analyzer180
  • Usability Tester176
  • Forensic Data Engineer174
  • Voice Interface Builder174
  • Data Engineer171
  • Pricing Strategist170
  • Spatial Developer165
  • Codex Review Workflow156
  • Localization Engineer155
  • Growth Experimenter152
  • Accessibility Engineer
  • API Designer
  • Asset Manager
  • BMAD Method
  • Design System Architect
  • Figma Developer
  • Focus Session Manager
  • Frontend Builder
  • Knowledge Base Manager
  • Knowledge Graph Builder
  • Multi Agent Architect
  • MVP Builder

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daffy0208/ai-dev-standards

Comprehensive quality auditing and evaluation of tools, frameworks, and systems against industry best practices with detailed scoring across 12 critical dimensions
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Simulates a Senior Engineer PR review to teach professional communication and industry naming standards. Use to prepare students for professional engineering environments and code review cultures.
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