product-competitor-analysis

Conduct codebase-grounded competitive analysis of iOS and macOS apps with line-cited evidence.

115|9|Updated Aug 5, 2026
One-click install
npx skills add https://github.com/AtlasOmnia/donna-starter --skill product-competitor-analysis-atlasomnia
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: product-competitor-analysis
Source: https://github.com/AtlasOmnia/donna-starter/tree/main/skills/product-competitor-analysis
Command: npx skills add https://github.com/AtlasOmnia/donna-starter --skill product-competitor-analysis-atlasomnia

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Competitive assessments often rely on marketing claims or memory rather than verifiable facts. This Skill produces competitive analyses where every claim is traceable to concrete local code artifacts, config files, or command output, eliminating unsupported assertions. ## Core Features & Use Cases - Code-First Evidence Collection: Inventories implemented features, provider architectures, state management, and persistence layers directly from source files with line-range citations. - Structured Analysis Framework: Produces fixed-order sections covering feature inventory, target users, differentiators, missing table-stakes, security/distribution blockers, UX risks, and positioning. - Category-Aware Comparison: Distinguishes native host-app integrations from standalone replacements before scoring, avoiding apples-to-oranges feature comparisons. - Use Case: Point it at a local iOS voice-assistant project and ask how it compares to mainstream alternatives; it returns a positioning report citing exact files and line ranges, flagging App Store blockers like permission handling and secrets management. ## Quick Start Analyze this local Xcode project and produce a competitive assessment against mainstream alternatives, citing file paths and line ranges for every claim.

Frequently Asked Questions about product-competitor-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I do a competitive analysis based on my app's source code?

Run this Skill against your local repository. It inventories implemented features, maps user jobs to concrete controls, and produces a positioning report where every claim cites a file path and line range with a confidence level.

How to compare an iOS app to competitors without web research?

The Skill supports conceptual-only benchmarking when external research is disallowed. It compares against mainstream competitor categories without naming specific products or asserting ungrounded feature claims.

What evidence does a code-grounded competitive analysis require?

Each major claim needs a file path, line range, a short observation phrase, and a confidence level of implemented, partial, docs-only, or inferred. The validation checklist requires at least five citations across two feature domains.

Does this work for macOS apps as well as iOS?

Yes, the Skill targets both macOS and iOS platforms. Preflight confirms the target slice and language scope, and it separates platform-specific behavior so desktop and mobile targets are not conflated.

What are the limitations of codebase-only competitive analysis?

It cannot assert market metrics like latency, MAU, or retention without test artifacts, and it avoids inventing competitor feature details from memory. External validation requires explicit user permission.