Agent skill

Product Agent

by gustavscirulis in gustavscirulis/snapgrid

Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps.

Custom licenceAuto-check passedMarketing & SEO

Install Product Agent

skills CLI
$ npx skills add gustavscirulis/snapgrid --skill product-agent -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install gustavscirulis/snapgrid product-agent --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/skills/product/product-agent .claude/skills/product-agent && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
product-agent
GitHub stars
116
Used in
1 other repo
Token cost
~2.6k tokens
SKILL.md length
1,014 words
Files
4
Skills in repo
118
Repo updated
First seen
Licence
Custom licence

At a glance

Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps.

  • Works in 9 steps: Quick Idea Validation → Deep Market Analysis → Save for Later → …
  • User asks to discover
  • SKILL.md covers When to Use This Skill, Quick Start, Available Commands and Output Formats, plus 5 more sections
  • Needs ANTHROPIC_API_KEY

What it does

Product Agent is an agent skill from gustavscirulis/snapgrid. Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Use when user asks to discover, validate, assess, scope, or analyze product ideas, market opportunities, or when they mention "product agent", "app idea validation", "should I build this", "MVP", "market analysis", or "ASO".

Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `REFERENCE.md`, `examples/discovery.json` and `examples/usage-patterns.md`).

It sits in Marketing & SEO, covering App store release, Market research and Startup and business strategy. It works with iOS and macOS. The repository describes itself as: SnapGrid is an open-source Mac app for collecting, organizing, and analyzing UI screenshots. It uses AI to automatically detect UI components and patterns, making it a powerful…

When your agent uses it

  • User asks to discover
  • Analyze product ideas
  • Market opportunities
  • They mention product agent

Example prompts

  • “product agent”
  • “app idea validation”
  • “should I build this”
  • “/product-agent”

Requirements

  • A credential in ANTHROPIC_API_KEY
  • Pre-approved tools (allowed-tools): Bash(product-agent:*), Read

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. Quick Idea Validation
  2. Deep Market Analysis
  3. Save for Later
  4. Compare Multiple Ideas
  5. Always Use JSON Format
  6. Provide Context When Available
  7. Read the Recommendation Carefully
  8. Save Important Results
  9. Use Verbose Mode for Debugging

What it can do on your machine

Read from SKILL.md and the folder at commit eb7eaf4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash(product-agent:*)
    • Read

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • ANTHROPIC_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Product Agent loads about 2.6k tokens when it runs. Until then it costs about 89 tokens; SKILL.md has 1,014 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~89
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,014 words (~2,592 tokens).

“Product Agent is an AI-powered CLI tool for iOS/macOS app product development. It uses specialized agents to guide you from idea to launch.”

— opening of SKILL.md by gustavscirulis, Custom licence
name
product-agent
allowed-tools
Bash(product-agent:*), Read

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files in .claude/skills/skills/product/product-agent of gustavscirulis/snapgrid.

  • SKILL.md
  • REFERENCE.md
  • examples/discovery.json
  • examples/usage-patterns.md

Open the folder on GitHubat commit eb7eaf4

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in gustavscirulis/snapgrid, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Product Agent next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Product Agent compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Product Agent this skillgustavscirulis/snapgrid1161 repos~2.6kAutomated safety check: PassCustom licence
Startup Validatorailabs-393/ai-labs-claude-skills4551 repos~2.8kAutomated safety check: PassMIT
Market Researchshawnpang/startup-founder-skills343—~1.9kAutomated safety check: PassMIT
Linkfox Jiimore Get Niche Info By Keywordlinkfox-ai/linkfox-skills1071 repos~3.1kAutomated safety check: PassMIT
App Store Screenshots GeneratorParthJadhav/app-store-screenshots7.2k—~16kAutomated safety check: PassMIT
App Store Preflight Skillstruongduy2611/app-store-preflight-skills1.4k—~1.4kAutomated safety check: PassMIT

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Works with

Questions about Product Agent

What does Product Agent do?

Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps. Product Agent is an agent skill from gustavscirulis/snapgrid. Discover and validate product ideas, analyze markets, scope MVPs, and optimize app store presence for iOS/macOS apps.

When should I use Product Agent?

Product Agent fits situations like: user asks to discover; analyze product ideas; market opportunities; they mention product agent.

How do I install Product Agent in Claude Code?

Run `npx skills add gustavscirulis/snapgrid --skill product-agent -a claude-code`. Or copy the skill folder (.claude/skills/skills/product/product-agent in gustavscirulis/snapgrid) into .claude/skills/product-agent in your project. Claude Code loads it when a task matches its description.

How do I install Product Agent in Codex?

Run `npx skills add gustavscirulis/snapgrid --skill product-agent -a codex`. Or copy the skill folder (.claude/skills/skills/product/product-agent in gustavscirulis/snapgrid) into .agents/skills/product-agent in your project. Codex loads it when a task matches its description.

Can I use Product Agent in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add gustavscirulis/snapgrid --skill product-agent -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/product-agent, .gemini/skills/product-agent, .github/skills/product-agent and .opencode/skills/product-agent in your project.

What does Product Agent need to run?

Going by SKILL.md and its folder, Product Agent needs credentials named ANTHROPIC_API_KEY. Our summary lists: A credential in ANTHROPIC_API_KEY. Its frontmatter pre-approves these tools: Bash(product-agent:*), Read.

Does Product Agent access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Product Agent safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Product Agent use?

Product Agent has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Product Agent use?

About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Product Agent?

Skills that share tags, products or a category with Product Agent: Startup Validator (ailabs-393/ai-labs-claude-skills, 455 stars), Market Research (shawnpang/startup-founder-skills, 343 stars), Linkfox Jiimore Get Niche Info By Keyword (linkfox-ai/linkfox-skills, 107 stars) and App Store Screenshots Generator (ParthJadhav/app-store-screenshots, 7.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Product Agent?

gustavscirulis (a GitHub user) maintains it in gustavscirulis/snapgrid, which has 116 GitHub stars. The repository holds 118 skills in this directory. The repository was last updated on April 30, 2026.

Source: gustavscirulis/snapgrid on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.