Agent skill

AI Product

by aiskillstore in aiskillstore/marketplace

Every product will be AI-powered. An agent skill from aiskillstore/marketplace.

No licenceAuto-check passedAI & LLM Engineering

Install AI Product

skills CLI
$ npx skills add aiskillstore/marketplace --skill ai-product -a claude-code

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

GitHub CLI
$ gh skill install aiskillstore/marketplace ai-product --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sickn33/ai-product .claude/skills/ai-product && 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
ai-product
GitHub stars
433
Used in
3 other repos
Token cost
~4.9k tokens
SKILL.md length
2,040 words
Files
2
Skills in repo
1,044
Repo updated
First seen
Licence
None found

At a glance

Every product will be AI-powered. An agent skill from aiskillstore/marketplace.

  • Works in 7 steps: Separate user input → Input sanitization → Output filtering → …
  • Tasks that involve Retrieval-augmented generation
  • SKILL.md covers Principles, Patterns and Sharp Edges
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

AI Product is an agent skill from aiskillstore/marketplace. Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.

Its SKILL.md is about 4.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).

It sits in AI & LLM Engineering, covering Retrieval-augmented generation and Structured output and tool calling. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Tasks that involve Retrieval-augmented generation
  • Tasks that involve Structured output and tool calling

Example prompts

  • “/ai-product”

Workflow steps

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

  1. Separate user input
  2. Input sanitization
  3. Output filtering
  4. Least privilege
  5. Better prompts
  6. RAG
  7. Fine-tuning (last resort)

What it can do on your machine

Read from SKILL.md and the folder at commit 44923f3. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    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 typescript).

    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 no API keys, tokens, secrets or passwords.

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

Context cost

AI Product loads about 4.9k tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 2,040 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~34
When it runs · the whole SKILL.md, loaded when a task matches
~4.9k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 2,040 words (~4,946 tokens).

“Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.”

— opening of SKILL.md by aiskillstore
name
ai-product
risk
safe
source
vibeship-spawner-skills (Apache 2.0)
date_added
2026-02-27

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/sickn33/ai-product of aiskillstore/marketplace.

  • SKILL.md
  • skill-report.json

Open the folder on GitHubat commit 44923f3

Used in 3 other repositories

We found 9 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.

Compare with similar skills

AI Product 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.

AI Product compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
AI Product this skillaiskillstore/marketplace4333 repos~4.9kAutomated safety check: PassNone
Convex Agentswaynesutton/builder-skills406—~2.2kAutomated safety check: PassApache-2.0
Building Agent Systemstelagod/code-abyss244—~691Automated safety check: PassMIT
MLtelagod/code-abyss244—~566Automated safety check: PassMIT
LLM Integrationrohitg00/awesome-claude-code-toolkit2.7k—~1.5kAutomated safety check: PassApache-2.0
Mistral Core Workflow Bjeremylongshore/tons-of-skills-marketplace2.8k—~889Automated safety check: PassMIT

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Questions about AI Product

What does AI Product do?

Every product will be AI-powered. An agent skill from aiskillstore/marketplace. AI Product is an agent skill from aiskillstore/marketplace. Every product will be AI-powered.

When should I use AI Product?

AI Product fits situations like: tasks that involve Retrieval-augmented generation; tasks that involve Structured output and tool calling.

How do I install AI Product in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill ai-product -a claude-code`. Or copy the skill folder (skills/sickn33/ai-product in aiskillstore/marketplace) into .claude/skills/ai-product in your project. Claude Code loads it when a task matches its description.

How do I install AI Product in Codex?

Run `npx skills add aiskillstore/marketplace --skill ai-product -a codex`. Or copy the skill folder (skills/sickn33/ai-product in aiskillstore/marketplace) into .agents/skills/ai-product in your project. Codex loads it when a task matches its description.

Can I use AI Product 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 aiskillstore/marketplace --skill ai-product -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-product, .gemini/skills/ai-product, .github/skills/ai-product and .opencode/skills/ai-product in your project.

What does AI Product need to run?

SKILL.md names no scripts, command-line tools or credentials: AI Product is instructions for the agent only.

Does AI Product 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 AI Product 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 AI Product use?

No licence was found for AI Product or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does AI Product use?

About 4.9k tokens (SKILL.md is roughly 20k 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 AI Product?

Skills that share tags, products or a category with AI Product: Convex Agents (waynesutton/builder-skills, 406 stars), Building Agent Systems (telagod/code-abyss, 244 stars), ML (telagod/code-abyss, 244 stars) and LLM Integration (rohitg00/awesome-claude-code-toolkit, 2.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains AI Product?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 2026.

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