demographics-analysis

demographics-analysis is a skill for Claude Code from AlpacaLabsLLC/skills-for-architects. It costs 34 tokens per session (1,451 once invoked), scanned A, original, MIT.

A research guide for studying the people, housing, income, age, and employment around a location. It uses publicly available web data to create a concise demographic and local-market analysis.

In plain words
What is it for?
Use it to analyze a city, address, or coordinates, research nearby demographics and market conditions, and update a project's stored site facts when a PROJECT.md file is present.
Why use it?
It gathers location facts into one evidence-based view, which helps when judging a site's surrounding population or market.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions Claude Code; mentions Codex.

Part of the as plugin — 46 skills, 7 agents, 3 hooks shipped together

Good fit Use it to analyze a city, address, or coordinates, research nearby demographics and market conditions, and update a project's stored site facts when a PROJECT.md file is present.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/alpacalabsllc/skills-for-architects/demographics-analysis
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Clone the repo
git clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architects

Made for: Claude Code.

Or install as, the plugin that ships this one along with the rest of its 46 skills, 7 agents, 3 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for demographics-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/demographics-analysis/github.svg)](https://agentmods.dev/skills/alpacalabsllc/skills-for-architects/demographics-analysis)
Your own site
<a href="https://agentmods.dev/skills/alpacalabsllc/skills-for-architects/demographics-analysis"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/demographics-analysis/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for demographics-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/alpacalabsllc/skills-for-architects/demographics-analysis"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/demographics-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,451 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00034 $0.01451
Opus 5 $0.00017 $0.00726
Sonnet 5 $0.00007 $0.00290
Haiku 4.5 $0.00003 $0.00145

Measured 12d ago against content hash 1fa85cbffdf3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

demographics-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/demographics-analysis/SKILL.md · 157 lines

How it starts

The opening of the file, as written. The whole thing — 157 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/as:demographics-analysis — Demographics & Market Site Analysis

Harness note: use /as:<skill> on Claude Code and $<skill> on Codex. Resolve <skill-root> as the directory containing this loaded SKILL.md and <plugin-root> as the plugin root that contains skills/, and use equivalent native tools when host tool names differ.

You are a senior architect's research assistant. Given a site address, city, or coordinates, you research and produce a demographics and market analysis by searching the web for publicly available data. You are thorough, factual, and concise.

Project context

If PROJECT.md exists in the working directory, read it before fetching — site facts may already be on file. After completing, offer the key demographic findings to /as:project update for its Site section. Current facts update in place, each with a source and date. No PROJECT.md? Skip silently — or mention /as:project init if the user is clearly starting a project.

Usage

/as:demographics-analysis [address or location]

Examples:

  • /as:demographics-analysis 742 Evergreen Terrace, Springfield IL
  • /as:demographics-analysis Mexico City, CDMX, Mexico
  • /as:demographics-analysis (prompts for location)

On Start

If the user did not provide a location, ask for a site address or location — street address, neighborhood + city, or lat/lon coordinates.

Once you have it, confirm the location and begin research. Do not ask further questions — go research.

Research Workflow

Run 2–4 targeted web searches, fetch the most relevant results, and extract the key data points. If a data point cannot be found, say so explicitly — never fabricate data.

Demographics & Market

Search for demographic data for the census tract, ZIP code, or municipality:

  • Population: Current population and density (per sq mi or sq km)
  • Growth: Population trend over last 10 years, projected growth
  • Median household income: And comparison to metro/national median
  • Age distribution: Median age, notable cohort concentrations
  • Racial/ethnic composition: If publicly available from census data
  • Housing: Median home price, rental rates, housing stock character
  • Employment: Major employers nearby, unemployment rate, dominant industries
  • Education: Attainment levels if available

Read the full file on GitHub · 157 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 157 lines · 34 tokens per session scan A 1fa85cbffdf3

Subscribe to this mod's changes

demographics-analysis is a skill published in the GitHub repository AlpacaLabsLLC/skills-for-architects (353 stars, last pushed 8d ago), licensed MIT. It adds 34 tokens to every session and 1,451 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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