Creator · AlpacaLabsLLC
Last updated · Sep 4, 2026
Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location.
Creator · AlpacaLabsLLC
Last updated · Sep 4, 2026
Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location.
Creator · AlpacaLabsLLC
Last updated · Sep 4, 2026
Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location.
Creator · AlpacaLabsLLC
Last updated · Sep 4, 2026
Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location.
Sandbox only
Install targets
Codex install prompt
Install the "demographics-analysis" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"alpacalabsllc-demographics-analysis","task":"Install demographics-analysis","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Maintenance
fresh
2d since push
Risk
Needs review
Permission surface may require sandboxing
GitHub quality
342
72/100 Quality · 77/100 Trust
Coverage tags
Review notes
Permission surface may require sandboxing · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
342 GitHub stars
Repo activity
342 stars, 71 forks
Maintenance
2d since push
License
MIT
Install
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Install safety
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisDo not use when
Alternative
1.9K Stars
npx skills add yanliudesign/mono-color-skill --skill mono-color
Alternative
61.0K Stars
npx skills add mvanhorn/last30days-skill -g
Alternative
38.4K Stars
npx skills add Imbad0202/academic-research-skills
Alternative
28.0K Stars
npx skills add assafelovic/gpt-researcher
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
Agent should check
Copy prompt
Task: Use demographics-analysis in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install
Install command: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
LLM text format
/api/skills/alpacalabsllc-demographics-analysis/install?format=text
Find alternatives
/api/skills/search?q=demographics-analysis&limit=3
Agent prompt
Use demographics-analysis for this task. Review https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install, then install with: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/alpacalabsllc-demographics-analysis
LLM text
/api/registry/manifest/alpacalabsllc-demographics-analysis?format=text
Install alias
/api/registry/install/alpacalabsllc-demographics-analysis
Recommend
/api/registry/recommend?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&limit=3
Agent fit
Research agents
Use-case tags
Platforms
Claude Code, OpenAI Agents
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Research agents
Trust label
Prototype first
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO342 GitHub stars
Stars/forks activity
INFO342 stars, 71 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Parse messy files
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Workflow fit
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Scrape, clean, and reuse web data
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills for Claude Code: research → write → review → revise → finalize
Run autonomous deep research over web and local sources
--- name: demographics-analysis description: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. allowed-tools: - WebSearch - WebFetch - Write - Edit - Read - Bash ---
# /as:demographics-analysis — Demographics & Market Site Analysis
<!-- architecture-studio:harness-compatibility --> > 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
## Output Format
Write the analysis to a markdown file at `./demographics-analysis-[location-slug].md`.
```markdown # Demographics Analysis — [Full Address or Location Name]
> **Date:** [YYYY-MM-DD] | **Coordinates:** [lat, lon]
## Key Metrics
| Metric | Value | |--------|-------| | Population | [count] | | Population density | [per sq mi] | | Median HH income | [amount] | | Median home price | [amount] | | Median age | [years] |
---
## Population
### Current Population [Population, density, geographic scope (ZIP, census tract, neighborhood)]
### Growth Trends [10-year trend, projected growth]
## Income & Employment
### Household Income [Median income, comparison to metro/national]
### Employment [Major employers, dominant industries, unemployment rate]
## Age & Composition
### Age Distribution [Median age, cohort breakdown]
### Racial/Ethnic Composition [Census data if available]
## Housing Market
### Home Sales [Median price, trends, property types]
### Rental Market [Average rent, vacancy, demand drivers]
---
## Sources
- [Numbered list of URLs and sources consulted]
## Gaps & Caveats
- [List anything that could not be verified or found] - [Flag data vintage (ACS year, Census year)] - [Note geographic boundary differences between sources] ```
## Preferred Sources
Only use governmental, university, or non-profit data sources. Never cite commercial websites (e.g., Zillow, Redfin, RentCafe, Niche, Point2Homes, Neighborhood Scout).
| Source | URL | Data | |--------|-----|------| | US Census Bureau | data.census.gov | Population, income, age, race, housing — Decennial Census and ACS | | Census QuickFacts | census.gov/quickfacts | Summary demographics by place, county, ZIP | | BLS Local Area Unemployment | bls.gov/lau/ | Unemployment rates by county/metro | | BLS Occupational Employment | bls.gov/oes/ | Employment by industry and occupation | | HUD User | huduser.gov | Fair market rents, housing affordability, CHAS data | | NYU Furman Center | furmancenter.org | NYC neighborhood-level housing and demographic profiles | | NYC Open Data | data.cityofnewyork.us | NYC-specific datasets (housing, permits, demographics) | | FRED (St. Louis Fed) | fred.stlouisfed.org | Median income, home prices, economic indicators by metro | | National Center for Education Statistics | nces.ed.gov | Educational attainment by geography | | CDC PLACES | cdc.gov/places/ | Health and socioeconomic indicators by census tract |
### International | Source | URL | Data | |--------|-----|------| | World Bank Open Data | data.worldbank.org | Country-level demographics, economics | | UN Data | data.un.org | Population, urbanization, development indicators | | National statistics agencies | Varies | Each country's census/statistics bureau |
## Guidelines
- **Be factual.** Every claim should come from a search result. If you cannot find data, say "Not found in public sources" rather than guessing. - **Cite sources.** Include URLs in the Sources section for every page you pulled data from. - **Only use governmental, university, or non-profit sources.** Do not cite commercial real estate platforms, ad-supported aggregators, or crowd-sourced neighborhood sites. - **Be concise.** Use tables for quantitative data, bullet points for lists. No filler. - **Note data vintage.** Always state the year/source of demographic data (e.g., "2020 Census" or "ACS 2019-2023"). - **Compare to benchmarks.** Always compare income, prices, and growth to metro and national figures. - **Use local units.** Imperial for US sites, metric for international sites. Include conversions in parentheses when useful. - **Ask once, then work.** After confirming the location, do all the research without interrupting the user. Present the finished brief.
Source provenance
Decision snapshot
recent repository activity
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for demographics-analysis, ready for a manual X post.
demographics-analysis: Research population, income, age, housing, and employment around a site. Use for census, demo... 342 stars https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x
Listing + install path for demographics-analysis: https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x Install: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to AlpacaLabsLLC but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis/audit)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)AlpacaLabsLLC
@alpacalabsllc
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
mono-color
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1.9K StarsLast30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
61.0K StarsAcademic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
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Run autonomous deep research over web and local sources
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Install targets
Codex install prompt
Install the "demographics-analysis" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"alpacalabsllc-demographics-analysis","task":"Install demographics-analysis","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Maintenance
fresh
2d since push
Risk
Needs review
Permission surface may require sandboxing
GitHub quality
342
72/100 Quality · 77/100 Trust
Coverage tags
Review notes
Permission surface may require sandboxing · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
342 GitHub stars
Repo activity
342 stars, 71 forks
Maintenance
2d since push
License
MIT
Install
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Install safety
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisDo not use when
Alternative
1.9K Stars
npx skills add yanliudesign/mono-color-skill --skill mono-color
Alternative
61.0K Stars
npx skills add mvanhorn/last30days-skill -g
Alternative
38.4K Stars
npx skills add Imbad0202/academic-research-skills
Alternative
28.0K Stars
npx skills add assafelovic/gpt-researcher
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
Agent should check
Copy prompt
Task: Use demographics-analysis in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install
Install command: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
LLM text format
/api/skills/alpacalabsllc-demographics-analysis/install?format=text
Find alternatives
/api/skills/search?q=demographics-analysis&limit=3
Agent prompt
Use demographics-analysis for this task. Review https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install, then install with: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/alpacalabsllc-demographics-analysis
LLM text
/api/registry/manifest/alpacalabsllc-demographics-analysis?format=text
Install alias
/api/registry/install/alpacalabsllc-demographics-analysis
Recommend
/api/registry/recommend?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&limit=3
Agent fit
Research agents
Use-case tags
Platforms
Claude Code, OpenAI Agents
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Research agents
Trust label
Prototype first
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO342 GitHub stars
Stars/forks activity
INFO342 stars, 71 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Parse messy files
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Workflow fit
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Scrape, clean, and reuse web data
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills for Claude Code: research → write → review → revise → finalize
Run autonomous deep research over web and local sources
--- name: demographics-analysis description: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. allowed-tools: - WebSearch - WebFetch - Write - Edit - Read - Bash ---
# /as:demographics-analysis — Demographics & Market Site Analysis
<!-- architecture-studio:harness-compatibility --> > 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
## Output Format
Write the analysis to a markdown file at `./demographics-analysis-[location-slug].md`.
```markdown # Demographics Analysis — [Full Address or Location Name]
> **Date:** [YYYY-MM-DD] | **Coordinates:** [lat, lon]
## Key Metrics
| Metric | Value | |--------|-------| | Population | [count] | | Population density | [per sq mi] | | Median HH income | [amount] | | Median home price | [amount] | | Median age | [years] |
---
## Population
### Current Population [Population, density, geographic scope (ZIP, census tract, neighborhood)]
### Growth Trends [10-year trend, projected growth]
## Income & Employment
### Household Income [Median income, comparison to metro/national]
### Employment [Major employers, dominant industries, unemployment rate]
## Age & Composition
### Age Distribution [Median age, cohort breakdown]
### Racial/Ethnic Composition [Census data if available]
## Housing Market
### Home Sales [Median price, trends, property types]
### Rental Market [Average rent, vacancy, demand drivers]
---
## Sources
- [Numbered list of URLs and sources consulted]
## Gaps & Caveats
- [List anything that could not be verified or found] - [Flag data vintage (ACS year, Census year)] - [Note geographic boundary differences between sources] ```
## Preferred Sources
Only use governmental, university, or non-profit data sources. Never cite commercial websites (e.g., Zillow, Redfin, RentCafe, Niche, Point2Homes, Neighborhood Scout).
| Source | URL | Data | |--------|-----|------| | US Census Bureau | data.census.gov | Population, income, age, race, housing — Decennial Census and ACS | | Census QuickFacts | census.gov/quickfacts | Summary demographics by place, county, ZIP | | BLS Local Area Unemployment | bls.gov/lau/ | Unemployment rates by county/metro | | BLS Occupational Employment | bls.gov/oes/ | Employment by industry and occupation | | HUD User | huduser.gov | Fair market rents, housing affordability, CHAS data | | NYU Furman Center | furmancenter.org | NYC neighborhood-level housing and demographic profiles | | NYC Open Data | data.cityofnewyork.us | NYC-specific datasets (housing, permits, demographics) | | FRED (St. Louis Fed) | fred.stlouisfed.org | Median income, home prices, economic indicators by metro | | National Center for Education Statistics | nces.ed.gov | Educational attainment by geography | | CDC PLACES | cdc.gov/places/ | Health and socioeconomic indicators by census tract |
### International | Source | URL | Data | |--------|-----|------| | World Bank Open Data | data.worldbank.org | Country-level demographics, economics | | UN Data | data.un.org | Population, urbanization, development indicators | | National statistics agencies | Varies | Each country's census/statistics bureau |
## Guidelines
- **Be factual.** Every claim should come from a search result. If you cannot find data, say "Not found in public sources" rather than guessing. - **Cite sources.** Include URLs in the Sources section for every page you pulled data from. - **Only use governmental, university, or non-profit sources.** Do not cite commercial real estate platforms, ad-supported aggregators, or crowd-sourced neighborhood sites. - **Be concise.** Use tables for quantitative data, bullet points for lists. No filler. - **Note data vintage.** Always state the year/source of demographic data (e.g., "2020 Census" or "ACS 2019-2023"). - **Compare to benchmarks.** Always compare income, prices, and growth to metro and national figures. - **Use local units.** Imperial for US sites, metric for international sites. Include conversions in parentheses when useful. - **Ask once, then work.** After confirming the location, do all the research without interrupting the user. Present the finished brief.
Source provenance
Decision snapshot
recent repository activity
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for demographics-analysis, ready for a manual X post.
demographics-analysis: Research population, income, age, housing, and employment around a site. Use for census, demo... 342 stars https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x
Listing + install path for demographics-analysis: https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x Install: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to AlpacaLabsLLC but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis/audit)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)AlpacaLabsLLC
@alpacalabsllc
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
mono-color
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
1.9K StarsLast30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
61.0K StarsAcademic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
38.4K StarsGPT Researcher
Run autonomous deep research over web and local sources
28.0K StarsSandbox only
Install targets
Codex install prompt
Install the "demographics-analysis" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"alpacalabsllc-demographics-analysis","task":"Install demographics-analysis","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Maintenance
fresh
2d since push
Risk
Needs review
Permission surface may require sandboxing
GitHub quality
342
72/100 Quality · 77/100 Trust
Coverage tags
Review notes
Permission surface may require sandboxing · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
342 GitHub stars
Repo activity
342 stars, 71 forks
Maintenance
2d since push
License
MIT
Install
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Install safety
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisDo not use when
Alternative
1.9K Stars
npx skills add yanliudesign/mono-color-skill --skill mono-color
Alternative
61.0K Stars
npx skills add mvanhorn/last30days-skill -g
Alternative
38.4K Stars
npx skills add Imbad0202/academic-research-skills
Alternative
28.0K Stars
npx skills add assafelovic/gpt-researcher
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
Agent should check
Copy prompt
Task: Use demographics-analysis in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install
Install command: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
LLM text format
/api/skills/alpacalabsllc-demographics-analysis/install?format=text
Find alternatives
/api/skills/search?q=demographics-analysis&limit=3
Agent prompt
Use demographics-analysis for this task. Review https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install, then install with: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/alpacalabsllc-demographics-analysis
LLM text
/api/registry/manifest/alpacalabsllc-demographics-analysis?format=text
Install alias
/api/registry/install/alpacalabsllc-demographics-analysis
Recommend
/api/registry/recommend?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&limit=3
Agent fit
Research agents
Use-case tags
Platforms
Claude Code, OpenAI Agents
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Research agents
Trust label
Prototype first
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO342 GitHub stars
Stars/forks activity
INFO342 stars, 71 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Parse messy files
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Workflow fit
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Scrape, clean, and reuse web data
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills for Claude Code: research → write → review → revise → finalize
Run autonomous deep research over web and local sources
--- name: demographics-analysis description: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. allowed-tools: - WebSearch - WebFetch - Write - Edit - Read - Bash ---
# /as:demographics-analysis — Demographics & Market Site Analysis
<!-- architecture-studio:harness-compatibility --> > 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
## Output Format
Write the analysis to a markdown file at `./demographics-analysis-[location-slug].md`.
```markdown # Demographics Analysis — [Full Address or Location Name]
> **Date:** [YYYY-MM-DD] | **Coordinates:** [lat, lon]
## Key Metrics
| Metric | Value | |--------|-------| | Population | [count] | | Population density | [per sq mi] | | Median HH income | [amount] | | Median home price | [amount] | | Median age | [years] |
---
## Population
### Current Population [Population, density, geographic scope (ZIP, census tract, neighborhood)]
### Growth Trends [10-year trend, projected growth]
## Income & Employment
### Household Income [Median income, comparison to metro/national]
### Employment [Major employers, dominant industries, unemployment rate]
## Age & Composition
### Age Distribution [Median age, cohort breakdown]
### Racial/Ethnic Composition [Census data if available]
## Housing Market
### Home Sales [Median price, trends, property types]
### Rental Market [Average rent, vacancy, demand drivers]
---
## Sources
- [Numbered list of URLs and sources consulted]
## Gaps & Caveats
- [List anything that could not be verified or found] - [Flag data vintage (ACS year, Census year)] - [Note geographic boundary differences between sources] ```
## Preferred Sources
Only use governmental, university, or non-profit data sources. Never cite commercial websites (e.g., Zillow, Redfin, RentCafe, Niche, Point2Homes, Neighborhood Scout).
| Source | URL | Data | |--------|-----|------| | US Census Bureau | data.census.gov | Population, income, age, race, housing — Decennial Census and ACS | | Census QuickFacts | census.gov/quickfacts | Summary demographics by place, county, ZIP | | BLS Local Area Unemployment | bls.gov/lau/ | Unemployment rates by county/metro | | BLS Occupational Employment | bls.gov/oes/ | Employment by industry and occupation | | HUD User | huduser.gov | Fair market rents, housing affordability, CHAS data | | NYU Furman Center | furmancenter.org | NYC neighborhood-level housing and demographic profiles | | NYC Open Data | data.cityofnewyork.us | NYC-specific datasets (housing, permits, demographics) | | FRED (St. Louis Fed) | fred.stlouisfed.org | Median income, home prices, economic indicators by metro | | National Center for Education Statistics | nces.ed.gov | Educational attainment by geography | | CDC PLACES | cdc.gov/places/ | Health and socioeconomic indicators by census tract |
### International | Source | URL | Data | |--------|-----|------| | World Bank Open Data | data.worldbank.org | Country-level demographics, economics | | UN Data | data.un.org | Population, urbanization, development indicators | | National statistics agencies | Varies | Each country's census/statistics bureau |
## Guidelines
- **Be factual.** Every claim should come from a search result. If you cannot find data, say "Not found in public sources" rather than guessing. - **Cite sources.** Include URLs in the Sources section for every page you pulled data from. - **Only use governmental, university, or non-profit sources.** Do not cite commercial real estate platforms, ad-supported aggregators, or crowd-sourced neighborhood sites. - **Be concise.** Use tables for quantitative data, bullet points for lists. No filler. - **Note data vintage.** Always state the year/source of demographic data (e.g., "2020 Census" or "ACS 2019-2023"). - **Compare to benchmarks.** Always compare income, prices, and growth to metro and national figures. - **Use local units.** Imperial for US sites, metric for international sites. Include conversions in parentheses when useful. - **Ask once, then work.** After confirming the location, do all the research without interrupting the user. Present the finished brief.
Source provenance
Decision snapshot
recent repository activity
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for demographics-analysis, ready for a manual X post.
demographics-analysis: Research population, income, age, housing, and employment around a site. Use for census, demo... 342 stars https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x
Listing + install path for demographics-analysis: https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x Install: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to AlpacaLabsLLC but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis/audit)
[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)AlpacaLabsLLC
@alpacalabsllc
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
mono-color
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
1.9K StarsLast30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
61.0K StarsAcademic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
38.4K StarsGPT Researcher
Run autonomous deep research over web and local sources
28.0K StarsSandbox only
Install targets
Codex install prompt
Install the "demographics-analysis" agent skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"alpacalabsllc-demographics-analysis","task":"Install demographics-analysis","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Agent fit
Claude Code + OpenAI Agents + CLI
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Maintenance
fresh
2d since push
Risk
Needs review
Permission surface may require sandboxing
GitHub quality
342
72/100 Quality · 77/100 Trust
Coverage tags
Review notes
Permission surface may require sandboxing · Financial research output is not financial advice; require human review before any live investment decision
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
342 GitHub stars
Repo activity
342 stars, 71 forks
Maintenance
2d since push
License
MIT
Install
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Install safety
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisDo not use when
Alternative
1.9K Stars
npx skills add yanliudesign/mono-color-skill --skill mono-color
Alternative
61.0K Stars
npx skills add mvanhorn/last30days-skill -g
Alternative
38.4K Stars
npx skills add Imbad0202/academic-research-skills
Alternative
28.0K Stars
npx skills add assafelovic/gpt-researcher
Agent safety v2
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
Agent should check
Copy prompt
Task: Use demographics-analysis in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20demographics-analysis%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install
Install command: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/alpacalabsllc-demographics-analysis/install
LLM text format
/api/skills/alpacalabsllc-demographics-analysis/install?format=text
Find alternatives
/api/skills/search?q=demographics-analysis&limit=3
Agent prompt
Use demographics-analysis for this task. Review https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install, then install with: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysisRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/alpacalabsllc-demographics-analysis
LLM text
/api/registry/manifest/alpacalabsllc-demographics-analysis?format=text
Install alias
/api/registry/install/alpacalabsllc-demographics-analysis
Recommend
/api/registry/recommend?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&limit=3
Agent fit
Research agents
Use-case tags
Platforms
Claude Code, OpenAI Agents
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Research agents
Trust label
Prototype first
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO342 GitHub stars
Stars/forks activity
INFO342 stars, 71 forks; issue activity unavailable in current metadata
Recent maintenance
PASS2d since push
License clarity
PASSMIT
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Parse messy files
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Workflow fit
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Scrape, clean, and reuse web data
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
Academic Research Skills for Claude Code: research → write → review → revise → finalize
Run autonomous deep research over web and local sources
--- name: demographics-analysis description: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. allowed-tools: - WebSearch - WebFetch - Write - Edit - Read - Bash ---
# /as:demographics-analysis — Demographics & Market Site Analysis
<!-- architecture-studio:harness-compatibility --> > 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
## Output Format
Write the analysis to a markdown file at `./demographics-analysis-[location-slug].md`.
```markdown # Demographics Analysis — [Full Address or Location Name]
> **Date:** [YYYY-MM-DD] | **Coordinates:** [lat, lon]
## Key Metrics
| Metric | Value | |--------|-------| | Population | [count] | | Population density | [per sq mi] | | Median HH income | [amount] | | Median home price | [amount] | | Median age | [years] |
---
## Population
### Current Population [Population, density, geographic scope (ZIP, census tract, neighborhood)]
### Growth Trends [10-year trend, projected growth]
## Income & Employment
### Household Income [Median income, comparison to metro/national]
### Employment [Major employers, dominant industries, unemployment rate]
## Age & Composition
### Age Distribution [Median age, cohort breakdown]
### Racial/Ethnic Composition [Census data if available]
## Housing Market
### Home Sales [Median price, trends, property types]
### Rental Market [Average rent, vacancy, demand drivers]
---
## Sources
- [Numbered list of URLs and sources consulted]
## Gaps & Caveats
- [List anything that could not be verified or found] - [Flag data vintage (ACS year, Census year)] - [Note geographic boundary differences between sources] ```
## Preferred Sources
Only use governmental, university, or non-profit data sources. Never cite commercial websites (e.g., Zillow, Redfin, RentCafe, Niche, Point2Homes, Neighborhood Scout).
| Source | URL | Data | |--------|-----|------| | US Census Bureau | data.census.gov | Population, income, age, race, housing — Decennial Census and ACS | | Census QuickFacts | census.gov/quickfacts | Summary demographics by place, county, ZIP | | BLS Local Area Unemployment | bls.gov/lau/ | Unemployment rates by county/metro | | BLS Occupational Employment | bls.gov/oes/ | Employment by industry and occupation | | HUD User | huduser.gov | Fair market rents, housing affordability, CHAS data | | NYU Furman Center | furmancenter.org | NYC neighborhood-level housing and demographic profiles | | NYC Open Data | data.cityofnewyork.us | NYC-specific datasets (housing, permits, demographics) | | FRED (St. Louis Fed) | fred.stlouisfed.org | Median income, home prices, economic indicators by metro | | National Center for Education Statistics | nces.ed.gov | Educational attainment by geography | | CDC PLACES | cdc.gov/places/ | Health and socioeconomic indicators by census tract |
### International | Source | URL | Data | |--------|-----|------| | World Bank Open Data | data.worldbank.org | Country-level demographics, economics | | UN Data | data.un.org | Population, urbanization, development indicators | | National statistics agencies | Varies | Each country's census/statistics bureau |
## Guidelines
- **Be factual.** Every claim should come from a search result. If you cannot find data, say "Not found in public sources" rather than guessing. - **Cite sources.** Include URLs in the Sources section for every page you pulled data from. - **Only use governmental, university, or non-profit sources.** Do not cite commercial real estate platforms, ad-supported aggregators, or crowd-sourced neighborhood sites. - **Be concise.** Use tables for quantitative data, bullet points for lists. No filler. - **Note data vintage.** Always state the year/source of demographic data (e.g., "2020 Census" or "ACS 2019-2023"). - **Compare to benchmarks.** Always compare income, prices, and growth to metro and national figures. - **Use local units.** Imperial for US sites, metric for international sites. Include conversions in parentheses when useful. - **Ask once, then work.** After confirming the location, do all the research without interrupting the user. Present the finished brief.
Source provenance
Decision snapshot
recent repository activity
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for demographics-analysis, ready for a manual X post.
demographics-analysis: Research population, income, age, housing, and employment around a site. Use for census, demo... 342 stars https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x
Listing + install path for demographics-analysis: https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=x Install: npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis
Listing source
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Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
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[](https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)AlpacaLabsLLC
@alpacalabsllc
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Sandbox only
mono-color
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
1.9K StarsLast30days Skill
Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.
61.0K StarsAcademic Research Skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
38.4K StarsGPT Researcher
Run autonomous deep research over web and local sources
28.0K StarsPermission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness