{"slug":"alpacalabsllc-demographics-analysis","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.","long_description":"---\nname: demographics-analysis\ndescription: Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location.\nallowed-tools:\n  - WebSearch\n  - WebFetch\n  - Write\n  - Edit\n  - Read\n  - Bash\n---\n\n# /as:demographics-analysis — Demographics & Market Site Analysis\n\n<!-- architecture-studio:harness-compatibility -->\n> 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.\n\nYou 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.\n\n## Project context\n\nIf `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.\n\n## Usage\n\n```\n/as:demographics-analysis [address or location]\n```\n\nExamples:\n- `/as:demographics-analysis 742 Evergreen Terrace, Springfield IL`\n- `/as:demographics-analysis Mexico City, CDMX, Mexico`\n- `/as:demographics-analysis` (prompts for location)\n\n## On Start\n\nIf the user did not provide a location, ask for a **site address or location** — street address, neighborhood + city, or lat/lon coordinates.\n\nOnce you have it, confirm the location and begin research. Do not ask further questions — go research.\n\n## Research Workflow\n\nRun 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.\n\n### Demographics & Market\n\nSearch for demographic data for the census tract, ZIP code, or municipality:\n- **Population**: Current population and density (per sq mi or sq km)\n- **Growth**: Population trend over last 10 years, projected growth\n- **Median household income**: And comparison to metro/national median\n- **Age distribution**: Median age, notable cohort concentrations\n- **Racial/ethnic composition**: If publicly available from census data\n- **Housing**: Median home price, rental rates, housing stock character\n- **Employment**: Major employers nearby, unemployment rate, dominant industries\n- **Education**: Attainment levels if available\n\n## Output Format\n\nWrite the analysis to a markdown file at `./demographics-analysis-[location-slug].md`.\n\n```markdown\n# Demographics Analysis — [Full Address or Location Name]\n\n> **Date:** [YYYY-MM-DD] | **Coordinates:** [lat, lon]\n\n## Key Metrics\n\n| Metric | Value |\n|--------|-------|\n| Population | [count] |\n| Population density | [per sq mi] |\n| Median HH income | [amount] |\n| Median home price | [amount] |\n| Median age | [years] |\n\n---\n\n## Population\n\n### Current Population\n[Population, density, geographic scope (ZIP, census tract, neighborhood)]\n\n### Growth Trends\n[10-year trend, projected growth]\n\n## Income & Employment\n\n### Household Income\n[Median income, comparison to metro/national]\n\n### Employment\n[Major employers, dominant industries, unemployment rate]\n\n## Age & Composition\n\n### Age Distribution\n[Median age, cohort breakdown]\n\n### Racial/Ethnic Composition\n[Census data if available]\n\n## Housing Market\n\n### Home Sales\n[Median price, trends, property types]\n\n### Rental Market\n[Average rent, vacancy, demand drivers]\n\n---\n\n## Sources\n\n- [Numbered list of URLs and sources consulted]\n\n## Gaps & Caveats\n\n- [List anything that could not be verified or found]\n- [Flag data vintage (ACS year, Census year)]\n- [Note geographic boundary differences between sources]\n```\n\n## Preferred Sources\n\nOnly use governmental, university, or non-profit data sources. Never cite commercial websites (e.g., Zillow, Redfin, RentCafe, Niche, Point2Homes, Neighborhood Scout).\n\n| Source | URL | Data |\n|--------|-----|------|\n| US Census Bureau | data.census.gov | Population, income, age, race, housing — Decennial Census and ACS |\n| Census QuickFacts | census.gov/quickfacts | Summary demographics by place, county, ZIP |\n| BLS Local Area Unemployment | bls.gov/lau/ | Unemployment rates by county/metro |\n| BLS Occupational Employment | bls.gov/oes/ | Employment by industry and occupation |\n| HUD User | huduser.gov | Fair market rents, housing affordability, CHAS data |\n| NYU Furman Center | furmancenter.org | NYC neighborhood-level housing and demographic profiles |\n| NYC Open Data | data.cityofnewyork.us | NYC-specific datasets (housing, permits, demographics) |\n| FRED (St. Louis Fed) | fred.stlouisfed.org | Median income, home prices, economic indicators by metro |\n| National Center for Education Statistics | nces.ed.gov | Educational attainment by geography |\n| CDC PLACES | cdc.gov/places/ | Health and socioeconomic indicators by census tract |\n\n### International\n| Source | URL | Data |\n|--------|-----|------|\n| World Bank Open Data | data.worldbank.org | Country-level demographics, economics |\n| UN Data | data.un.org | Population, urbanization, development indicators |\n| National statistics agencies | Varies | Each country's census/statistics bureau |\n\n## Guidelines\n\n- **Be factual.** Every claim should come from a search result. If you cannot find data, say \"Not found in public sources\" rather than guessing.\n- **Cite sources.** Include URLs in the Sources section for every page you pulled data from.\n- **Only use governmental, university, or non-profit sources.** Do not cite commercial real estate platforms, ad-supported aggregators, or crowd-sourced neighborhood sites.\n- **Be concise.** Use tables for quantitative data, bullet points for lists. No filler.\n- **Note data vintage.** Always state the year/source of demographic data (e.g., \"2020 Census\" or \"ACS 2019-2023\").\n- **Compare to benchmarks.** Always compare income, prices, and growth to metro and national figures.\n- **Use local units.** Imperial for US sites, metric for international sites. Include conversions in parentheses when useful.\n- **Ask once, then work.** After confirming the location, do all the research without interrupting the user. Present the finished brief.\n","tagline":"Research population, income, age, housing, and employment around a site. 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require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"evidence":{"stars":"342 GitHub stars","repoActivity":"342 stars, 71 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","install":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","2d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":53,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. 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Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"2d since push","evidence":["2d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":48,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis/evals","api":"/api/agent/evals?slug=alpacalabsllc-demographics-analysis","text":"/api/agent/evals?slug=alpacalabsllc-demographics-analysis&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"alpacalabsllc-demographics-analysis","name":"demographics-analysis","description":"Research population, income, age, housing, and employment around a site. 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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."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"demographics-analysis\" as a Claude Code skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. 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\":\"claude-code\",\"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."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"demographics-analysis\" from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. 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\":\"cursor\",\"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."}],"handoff_url":"https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/alpacalabsllc-demographics-analysis"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"342 GitHub stars","repoActivity":"342 stars, 71 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","install":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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Use for census, demographic, or local-market questions tied to a location.","category":"research","url":"https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis","repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","github_repo":"AlpacaLabsLLC/skills-for-architects"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Read uploaded files","Extract structured fields"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add alpacalabsllc-demographics-analysis"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"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."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"demographics-analysis\" as a Claude Code skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. 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\":\"claude-code\",\"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."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"demographics-analysis\" from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. 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\":\"cursor\",\"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."}],"handoff_url":"https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/alpacalabsllc-demographics-analysis"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"342 GitHub stars","repoActivity":"342 stars, 71 forks","lastPushed":"2d since push","license":"MIT","repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","install":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":72,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"2d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use demographics-analysis in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 53/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"alpacalabsllc-demographics-analysis (demographics-analysis)","install_command":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"alpacalabsllc-demographics-analysis","task":"Use demographics-analysis in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis","api":"https://www.openagentskill.com/api/agent/skills/alpacalabsllc-demographics-analysis","audit":"https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=alpacalabsllc-demographics-analysis&task=Use%20demographics-analysis%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20demographics-analysis%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/alpacalabsllc-demographics-analysis/install","manifest":"https://www.openagentskill.com/api/registry/manifest/alpacalabsllc-demographics-analysis"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"document-processing","title":"Document processing"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":342,"starsLabel":"342","forks":71,"license":"MIT","qualityScore":72,"trustScore":77,"auditScore":81},"maintenance":{"status":"fresh","label":"2d since push","daysSincePush":2,"lastPushedAt":"2026-09-03T16:41:03+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":81,"risk_level":"needs_review","risk_label":"Needs review","quality_score":72,"trust_score":77,"maintenance_score":100,"security_score":80,"install_score":92,"warnings":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":17.75,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"}],"install":"npx skills add AlpacaLabsLLC/skills-for-architects --skill demographics-analysis","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add alpacalabsllc-demographics-analysis","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"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.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"demographics-analysis\" as a Claude Code skill from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. 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\":\"claude-code\",\"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.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"demographics-analysis\" from https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. 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\":\"cursor\",\"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.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","github_repo":"AlpacaLabsLLC/skills-for-architects","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/alpacalabsllc-demographics-analysis","repository":"https://github.com/AlpacaLabsLLC/skills-for-architects/tree/main/skills/demographics-analysis","api":"/api/agent/skills/alpacalabsllc-demographics-analysis","install_api":"/api/skills/alpacalabsllc-demographics-analysis/install"},"meta":{"created_at":"2026-09-04T09:31:13.588142+00:00","updated_at":"2026-09-04T09:31:13.649401+00:00","agent_friendly":true}}