{"id":"nasa-giss-gistemp","name":"NASA GISS Surface Temperature Analysis (GISTEMP v4)","url":"https://data.giss.nasa.gov/gistemp/","domain":"climate_earth_systems","category":"surface_temperature","source_type":"dataset","primary_or_secondary":"primary","update_cadence":"monthly","geographic_scope":"global","machine_readable":{"level":"high","formats":["plain_text","netcdf","zarr","sbbx"],"access_notes":"Direct downloads and source code are linked from the landing page."},"useful_for":["global temperature trends","historical comparison","record-warmth checks"],"strengths":["Long-running product","Published methods and uncertainty material","Downloadable gridded and tabular data"],"limitations":["Revisions can change earlier values","Compare anomaly baselines before combining products"],"verification_notes":["Landing page reviewed 2026-09-16; it states updates occur around the 10th of each month.","Record access date and product version in downstream work."],"tags":["climate","temperature","observations","global","monthly"]}
{"id":"noaa-climate-at-a-glance","name":"NOAA Climate at a Glance","url":"https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/","domain":"climate_earth_systems","category":"regional_climate_observations","source_type":"dataset_portal","primary_or_secondary":"primary","update_cadence":"monthly","geographic_scope":"united_states_and_global","machine_readable":{"level":"high","formats":["csv","json"],"access_notes":"Web interface and programmatic endpoints are available; confirm current endpoint documentation."},"useful_for":["regional heat anomalies","precipitation anomalies","state and divisional trends","historical extremes"],"strengths":["NOAA observational record","Multiple spatial and temporal scales","Downloadable results"],"limitations":["Recent periods may be revised","Area averages can mask local variation"],"verification_notes":["Automated page fetch returned rate limiting on 2026-09-16; retain the canonical URL and verify endpoint behavior before automation.","Check selected region, period, baseline, and units."],"tags":["climate","noaa","temperature","precipitation","regional"]}
{"id":"copernicus-climate-change-service","name":"Copernicus Climate Change Service (C3S)","url":"https://climate.copernicus.eu/","domain":"climate_earth_systems","category":"reanalysis_and_climate_monitoring","source_type":"monitoring_service","primary_or_secondary":"mixed","update_cadence":"continuous_with_monthly_bulletins","geographic_scope":"global_with_european_focus","machine_readable":{"level":"high","formats":["api","netcdf","grib","csv"],"access_notes":"Climate Data Store products have programmatic and bulk access; registration may be required."},"useful_for":["recent global anomalies","atmospheric and ocean conditions","reanalysis","climate indicators"],"strengths":["Frequent operational updates","Global reanalysis coverage","Method and product documentation"],"limitations":["Reanalysis blends observations with models","Products differ in latency and revision policy"],"verification_notes":["Landing page reviewed 2026-09-16 and links to the Climate Data Store.","Identify the exact dataset, version, and retrieval date."],"tags":["climate","copernicus","reanalysis","era5","global"]}
{"id":"berkeley-earth-temperature-data","name":"Berkeley Earth Temperature Data","url":"https://berkeleyearth.org/data/","domain":"climate_earth_systems","category":"surface_temperature","source_type":"dataset","primary_or_secondary":"primary","update_cadence":"monthly_or_release_based","geographic_scope":"global_national_and_local","machine_readable":{"level":"high","formats":["plain_text","gridded_data"],"access_notes":"Direct downloads are provided; some newer products require registration or request."},"useful_for":["temperature triangulation","regional temperature series","cross-checking institutional products"],"strengths":["Independent analysis","Long historical coverage","Source and intermediate data availability"],"limitations":["Some newer products are experimental","General data license is non-commercial unless separately arranged"],"verification_notes":["Landing page reviewed 2026-09-16; verify license and beta status for the chosen product.","Compare methodology and spatial coverage with NASA, NOAA, and Copernicus products."],"tags":["climate","temperature","independent_analysis","global"]}
{"id":"climate-reanalyzer","name":"Climate Reanalyzer","url":"https://climatereanalyzer.org/","domain":"climate_earth_systems","category":"anomaly_visualization","source_type":"visualization_portal","primary_or_secondary":"secondary","update_cadence":"daily_or_near_real_time","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","images","download_links"],"access_notes":"Designed primarily for visual exploration; underlying datasets should be retrieved from their publishers."},"useful_for":["rapid anomaly screening","sea-surface temperature context","sea ice context","atmospheric pattern checks"],"strengths":["Fast visual comparisons","Multiple Earth-system indicators","Useful for early signal detection"],"limitations":["Visualization is not the underlying record","Choice of baseline and dataset affects interpretation"],"verification_notes":["Landing page reached 2026-09-16.","Use the named underlying dataset for consequential claims."],"tags":["climate","anomalies","visualization","early_warning"]}
{"id":"noaa-cpc-enso","name":"NOAA Climate Prediction Center ENSO Diagnostic Discussion","url":"https://www.cpc.ncep.noaa.gov/products/analysis_monitoring/enso_advisory/","domain":"climate_earth_systems","category":"enso_monitoring","source_type":"operational_assessment","primary_or_secondary":"primary","update_cadence":"monthly","geographic_scope":"tropical_pacific_and_global_teleconnections","machine_readable":{"level":"moderate","formats":["html","pdf","linked_data"],"access_notes":"Advisories are structured documents; linked indices and forecast products provide numeric data."},"useful_for":["ENSO state","tropical Pacific anomalies","forecast consensus"],"strengths":["Operational NOAA assessment","Combines observations and model guidance","Regular discussion format"],"limitations":["Forecasts are conditional","ENSO impacts vary by region and event"],"verification_notes":["Landing page reached 2026-09-16.","Preserve issue date, probabilities, and forecast horizon."],"tags":["climate","enso","forecast","noaa"]}
{"id":"noaa-coral-reef-watch","name":"NOAA Coral Reef Watch","url":"https://coralreefwatch.noaa.gov/","domain":"climate_earth_systems","category":"ocean_heat_stress","source_type":"monitoring_service","primary_or_secondary":"primary","update_cadence":"daily","geographic_scope":"global_coral_reef_regions","machine_readable":{"level":"high","formats":["geotiff","netcdf","opendap","web_services"],"access_notes":"Satellite products and data-access services are available; confirm product version."},"useful_for":["marine heatwaves","coral bleaching risk","ocean ecosystem stress"],"strengths":["Near-real-time satellite monitoring","Global products","Operational heat-stress metrics"],"limitations":["Satellite resolution and cloud handling matter","Heat stress does not by itself prove bleaching outcomes"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify live product status before operational use.","Record product generation time and alert level definition."],"tags":["ocean","coral","heat_stress","satellite","noaa"]}
{"id":"nsidc","name":"National Snow and Ice Data Center","url":"https://nsidc.org/","domain":"climate_earth_systems","category":"cryosphere","source_type":"data_center","primary_or_secondary":"primary","update_cadence":"dataset_dependent","geographic_scope":"global_with_polar_focus","machine_readable":{"level":"high","formats":["api","netcdf","hdf","geotiff","csv"],"access_notes":"Machine access varies by collection; use dataset-specific documentation."},"useful_for":["sea ice trends","snow cover","glacier and ice-sheet data","cryosphere monitoring"],"strengths":["Specialized cryosphere stewardship","Historical and satellite collections","Dataset documentation"],"limitations":["Cadence and uncertainty differ by product","Preliminary near-real-time products may be revised"],"verification_notes":["Landing page redirected to the current NSIDC home page on 2026-09-16.","Cite the specific dataset, version, and DOI where available."],"tags":["climate","cryosphere","sea_ice","snow","glaciers"]}
{"id":"global-nature-watch","name":"Global Nature Watch (formerly Global Forest Watch)","url":"https://www.globalforestwatch.org/","domain":"climate_earth_systems","category":"land_and_ecosystem_change","source_type":"monitoring_platform","primary_or_secondary":"mixed","update_cadence":"near_real_time_and_annual","geographic_scope":"global","machine_readable":{"level":"high","formats":["api","geospatial_downloads","web_map"],"access_notes":"The legacy URL redirects to Global Nature Watch; products and API transition details should be checked."},"useful_for":["deforestation alerts","fire activity","vegetation disturbance","ecosystem change"],"strengths":["Satellite-based monitoring","Interactive analysis","Downloadable and alert-oriented products"],"limitations":["Alerts require contextual or field verification","Product and API transitions can break integrations"],"verification_notes":["On 2026-09-16 the legacy URL redirected to globalnaturewatch.org after a 2026 rebrand.","GFW Pro and its API were announced for retirement on 2026-12-31; verify migration guidance before integration."],"tags":["forests","ecosystems","deforestation","satellite","transition"]}
{"id":"gbif","name":"Global Biodiversity Information Facility (GBIF)","url":"https://www.gbif.org/","domain":"climate_earth_systems","category":"biodiversity_occurrences","source_type":"data_infrastructure","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"high","formats":["api","csv","dwca","json"],"access_notes":"Search and download APIs support occurrence and species data."},"useful_for":["species distributions","biodiversity occurrence records","ecological change screening"],"strengths":["Large open aggregation","Programmatic access","Dataset-level provenance"],"limitations":["Sampling bias and duplicate records","Taxonomic and coordinate quality vary"],"verification_notes":["Automated landing-page fetch failed on 2026-09-16; verify API status and dataset citations.","Apply quality filters and retain publishing-dataset provenance."],"tags":["biodiversity","species","occurrence_data","open_data"]}
{"id":"fema-national-risk-index","name":"FEMA National Risk Index","url":"https://hazards.fema.gov/nri/","domain":"resilience_infrastructure_disaster_risk","category":"multi_hazard_risk","source_type":"risk_index","primary_or_secondary":"primary","update_cadence":"periodic_release","geographic_scope":"united_states","machine_readable":{"level":"high","formats":["csv","geospatial_downloads"],"access_notes":"Bulk data and mapping resources are published with the index."},"useful_for":["local hazard comparison","community risk screening","resilience planning"],"strengths":["Consistent national coverage","Hazard, social vulnerability, and resilience components","Downloadable data"],"limitations":["Composite scores embed modeling choices","Not a parcel-level or real-time forecast"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify current release and methodology before use.","Inspect component measures instead of relying only on the composite score."],"tags":["resilience","fema","hazards","risk_index","united_states"]}
{"id":"noaa-digital-coast","name":"NOAA Digital Coast","url":"https://coast.noaa.gov/digitalcoast/","domain":"resilience_infrastructure_disaster_risk","category":"coastal_risk","source_type":"data_portal","primary_or_secondary":"mixed","update_cadence":"dataset_dependent","geographic_scope":"united_states_coasts_and_territories","machine_readable":{"level":"high","formats":["geospatial_downloads","web_services","csv"],"access_notes":"Data Access Viewer and linked tools expose downloadable geospatial products."},"useful_for":["coastal flooding","sea-level planning","elevation","storm and shoreline risk"],"strengths":["Coastal specialization","Planning tools plus source data","Training and documentation"],"limitations":["Coverage and vintage vary by dataset","Scenario tools are not site-specific engineering studies"],"verification_notes":["Landing page reviewed 2026-09-16.","Record dataset date, datum, scenario, and spatial resolution."],"tags":["coastal","resilience","flooding","sea_level","noaa"]}
{"id":"usgs-natural-hazards","name":"USGS Natural Hazards","url":"https://www.usgs.gov/programs/natural-hazards","domain":"resilience_infrastructure_disaster_risk","category":"geologic_and_natural_hazards","source_type":"science_program_portal","primary_or_secondary":"primary","update_cadence":"event_and_dataset_dependent","geographic_scope":"united_states_with_global_products","machine_readable":{"level":"high","formats":["api","feeds","geospatial_downloads"],"access_notes":"Machine access is provided by linked hazard programs such as earthquakes and volcanoes."},"useful_for":["earthquakes","landslides","volcanoes","hazard science"],"strengths":["Primary federal science","Operational event products","Methods and monitoring networks"],"limitations":["The umbrella page spans products with different latency and confidence","Hazard does not equal local impact"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify the specific program endpoint.","Use event-specific products and timestamps."],"tags":["hazards","usgs","earthquakes","volcanoes","landslides"]}
{"id":"nasa-firms","name":"NASA FIRMS","url":"https://firms.modaps.eosdis.nasa.gov/","domain":"resilience_infrastructure_disaster_risk","category":"active_fire_detection","source_type":"monitoring_service","primary_or_secondary":"primary","update_cadence":"near_real_time","geographic_scope":"global","machine_readable":{"level":"high","formats":["api","csv","shapefile","kml","web_services"],"access_notes":"FIRMS provides downloadable and programmatic active-fire products; an API key may be required."},"useful_for":["wildfire monitoring","fire context","ecosystem disturbance screening"],"strengths":["Near-real-time satellite detections","Global coverage","Multiple download formats"],"limitations":["Hotspots are detections, not incident perimeters","Cloud, sensor timing, and false positives affect coverage"],"verification_notes":["Landing page reviewed 2026-09-16.","Record sensor, acquisition time, confidence, and product latency."],"tags":["fire","wildfire","satellite","nasa","near_real_time"]}
{"id":"openstreetmap","name":"OpenStreetMap","url":"https://www.openstreetmap.org/","domain":"resilience_infrastructure_disaster_risk","category":"open_geospatial_infrastructure","source_type":"collaborative_dataset","primary_or_secondary":"primary","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"high","formats":["api","pbf","xml","tiles"],"access_notes":"APIs and planet/regional extracts support programmatic and offline use."},"useful_for":["local-first mapping","emergency planning","independent geospatial workflows"],"strengths":["Open license and ecosystem","Frequent community updates","Offline-capable extracts"],"limitations":["Completeness and tagging consistency vary","Bulk or tile use must follow service policies"],"verification_notes":["Landing page reviewed 2026-09-16.","Check data recency and local completeness; retain OpenStreetMap attribution."],"tags":["maps","geospatial","open_data","local_first"]}
{"id":"eff-surveillance-self-defense","name":"EFF Surveillance Self-Defense","url":"https://ssd.eff.org/","domain":"privacy_surveillance","category":"personal_security_guidance","source_type":"guidance","primary_or_secondary":"secondary","update_cadence":"irregular","geographic_scope":"global_with_us_legal_context","machine_readable":{"level":"moderate","formats":["html","translations"],"access_notes":"Readable structured pages; no general data API."},"useful_for":["threat modeling","secure communications","device privacy"],"strengths":["Practical audience-oriented guidance","Threat-model framing","Maintained by a digital-rights organization"],"limitations":["Some legal context is jurisdiction-specific","Tool advice can age quickly"],"verification_notes":["Landing page reviewed 2026-09-16.","Check page update date and current tool guidance."],"tags":["privacy","security","threat_modeling","eff"]}
{"id":"privacy-guides","name":"Privacy Guides","url":"https://www.privacyguides.org/","domain":"privacy_surveillance","category":"privacy_tool_evaluation","source_type":"guidance","primary_or_secondary":"secondary","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","markdown_source"],"access_notes":"Site content is structured and its source is publicly maintained."},"useful_for":["privacy tool comparison","reducing data exposure","threat-model-informed choices"],"strengths":["Detailed recommendations","Public change history","Emphasizes threat models"],"limitations":["Recommendations involve judgment","Software features and policies change"],"verification_notes":["Landing page reviewed 2026-09-16.","Review rationale, date, and upstream product documentation before adopting a recommendation."],"tags":["privacy","tools","threat_modeling","guidance"]}
{"id":"nist-privacy-framework","name":"NIST Privacy Framework","url":"https://www.nist.gov/privacy-framework","domain":"privacy_surveillance","category":"privacy_risk_management","source_type":"framework","primary_or_secondary":"primary","update_cadence":"release_based","geographic_scope":"general_with_us_policy_context","machine_readable":{"level":"moderate","formats":["html","pdf","xlsx"],"access_notes":"Framework documents and supporting resources are downloadable."},"useful_for":["organizational privacy risk","architecture reviews","privacy-by-design vocabulary"],"strengths":["Structured risk vocabulary","Technology-neutral","Cross-organizational applicability"],"limitations":["Not a certification or implementation recipe","Requires contextual tailoring"],"verification_notes":["Landing page reviewed 2026-09-16.","Record framework version and any selected profiles or mappings."],"tags":["privacy","nist","risk_management","framework"]}
{"id":"exodus-privacy","name":"Exodus Privacy","url":"https://reports.exodus-privacy.eu.org/","domain":"privacy_surveillance","category":"android_tracker_analysis","source_type":"analysis_database","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global_android_ecosystem","machine_readable":{"level":"high","formats":["api","json","web_reports"],"access_notes":"Reports and programmatic access are available; confirm current API documentation."},"useful_for":["Android tracker screening","permission inspection","embedded SDK discovery"],"strengths":["App-focused reports","Repeatable static analysis","Tracker signature catalog"],"limitations":["Tracker presence does not prove data transmission or misuse","Coverage depends on analyzed app versions"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify report freshness and analyzed version.","Treat results as screening evidence and confirm with runtime or network analysis when consequential."],"tags":["privacy","android","trackers","mobile"]}
{"id":"cisa-kev","name":"CISA Known Exploited Vulnerabilities Catalog","url":"https://www.cisa.gov/known-exploited-vulnerabilities-catalog","domain":"cybersecurity_supply_chain","category":"exploited_vulnerabilities","source_type":"catalog","primary_or_secondary":"primary","update_cadence":"as_needed","geographic_scope":"global_technology_with_us_federal_mandates","machine_readable":{"level":"high","formats":["json","csv","json_schema"],"access_notes":"CISA publishes downloadable machine-readable catalog formats."},"useful_for":["patch prioritization","active exploitation screening","vulnerability management"],"strengths":["Evidence-based exploitation criterion","Compact operational scope","Machine-readable downloads"],"limitations":["Not a complete list of exploited vulnerabilities","Presence does not replace asset and exposure context"],"verification_notes":["CISA blocked automated page retrieval on 2026-09-16, but its indexed page exposes CSV, JSON, and JSON Schema links.","Record catalog version/date and match against actual deployed versions."],"tags":["cybersecurity","vulnerabilities","active_exploitation","cisa","patching"]}
{"id":"nist-nvd","name":"National Vulnerability Database (NVD)","url":"https://nvd.nist.gov/","domain":"cybersecurity_supply_chain","category":"vulnerability_metadata","source_type":"database","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global_technology","machine_readable":{"level":"high","formats":["api","json","data_feeds"],"access_notes":"NVD APIs and feeds provide CVE and enrichment data; rate limits and keys may apply."},"useful_for":["CVE lookup","CVSS and CPE metadata","historical vulnerability research"],"strengths":["Broad CVE coverage","Standardized metadata","Programmatic access"],"limitations":["Enrichment can lag or change","CVSS is not a complete organizational risk ranking"],"verification_notes":["Landing page reached 2026-09-16 but exposed little crawlable content.","Check modified timestamps, source advisories, and current NVD API policy."],"tags":["cybersecurity","cve","nvd","vulnerability_database"]}
{"id":"osv","name":"OSV","url":"https://osv.dev/","domain":"cybersecurity_supply_chain","category":"open_source_vulnerabilities","source_type":"database","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global_software_ecosystems","machine_readable":{"level":"high","formats":["api","json","osv_schema"],"access_notes":"Public API and human/machine-readable OSV schema are documented on the site."},"useful_for":["dependency risk","package-version matching","software supply-chain checks"],"strengths":["Version-range precision","Open schema","Aggregates ecosystem advisories"],"limitations":["Coverage and upstream quality vary by ecosystem","A match still requires exploitability and environment context"],"verification_notes":["Landing page reviewed 2026-09-16; it documents API access and OSV schema.","Preserve advisory modified time and aliases when deduplicating."],"tags":["cybersecurity","open_source","dependencies","osv","supply_chain"]}
{"id":"github-advisory-database","name":"GitHub Advisory Database","url":"https://github.com/advisories","domain":"cybersecurity_supply_chain","category":"package_security_advisories","source_type":"database","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global_software_ecosystems","machine_readable":{"level":"high","formats":["graphql_api","git_repository","osv_export"],"access_notes":"Advisories are available through GitHub interfaces and machine-consumable sources."},"useful_for":["package vulnerability lookup","GHSA research","repository-level security context"],"strengths":["Large ecosystem coverage","Reviewed and unreviewed distinctions","Links to fixes and affected versions"],"limitations":["Review status and severity quality vary","GitHub account or API limits may affect access"],"verification_notes":["Landing page reviewed 2026-09-16.","Distinguish reviewed, unreviewed, and malware advisories and verify against maintainer sources."],"tags":["cybersecurity","github","advisories","dependencies"]}
{"id":"owasp-foundation","name":"OWASP Foundation","url":"https://owasp.org/","domain":"cybersecurity_supply_chain","category":"application_security","source_type":"knowledge_base","primary_or_secondary":"secondary","update_cadence":"project_dependent","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","project_repositories"],"access_notes":"Project pages and many source repositories are public; formats vary."},"useful_for":["application-security checklists","API security","secure development","LLM security discovery"],"strengths":["Open community projects","Broad practitioner coverage","Actionable taxonomies"],"limitations":["Project maturity and maintenance vary","Top-ten lists are awareness tools, not complete risk models"],"verification_notes":["Landing page reviewed 2026-09-16.","Check project status, version, and cited sources."],"tags":["cybersecurity","application_security","owasp","guidance"]}
{"id":"cisa-secure-by-design","name":"CISA Secure by Design","url":"https://www.cisa.gov/securebydesign","domain":"cybersecurity_supply_chain","category":"product_security_principles","source_type":"guidance","primary_or_secondary":"primary","update_cadence":"irregular","geographic_scope":"global_technology_with_us_policy_context","machine_readable":{"level":"limited","formats":["html","pdf"],"access_notes":"Guidance documents are downloadable but not a data service."},"useful_for":["product-security strategy","secure defaults","supplier accountability"],"strengths":["Focuses on shifting burden from users","Useful executive and product framing","Public guidance"],"limitations":["High-level principles need implementation detail","Not a compliance standard"],"verification_notes":["CISA blocked automated page retrieval on 2026-09-16.","Check publication date and product-specific guidance before citing."],"tags":["cybersecurity","secure_by_design","cisa","product_security"]}
{"id":"nist-ai-rmf","name":"NIST AI Risk Management Framework","url":"https://www.nist.gov/itl/ai-risk-management-framework","domain":"ai_systems_agents_model_risk","category":"ai_risk_management","source_type":"framework","primary_or_secondary":"primary","update_cadence":"release_based","geographic_scope":"general_with_us_policy_context","machine_readable":{"level":"moderate","formats":["html","pdf","xlsx"],"access_notes":"Framework and companion materials are downloadable."},"useful_for":["AI risk identification","governance","measurement planning","organizational assessment"],"strengths":["Technology-neutral structure","Common risk vocabulary","Companion playbook and profiles"],"limitations":["Requires contextual interpretation","Does not by itself validate system safety"],"verification_notes":["Landing page reviewed 2026-09-16.","Record the framework and profile/version used."],"tags":["ai","risk_management","nist","governance"]}
{"id":"owasp-top-10-llm-apps","name":"OWASP Top 10 for Large Language Model Applications","url":"https://owasp.org/www-project-top-10-for-large-language-model-applications/","domain":"ai_systems_agents_model_risk","category":"llm_application_security","source_type":"risk_taxonomy","primary_or_secondary":"secondary","update_cadence":"release_based","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","pdf","project_repository"],"access_notes":"Project material and source repositories are public."},"useful_for":["LLM threat modeling","prompt-injection review","agent and output-handling risks"],"strengths":["Practical taxonomy","Widely recognizable vocabulary","Mitigation-oriented"],"limitations":["Top-ten format is not exhaustive","Threats and terminology evolve quickly"],"verification_notes":["The supplied URL redirected to the current OWASP project route on 2026-09-16.","Use the current edition and preserve category/version labels."],"tags":["ai_security","llm","owasp","prompt_injection"]}
{"id":"mitre-atlas","name":"MITRE ATLAS","url":"https://atlas.mitre.org/","domain":"ai_systems_agents_model_risk","category":"adversarial_ai","source_type":"knowledge_base","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"high","formats":["structured_website","repository","stix_related_exports"],"access_notes":"Machine access depends on current ATLAS tooling and repositories; confirm supported export formats."},"useful_for":["AI threat modeling","attack-technique mapping","case-study research"],"strengths":["Structured tactics and techniques","Links behaviors to mitigations and case studies","Compatible mental model with ATT&CK"],"limitations":["Coverage reflects reported and curated cases","Taxonomy does not quantify likelihood or impact"],"verification_notes":["Landing page reached 2026-09-16 but returned no crawlable body text.","Check technique version and source references."],"tags":["ai_security","threat_modeling","mitre","atlas"]}
{"id":"hugging-face-papers","name":"Hugging Face Daily Papers","url":"https://huggingface.co/papers","domain":"ai_systems_agents_model_risk","category":"research_discovery","source_type":"research_index","primary_or_secondary":"secondary","update_cadence":"daily","geographic_scope":"global_research","machine_readable":{"level":"moderate","formats":["html","linked_metadata"],"access_notes":"Structured listings link to papers and community discussion; use original repositories for canonical metadata."},"useful_for":["emerging method discovery","research scanning","finding papers early"],"strengths":["Fast-moving coverage","Community visibility signals","Links to source papers"],"limitations":["Popularity is not replication or robustness","Selection and ranking can bias attention"],"verification_notes":["Landing page reviewed 2026-09-16.","Verify claims in the original paper, code, data, and later evaluations."],"tags":["ai","research","papers","discovery"]}
{"id":"arxiv-cs-ai-recent","name":"arXiv Computer Science — Artificial Intelligence Recent Submissions","url":"https://arxiv.org/list/cs.AI/recent","domain":"ai_systems_agents_model_risk","category":"preprints","source_type":"research_repository","primary_or_secondary":"primary","update_cadence":"daily_on_submission_days","geographic_scope":"global_research","machine_readable":{"level":"high","formats":["api","atom","html","pdf","source"],"access_notes":"arXiv provides APIs and downloadable papers/source."},"useful_for":["early research access","literature monitoring","author and version tracking"],"strengths":["Rapid dissemination","Version history","Stable identifiers"],"limitations":["Preprints may be unreviewed","Category placement and abstracts do not establish quality"],"verification_notes":["Landing page reviewed 2026-09-16.","Record arXiv identifier, version, submission date, and peer-review status."],"tags":["ai","research","preprints","arxiv"]}
{"id":"local-first-software","name":"Local-First Software","url":"https://www.inkandswitch.com/local-first/","domain":"local_first_open_resilient_computing","category":"local_first_architecture","source_type":"research_essay","primary_or_secondary":"secondary","update_cadence":"static_with_occasional_updates","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","linked_paper"],"access_notes":"Readable web essay with linked technical material."},"useful_for":["local-first principles","offline-capable design","user-owned data","collaborative architecture"],"strengths":["Foundational framing","Clear design ideals","Connects UX and distributed systems"],"limitations":["Principles require product-specific tradeoffs","Not an implementation standard"],"verification_notes":["Landing page reached 2026-09-16.","Separate aspirational principles from demonstrated system properties."],"tags":["local_first","offline","user_owned_data","architecture"]}
{"id":"crdt-tech","name":"CRDT.tech","url":"https://crdt.tech/","domain":"local_first_open_resilient_computing","category":"conflict_free_replication","source_type":"reference_hub","primary_or_secondary":"secondary","update_cadence":"irregular","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","linked_papers","linked_implementations"],"access_notes":"Reference links are machine-readable but heterogeneous."},"useful_for":["CRDT research discovery","replicated-data design","implementation comparison"],"strengths":["Focused reference collection","Links theory and practice","Useful entry point"],"limitations":["Not a normative standard","Correctness and maturity vary across implementations"],"verification_notes":["Landing page reviewed 2026-09-16.","Follow through to original papers and implementation documentation."],"tags":["crdt","distributed_systems","local_first","replication"]}
{"id":"debian","name":"Debian","url":"https://www.debian.org/","domain":"local_first_open_resilient_computing","category":"operating_system_ecosystem","source_type":"software_project","primary_or_secondary":"primary","update_cadence":"continuous_with_release_cycles","geographic_scope":"global","machine_readable":{"level":"high","formats":["package_metadata","api_like_services","mirrors","security_feeds"],"access_notes":"Package indexes, repositories, security trackers, and mirrors support automation."},"useful_for":["stable Linux infrastructure","package provenance","long-lived systems","reproducible deployment inputs"],"strengths":["Community governance","Large package ecosystem","Transparent release and security processes"],"limitations":["Stable releases trade freshness for stability","Package support varies by suite and lifecycle"],"verification_notes":["Landing page reviewed 2026-09-16.","Record suite, architecture, package version, and security-support state."],"tags":["linux","debian","open_source","infrastructure"]}
{"id":"tailscale-blog","name":"Tailscale Blog","url":"https://tailscale.com/blog","domain":"local_first_open_resilient_computing","category":"networking_explainers","source_type":"technical_blog","primary_or_secondary":"secondary","update_cadence":"irregular","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","rss_or_feed"],"access_notes":"Posts are structured web content; verify current feed availability."},"useful_for":["networking concepts","identity-aware networking","NAT traversal explanations","implementation context"],"strengths":["Often clear technical explanations","Operational examples","Links to documentation"],"limitations":["Vendor perspective","Posts can age as products change"],"verification_notes":["Landing page reviewed 2026-09-16.","Check post date and corroborate protocol claims with primary specifications."],"tags":["networking","tailscale","technical_writing","nat_traversal"]}
{"id":"tailscale-docs","name":"Tailscale Documentation","url":"https://tailscale.com/kb","domain":"local_first_open_resilient_computing","category":"secure_connectivity_documentation","source_type":"technical_documentation","primary_or_secondary":"primary","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","documentation_source"],"access_notes":"Structured documentation; command and API details vary by page."},"useful_for":["deployment guidance","identity and access controls","network troubleshooting","product configuration"],"strengths":["Product-specific operational detail","Searchable task guidance","Configuration examples"],"limitations":["Vendor-specific","Behavior depends on plan, client, and version"],"verification_notes":["The supplied /kb route redirected to /docs on 2026-09-16.","Record client/server versions and confirm commands against current docs."],"tags":["networking","tailscale","documentation","secure_connectivity"]}
{"id":"wireguard","name":"WireGuard","url":"https://www.wireguard.com/","domain":"local_first_open_resilient_computing","category":"vpn_protocol","source_type":"protocol_and_software","primary_or_secondary":"primary","update_cadence":"release_based","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","source_code","technical_papers"],"access_notes":"Protocol documentation and source links are available; no data API is expected."},"useful_for":["VPN architecture","secure tunnels","minimal network overlays"],"strengths":["Small protocol design","Open implementations","Strong platform support"],"limitations":["Key distribution and identity policy are outside the core protocol","Deployment security depends on surrounding configuration"],"verification_notes":["Landing page reviewed 2026-09-16.","Use current platform documentation and verify endpoint/key management design."],"tags":["networking","vpn","wireguard","security"]}
{"id":"our-world-in-data","name":"Our World in Data","url":"https://ourworldindata.org/","domain":"open_data_evidence_verification","category":"cross_domain_data_synthesis","source_type":"data_publisher","primary_or_secondary":"secondary","update_cadence":"dataset_dependent","geographic_scope":"global","machine_readable":{"level":"high","formats":["csv","json","grapher_downloads","metadata"],"access_notes":"Charts expose downloadable data and metadata; verify current Grapher conventions."},"useful_for":["historical context","cross-domain comparisons","finding original datasets"],"strengths":["Accessible synthesis","Downloadable chart data","Source citations and methods"],"limitations":["Transformations and harmonization choices matter","Not always the original data publisher"],"verification_notes":["Landing page reviewed 2026-09-16.","For consequential claims, inspect chart metadata and cite the underlying source as well."],"tags":["open_data","statistics","evidence","global"]}
{"id":"data-commons","name":"Data Commons","url":"https://datacommons.org/","domain":"open_data_evidence_verification","category":"statistical_knowledge_graph","source_type":"data_infrastructure","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"high","formats":["api","json","python","sparql_like_queries"],"access_notes":"Programmatic clients and APIs support graph and statistical queries; authentication requirements may change."},"useful_for":["cross-domain queries","automation","place comparisons","rapid statistical exploration"],"strengths":["Unified identifiers and graph model","Multiple public data sources","Programmatic access"],"limitations":["Source harmonization can hide definitional differences","Coverage and freshness vary by series"],"verification_notes":["Landing page reached 2026-09-16 but returned no crawlable body text.","Inspect provenance facets, measurement definitions, and observation dates."],"tags":["open_data","knowledge_graph","statistics","api"]}
{"id":"google-dataset-search","name":"Google Dataset Search","url":"https://datasetsearch.research.google.com/","domain":"open_data_evidence_verification","category":"dataset_discovery","source_type":"search_service","primary_or_secondary":"secondary","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"limited","formats":["html","search_interface"],"access_notes":"Designed as a discovery interface; no general public results API is assumed."},"useful_for":["finding datasets","discovering publisher pages","broad topic searches"],"strengths":["Wide discovery scope","Leverages dataset metadata","Useful starting point"],"limitations":["Indexing is incomplete and ranking is opaque","Discovery result is not evidence of dataset quality"],"verification_notes":["Landing page reviewed 2026-09-16.","Follow results to the publisher and verify license, provenance, version, and methods."],"tags":["datasets","search","discovery","metadata"]}
{"id":"internet-archive","name":"Internet Archive","url":"https://archive.org/","domain":"open_data_evidence_verification","category":"digital_archive","source_type":"archive","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"high","formats":["advanced_search_api","metadata_json","bulk_files"],"access_notes":"Item metadata and files are often programmatically accessible."},"useful_for":["historical documents","software and media preservation","source recovery"],"strengths":["Broad collections","Persistent item pages","Machine-readable metadata"],"limitations":["Rights and completeness vary","Uploaded material may not be authoritative or accurately described"],"verification_notes":["Landing page reached 2026-09-16 but requires JavaScript for full use.","Verify item provenance, uploader, date, checksums, and rights."],"tags":["archive","history","preservation","verification"]}
{"id":"wayback-machine","name":"Wayback Machine","url":"https://web.archive.org/","domain":"open_data_evidence_verification","category":"web_archiving","source_type":"archive","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global_web","machine_readable":{"level":"high","formats":["cdx_api","memento","wacz_related_tools"],"access_notes":"Capture indexes and archived pages have programmatic interfaces subject to service policy."},"useful_for":["historical webpage checks","deleted statement recovery","change detection"],"strengths":["Timestamped web captures","Very broad coverage","Useful for provenance reconstruction"],"limitations":["Captures can be missing or incomplete","Archived pages may omit dynamic assets and do not prove authorship"],"verification_notes":["Landing page reviewed 2026-09-16.","Record capture timestamp and distinguish capture time from original publication time."],"tags":["archive","web_history","wayback","verification"]}
{"id":"cdc-wastewater-monitoring","name":"CDC Wastewater Monitoring Program","url":"https://www.cdc.gov/nwss/","domain":"public_health_outbreak_intelligence","category":"wastewater_surveillance","source_type":"monitoring_service","primary_or_secondary":"primary","update_cadence":"weekly_or_site_dependent","geographic_scope":"united_states","machine_readable":{"level":"high","formats":["csv","api_or_data_portal_downloads"],"access_notes":"Public datasets and downloads are available through linked CDC data systems; endpoints may move."},"useful_for":["infectious-disease trend detection","regional comparison","signals less dependent on clinical testing"],"strengths":["National public-health network","Multi-pathogen coverage","Population-level signal"],"limitations":["Site coverage and normalization vary","Wastewater levels do not map directly to case counts"],"verification_notes":["The supplied /nwss/ route redirected to /wastewater/ on 2026-09-16.","Check site inclusion, collection dates, normalization method, and suppression rules."],"tags":["public_health","wastewater","cdc","surveillance"]}
{"id":"wastewaterscan","name":"WastewaterSCAN","url":"https://data.wastewaterscan.org/","domain":"public_health_outbreak_intelligence","category":"wastewater_surveillance","source_type":"monitoring_service","primary_or_secondary":"primary","update_cadence":"frequent_site_dependent","geographic_scope":"united_states","machine_readable":{"level":"high","formats":["downloadable_data","dashboard_exports"],"access_notes":"The dashboard exposes download functionality; verify current terms and file schema."},"useful_for":["pathogen trend detection","triangulating CDC signals","regional comparisons"],"strengths":["Broad pathogen panel","Frequent sampling in participating sites","Downloadable data"],"limitations":["Network coverage is not nationally uniform","Assays, sewersheds, and normalization affect comparability"],"verification_notes":["Dashboard reviewed 2026-09-16 and displayed a download control.","Record collection date, sewershed, assay, and normalization."],"tags":["public_health","wastewater","surveillance","pathogens"]}
{"id":"who-disease-outbreak-news","name":"WHO Disease Outbreak News","url":"https://www.who.int/emergencies/disease-outbreak-news","domain":"public_health_outbreak_intelligence","category":"official_outbreak_reporting","source_type":"event_reports","primary_or_secondary":"primary","update_cadence":"event_driven","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","subscription_feed"],"access_notes":"Reports are structured pages; confirm current feed or API options if automating."},"useful_for":["confirmed and potential public-health events","international outbreak context","official event summaries"],"strengths":["Global scope","Criteria are stated","Links public-health events to official context"],"limitations":["Not exhaustive","Official publication can lag local or unofficial signals"],"verification_notes":["Landing page reviewed 2026-09-16; WHO explicitly says the list is not exhaustive.","Record report publication date and event dates separately."],"tags":["public_health","outbreaks","who","global"]}
{"id":"promed","name":"ProMED","url":"https://promedmail.org/","domain":"public_health_outbreak_intelligence","category":"event_based_surveillance","source_type":"moderated_alert_network","primary_or_secondary":"mixed","update_cadence":"continuous","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","email_subscription","search"],"access_notes":"Machine access is limited compared with a public data API; subscription and search are primary routes."},"useful_for":["early unusual-event detection","international outbreak context","animal and plant disease signals"],"strengths":["Long-running moderated network","Rapid event-oriented reporting","Global breadth"],"limitations":["Reports may begin from unconfirmed sources","Search and bulk access may be constrained"],"verification_notes":["The supplied domain redirected to www.promedmail.org on 2026-09-16 and showed current posts.","Track moderator commentary, source provenance, and later confirmation."],"tags":["public_health","outbreaks","early_warning","promed"]}
{"id":"noaa-ndbc","name":"NOAA National Data Buoy Center","url":"https://www.ndbc.noaa.gov/","domain":"marine_ocean_coastal_conditions","category":"marine_observations","source_type":"observation_network","primary_or_secondary":"primary","update_cadence":"near_real_time","geographic_scope":"united_states_and_offshore_with_partner_stations","machine_readable":{"level":"high","formats":["text","xml","rss","opendap_related_data"],"access_notes":"Station observations and feeds support programmatic retrieval."},"useful_for":["wind","wave height","barometric pressure","sea temperature","marine situational awareness"],"strengths":["Direct station observations","Near-real-time feeds","Historical station data"],"limitations":["Sparse offshore coverage","Individual stations can fail or report bad data"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify station status and feed format before operational use.","Retain station ID, timestamp, units, quality flags, and sensor height/depth."],"tags":["marine","buoys","weather","waves","noaa"]}
{"id":"noaa-tides-currents","name":"NOAA Tides and Currents","url":"https://tidesandcurrents.noaa.gov/","domain":"marine_ocean_coastal_conditions","category":"water_levels_tides_currents","source_type":"observation_and_prediction_service","primary_or_secondary":"primary","update_cadence":"near_real_time_and_prediction_cycles","geographic_scope":"united_states_coasts_and_territories","machine_readable":{"level":"high","formats":["api","csv","json","xml"],"access_notes":"CO-OPS Data API and station products support automation."},"useful_for":["water levels","tides","currents","coastal flooding","datum-aware analysis"],"strengths":["Primary station observations","Documented API","Tidal datums and predictions"],"limitations":["Station outages and datum choice matter","Predictions differ from observed water levels"],"verification_notes":["Landing page reviewed 2026-09-16.","Record station, datum, units, time zone, product, and observation/prediction status."],"tags":["marine","tides","water_level","currents","noaa"]}
{"id":"noaa-ocean-service","name":"NOAA National Ocean Service","url":"https://oceanservice.noaa.gov/","domain":"marine_ocean_coastal_conditions","category":"ocean_and_coastal_reference","source_type":"science_portal","primary_or_secondary":"mixed","update_cadence":"irregular","geographic_scope":"united_states_with_global_context","machine_readable":{"level":"moderate","formats":["html","linked_data_services"],"access_notes":"The portal links to machine-readable NOAA programs; the umbrella page itself is primarily reference content."},"useful_for":["coastal and ocean explainers","finding NOAA programs","reference context"],"strengths":["Broad NOAA topic coverage","Public educational material","Routes to specialized data services"],"limitations":["Umbrella content is not a single dataset","Update cadence varies by page"],"verification_notes":["Landing page reviewed 2026-09-16.","Use linked primary programs for measurements and operational decisions."],"tags":["marine","ocean","coastal","noaa","reference"]}
{"id":"media-bias-fact-check","name":"Media Bias / Fact Check","url":"https://mediabiasfactcheck.com/","domain":"information_integrity_source_checking","category":"media_source_discovery","source_type":"rating_site","primary_or_secondary":"secondary","update_cadence":"continuous","geographic_scope":"primarily_english_language_media","machine_readable":{"level":"limited","formats":["html"],"access_notes":"Primarily a human-facing rating and search site."},"useful_for":["discovering source background","generating questions for further review"],"strengths":["Large catalog","Explicit rating categories","Convenient starting point"],"limitations":["Methodology and judgments are contestable","A source-level rating cannot validate an individual claim"],"verification_notes":["Landing page reviewed 2026-09-16.","Use only as a discovery aid; inspect the actual article, evidence, ownership, and corrections."],"tags":["media","source_checking","bias","discovery"]}
{"id":"ground-news","name":"Ground News","url":"https://ground.news/","domain":"information_integrity_source_checking","category":"coverage_comparison","source_type":"news_aggregation_service","primary_or_secondary":"secondary","update_cadence":"continuous","geographic_scope":"international_with_english_language_emphasis","machine_readable":{"level":"limited","formats":["html","app"],"access_notes":"Designed for interactive comparison; general-purpose data access is not assumed."},"useful_for":["comparing coverage patterns","finding under-covered stories","identifying outlet differences"],"strengths":["Cross-outlet comparison","Highlights coverage gaps","Useful discovery workflow"],"limitations":["Outlet labels and aggregation are not truth determinations","Paywalls and ranking choices affect visibility"],"verification_notes":["Landing page reviewed 2026-09-16.","Follow through to original reporting and primary evidence."],"tags":["news","coverage","media","comparison"]}
{"id":"ipcc-ar6","name":"IPCC Sixth Assessment Report (AR6)","url":"https://www.ipcc.ch/assessment-report/ar6/","domain":"climate_earth_systems","category":"assessment_synthesis","source_type":"assessment_report","primary_or_secondary":"secondary","update_cadence":"assessment_cycle","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","pdf","data_supplements"],"access_notes":"Reports and supporting material are downloadable; underlying datasets reside with cited publishers."},"useful_for":["consensus baseline","physical science synthesis","impacts and adaptation","mitigation literature"],"strengths":["Large expert assessment","Explicit confidence language","Extensive citations"],"limitations":["Assessment cutoff dates create lag","Global synthesis may not resolve local or fast-moving tail risks"],"verification_notes":["Automated page retrieval failed on 2026-09-16; verify report links and errata.","Preserve working-group, chapter, scenario, confidence, and publication date."],"tags":["climate","ipcc","assessment","synthesis"]}
{"id":"project-drawdown-explorer","name":"Project Drawdown Explorer","url":"https://drawdown.org/solutions","domain":"climate_earth_systems","category":"climate_mitigation_solutions","source_type":"solutions_catalog","primary_or_secondary":"secondary","update_cadence":"release_based","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","downloadable_method_material"],"access_notes":"Interactive explorer with methods; confirm current export options."},"useful_for":["mitigation option discovery","sector comparisons","solution assumptions"],"strengths":["Practical solution framing","Methods and sector organization","Broad portfolio view"],"limitations":["Results depend on scenario and cost assumptions","Not a substitute for local feasibility analysis"],"verification_notes":["The supplied /solutions route redirected to /explorer on 2026-09-16.","Inspect methodology, scenario boundaries, and update date."],"tags":["climate","mitigation","drawdown","solutions"]}
{"id":"our-world-in-data-energy","name":"Our World in Data — Energy","url":"https://ourworldindata.org/energy","domain":"climate_earth_systems","category":"energy_statistics","source_type":"data_publisher","primary_or_secondary":"secondary","update_cadence":"dataset_dependent","geographic_scope":"global","machine_readable":{"level":"high","formats":["csv","json","grapher_downloads","metadata"],"access_notes":"Charts expose downloadable data and metadata."},"useful_for":["energy trends","electricity mix","emissions context","technology adoption","energy access"],"strengths":["Long-run comparisons","Accessible visualizations","Underlying-source citations"],"limitations":["Country definitions and energy-accounting conventions differ","Recent values may be estimates"],"verification_notes":["Landing page reviewed 2026-09-16.","Inspect chart metadata, units, territorial/consumption basis, and original source."],"tags":["energy","climate","statistics","open_data"]}
{"id":"undrr","name":"United Nations Office for Disaster Risk Reduction (UNDRR)","url":"https://www.undrr.org/","domain":"resilience_infrastructure_disaster_risk","category":"disaster_risk_reduction","source_type":"policy_and_knowledge_portal","primary_or_secondary":"mixed","update_cadence":"irregular","geographic_scope":"global","machine_readable":{"level":"moderate","formats":["html","pdf","linked_data_portals"],"access_notes":"Reports and frameworks are downloadable; data products vary."},"useful_for":["resilience terminology","disaster-risk frameworks","global policy context"],"strengths":["Global scope","Common terminology","Connects risk reduction and policy"],"limitations":["High-level frameworks need local evidence","Country reporting quality and comparability vary"],"verification_notes":["Landing page reviewed 2026-09-16.","Use named reports, indicators, and country data rather than the umbrella page alone."],"tags":["resilience","disaster_risk","undrr","global"]}
{"id":"nist-cybersecurity-framework","name":"NIST Cybersecurity Framework 2.0","url":"https://www.nist.gov/cyberframework","domain":"cybersecurity_supply_chain","category":"cybersecurity_risk_management","source_type":"framework","primary_or_secondary":"primary","update_cadence":"release_based","geographic_scope":"general_with_us_policy_context","machine_readable":{"level":"moderate","formats":["html","pdf","xlsx"],"access_notes":"Framework and reference resources are downloadable."},"useful_for":["organizational gap analysis","risk vocabulary","security program structure","profiles"],"strengths":["Technology-neutral","Widely usable vocabulary","Supports profiles and tiers"],"limitations":["Not a prescriptive control catalog or certification","Implementation quality depends on context and evidence"],"verification_notes":["Landing page reviewed 2026-09-16.","Record framework version, profile scope, and mappings used."],"tags":["cybersecurity","nist","framework","risk_management"]}
{"id":"cisa-zero-trust-maturity-model","name":"CISA Zero Trust Maturity Model","url":"https://www.cisa.gov/zero-trust-maturity-model","domain":"cybersecurity_supply_chain","category":"zero_trust_architecture","source_type":"maturity_model","primary_or_secondary":"primary","update_cadence":"release_based","geographic_scope":"united_states_federal_with_broader_applicability","machine_readable":{"level":"limited","formats":["html","pdf"],"access_notes":"Model documents are downloadable but not a data API."},"useful_for":["zero-trust roadmaps","identity and device architecture","network application and data planning"],"strengths":["Multi-pillar model","Concrete maturity stages","Useful planning vocabulary"],"limitations":["Maturity models can encourage checkbox scoring","Federal framing may need adaptation"],"verification_notes":["CISA blocked automated page retrieval on 2026-09-16.","Verify the current model version and avoid treating stage labels as proof of security."],"tags":["cybersecurity","zero_trust","cisa","maturity_model"]}