REPOGEO REPORT · LITE
dr5hn/countries-states-cities-database
Default branch master · commit 05fd1790 · scanned 5/16/2026, 6:16:51 AM
GitHub: 9,547 stars · 3,000 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface dr5hn/countries-states-cities-database, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition the README's opening paragraph to clarify purpose and audience
Why:
CURRENTCountries States Cities Database A comprehensive, community-maintained dataset of **countries, states, cities, and postcodes** — published in 11 formats and free under the [Open Database License](LICENSE) **(attribution required)**.
COPY-PASTE FIXCountries States Cities Database A comprehensive, community-maintained dataset of **countries, states, cities, and postcodes**, solving the problem of manually collecting and structuring hierarchical geographical data. Published in 11 formats and free under the [Open Database License](LICENSE) **(attribution required)**, it's ideal for developers building applications that require accurate, pre-compiled location data.
- mediumtopics#2Expand repository topics with more specific keywords
Why:
CURRENTcities, countries, country, csv, geographical-data, psql, regions, state, states, world
COPY-PASTE FIXapi, cities, countries, country, csv, database, geographical-data, geospatial, location-data, open-data, psql, regions, state, states, world
- lowreadme#3Add a 'Key Differentiators' section to the README
Why:
COPY-PASTE FIX## Key Differentiators * **Community-maintained & Open Database License:** Ensures transparency, continuous updates, and freedom of use with attribution, unlike many proprietary alternatives. * **Comprehensive & Granular Data:** Offers an extensive dataset including countries, states, cities, and postcodes, with rich metadata like ISO codes, timezones, and native languages. * **Multiple Formats & API Access:** Provides data in 11 common formats (JSON, SQL, CSV, etc.) and a production-ready REST API for flexible integration into any application. * **Focus on Data Accuracy & Completeness:** Actively maintained with high coverage for timezones and a growing postcode database.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- GeoNames · recommended 1×
- MaxMind GeoIP2 / GeoLite2 · recommended 1×
- OpenStreetMap (OSM) · recommended 1×
- Google Cloud Public Datasets · recommended 1×
- ISO 3166-1, ISO 3166-2, and ISO 3166-3 Standards · recommended 1×
- CATEGORY QUERYWhere can I find a comprehensive database of global countries, states, and cities?you: not recommendedAI recommended (in order):
- GeoNames
- MaxMind GeoIP2 / GeoLite2
- OpenStreetMap (OSM)
- Google Cloud Public Datasets
- ISO 3166-1, ISO 3166-2, and ISO 3166-3 Standards
- UNData
- World Bank Data
AI recommended 7 alternatives but never named dr5hn/countries-states-cities-database. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat's the best API to get country, state, and city information for an application?you: not recommendedAI recommended (in order):
- Google Maps Platform Geocoding API
- OpenCage Geocoding API
- LocationIQ Geocoding API
- Mapbox Geocoding API
- GeoNames API
- HERE Geocoding & Search API
AI recommended 6 alternatives but never named dr5hn/countries-states-cities-database. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of dr5hn/countries-states-cities-database?passAI did not name dr5hn/countries-states-cities-database — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts dr5hn/countries-states-cities-database in production, what risks or prerequisites should they evaluate first?passAI named dr5hn/countries-states-cities-database explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo dr5hn/countries-states-cities-database solve, and who is the primary audience?passAI did not name dr5hn/countries-states-cities-database — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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dr5hn/countries-states-cities-database — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite