{"id":50454129,"url":"https://github.com/mizcausevic-dev/saas-help-center-geo-optimizer","last_synced_at":"2026-06-01T01:05:40.660Z","repository":{"id":357461788,"uuid":"1236832068","full_name":"mizcausevic-dev/saas-help-center-geo-optimizer","owner":"mizcausevic-dev","description":"Scores SaaS help center content for GEO readiness, answer structure, FAQ quality, and AI visibility 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SaaS Help Center GEO Optimizer\r\n\r\nScore a SaaS help center for GEO readiness so support, marketing, and content\r\nteams can turn support articles into AI-citable answers instead of generic\r\nsearch leftovers.\r\n\r\n## Why This Repo Is Good\r\n\r\n- It sits directly at the intersection of marketing, SaaS, and analytics.\r\n- It targets GEO and answer-engine visibility, not just old-school SEO.\r\n- It produces a prioritized fix queue instead of vague “optimize your content” advice.\r\n- It gives support and content teams a measurable way to improve AI answer coverage.\r\n\r\n## What It Ships\r\n\r\n- FastAPI scoring service\r\n- realistic Zendesk-style help-center export\r\n- GEO scoring for entity clarity, FAQ readiness, schema coverage, structure, citation value, and freshness\r\n- article-level explanation surface\r\n- real PNG screenshots generated from repo-owned proof pages\r\n- tests and CI\r\n\r\n## Screenshots\r\n\r\n### Overview\r\n\r\n![Overview](./screenshots/01-overview.png)\r\n\r\n### Fix Queue\r\n\r\n![Fix Queue](./screenshots/02-fix-queue.png)\r\n\r\n### Evidence Lane\r\n\r\n![Evidence Lane](./screenshots/03-evidence-lane.png)\r\n\r\n### API Summary\r\n\r\n![API Summary](./screenshots/04-api-summary.png)\r\n\r\n## Local Run\r\n\r\n```powershell\r\ncd saas-help-center-geo-optimizer\r\npy -3.11 -m venv .venv\r\n.\\.venv\\Scripts\\python.exe -m pip install -r requirements.txt\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\nOpen:\r\n\r\n- [http://127.0.0.1:4617/](http://127.0.0.1:4617/)\r\n- [http://127.0.0.1:4617/queue](http://127.0.0.1:4617/queue)\r\n- [http://127.0.0.1:4617/evidence](http://127.0.0.1:4617/evidence)\r\n- [http://127.0.0.1:4617/docs](http://127.0.0.1:4617/docs)\r\n\r\nIf that port is occupied:\r\n\r\n```powershell\r\n$env:PORT = \"4621\"\r\n.\\.venv\\Scripts\\python.exe -m app.main\r\n```\r\n\r\n## Validation\r\n\r\n```powershell\r\ncd saas-help-center-geo-optimizer\r\n.\\.venv\\Scripts\\python.exe -m unittest discover -s tests\r\n.\\.venv\\Scripts\\python.exe scripts\\run_demo.py\r\n.\\.venv\\Scripts\\python.exe scripts\\smoke_check.py\r\n.\\.venv\\Scripts\\python.exe scripts\\render_readme_assets.py\r\n```\r\n\r\n## Example Output\r\n\r\n```json\r\n{\r\n  \"slug\": \"set-up-sso-for-your-workspace\",\r\n  \"geoScore\": 59,\r\n  \"priority\": \"high\",\r\n  \"fixQueue\": [\r\n    \"Refresh article examples and timestamp to improve answer trust.\",\r\n    \"Add explicit FAQ blocks to increase answer extraction quality.\"\r\n  ]\r\n}\r\n```\r\n\r\n## Repo Layout\r\n\r\n- `app/main.py`\r\n- `app/services/geo_service.py`\r\n- `app/data/sample_help_center.json`\r\n- `docs/architecture.md`\r\n- `scripts/render_readme_assets.py`\r\n\r\n## Why It Matters for SaaS Teams\r\n\r\nHelp-center content is often some of the highest-intent material a SaaS company\r\npublishes. If those pages are easy for AI systems to parse and cite, they can\r\ninfluence:\r\n\r\n- support deflection\r\n- trial conversion\r\n- product education\r\n- brand authority in AI-generated answers\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fsaas-help-center-geo-optimizer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmizcausevic-dev%2Fsaas-help-center-geo-optimizer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fsaas-help-center-geo-optimizer/lists"}