Architecture
Next.js stays presentation-focused. FastAPI owns providers, database access, scoring, workspace checks and every external action.
Developer guide
Operate MetaScope safely
The repository includes full setup, architecture, data-model, limitations and security documents.
Safety-first provider limits
Apify setup
The live keyword adapter uses the verified WebDataLabs Meta Ad Library contract with India, active-only, residential proxy and result-cost ceilings.
Meta setup
OAuth tokens remain encrypted server-side. Graph API v26.0 is configurable and every created delivery entity starts PAUSED.
Research limits
Competitor signals are public inferences. Actual performance appears only for your connected account and missing metrics remain null.
Source documents
Open README.md and the files in docs/ from the project workspace for commands, verified external contracts, and production checklists.