Design
Search and ranking for volunteering, education data, and jobs
FastAPI MCP with tools for MX volunteering (Worldpackers, Brave, gob.mx domains), education (universities, careers, costs, soft skills), and jobs. URL deduplication, Prometheus metrics, optional Redis, SQLite/Postgres.
Visual style: HTTP API, /mcp/volunteer.*, education.*, jobs.*, learning.*
MX volunteering
Trusted MX sources, deduplication, apply_link when available.
Education
Rich dataset: universities, careers, tuition, soft skills.
CLI and persistence
education_enricher, education_details scripts; Redis, SQLite/Postgres.
Technical
Stack, complexity, and deployment context.
Stack
Python
FastAPI![](data:image/svg+xml,%3Csvg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="%2364748b" stroke-width="2"%3E%3Cpath d="M16 18l6-6-6-6M8 6l-6 6 6 6"/%3E%3C/svg%3E)
Brave Search
Redis
SQLite- Postgres
- Prometheus
- Complexity
- High
- Estimated time
- 10-15 hrs
- Deployment / context
- Railway, Procfile