Build CVMatchScore
KINDAreplaces $4.08/mosaves $48.96/yrback to the verdict
Before step 1
you will need
- OpenAI or Anthropic API key
- pdf-parse or pdfplumber for resume text extraction
- a written rubric with a 0-10 definition per criterion
- a few real resume and posting pairs to sanity-check the scores
Delivery order
Scaffold the smallest runnable application and document its commands.
done whenThe project starts from a documented command in a clean checkout.
Implement the primary data model and core workflow.
done whenThe main object can be created, read and changed end to end.
Add validation, safe failure states, and persistence.
done whenBad input is refused with a readable message and nothing is left corrupted.
Cover the critical path with automated tests.
done whenThe highest-risk behavior fails the suite when it breaks.
Exercise a clean install from the README and fix every missing step.
done whenA fresh clone reaches the first successful workflow using only the README.
That is the whole plan for CVMatchScore. What it deliberately does not cover is below · check the gaps before you call it a replacement.
- a calibrated rubric that scores the same resume the same way twice
- 50+ language support tested per parameter
- DOC, DOCX, and RTF parsing beyond PDF
- improvement plans and tailored cover letters built from the same analysis
- scores comparable across weeks of applications
Need the files? The project pack on the verdict page hands your agent the whole brief · more career.