Refactor Code for your Fine.dev-built Python app
Expert refactor code for Python apps built with Fine.dev. We audit Fine.dev-generated Python code for refactor code issues. From $19.
Fine.dev issues we find in Python projects
Problems specific to Fine.dev's code generation patterns when building Python apps.
Spec interpretation may differ significantly from intent
Fine.dev builds exactly what the specification says, not what you meant. Ambiguous specs lead to technically correct implementations that miss the actual product requirement.
Cross-file changes may miss security implications
When Fine.dev generates features spanning multiple files, security-sensitive changes — new endpoints, auth checks, data access patterns — are spread across the PR without a consolidated security review surface.
Generated tests may not cover real-world edge cases
Fine.dev writes tests for the happy path and obvious failure cases from the spec. Edge cases not explicitly mentioned — concurrent requests, null inputs, rate limits — are frequently untested.
Python refactor code issues we check for
Refactor Code-specific Python problems that need attention before production.
Slow database queries
ORM queries that generate inefficient SQL, N+1 query patterns, and missing database indexes.
Missing type hints
No type annotations makes bugs harder to catch, code harder to understand, and IDE support limited.
Synchronous blocking in async frameworks
Calling synchronous operations inside async FastAPI endpoints, blocking the entire event loop.
What our refactor code covers
Everything included when we refactor code your Fine.dev Python project.
Start with a self-serve audit
Get a professional refactor code of your Fine.dev Python project at a fixed price.
External Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 vulnerability check
- SSL/TLS configuration analysis
- Security header assessment
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerability analysis
- Code quality review
- Dependency audit
- Architecture review
- Expert + AI code analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Three steps to get your Fine.dev Python app production-ready.
Tell us about your app
Share your project details and what you need help with.
Expert + AI audit
A human expert assisted by AI reviews your code within 24 hours.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Can you refactor code my Fine.dev-built Python app?
Yes. We regularly handle refactor code for Python projects built with Fine.dev. We understand Fine.dev's code patterns and the specific Python issues they introduce. Our review covers the full stack from frontend to backend.
What Python refactor code issues does Fine.dev typically create?
Common refactor code issues in Fine.dev-generated Python code include: spec interpretation may differ significantly from intent, cross-file changes may miss security implications, generated tests may not cover real-world edge cases. On the Python side, we often find: slow database queries, missing type hints, synchronous blocking in async frameworks.
How much does refactor code cost for a Fine.dev Python project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on refactor code work on Fine.dev-built Python projects, we provide a fixed quote after reviewing the audit results. No surprises.
Related resources
Other Python Technologies
Other Fine.dev Python Services
Get refactor code for your Fine.dev Python app
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