Add Features for your Zed AI-built Python app
Expert add features for Python apps built with Zed AI. We audit Zed AI-generated Python code for add features issues. From $19.
Zed AI issues we find in Python projects
Problems specific to Zed AI's code generation patterns when building Python apps.
Inline edits applied directly to files without a diff review step
Zed AI applies inline edits immediately to open files, which makes changes fast but difficult to review as a unit before they are applied. Mistakes in multi-line edits can be harder to undo cleanly compared to tools that show a diff preview.
Fewer security guardrails than more established AI coding assistants
As a newer tool in a smaller ecosystem, Zed AI has less institutional knowledge built into its guardrails — it is less likely to flag insecure patterns in generated code like missing authentication or unsafe deserialization.
Limited codebase context compared to dedicated AI coding assistants
Zed AI operates primarily on open files and the immediate context rather than indexing the full codebase, so suggestions may not account for existing utilities, established patterns, or dependencies defined elsewhere in the project.
Python add features issues we check for
Add Features-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 add features covers
Everything included when we add features your Zed AI Python project.
Start with a self-serve audit
Get a professional add features of your Zed AI 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 Zed AI 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 add features my Zed AI-built Python app?
Yes. We regularly handle add features for Python projects built with Zed AI. We understand Zed AI's code patterns and the specific Python issues they introduce. Our review covers the full stack from frontend to backend.
What Python add features issues does Zed AI typically create?
Common add features issues in Zed AI-generated Python code include: inline edits applied directly to files without a diff review step, fewer security guardrails than more established ai coding assistants, limited codebase context compared to dedicated ai coding assistants. On the Python side, we often find: slow database queries, missing type hints, synchronous blocking in async frameworks.
How much does add features cost for a Zed AI Python project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on add features work on Zed AI-built Python projects, we provide a fixed quote after reviewing the audit results. No surprises.
Related resources
Other Python Technologies
Other Zed AI Python Services
Get add features for your Zed AI Python app
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.