Performance for your Zed AI-built MongoDB app
Expert performance for MongoDB apps built with Zed AI. We audit Zed AI-generated MongoDB code for performance issues. From $19.
Zed AI issues we find in MongoDB projects
Problems specific to Zed AI's code generation patterns when building MongoDB 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.
MongoDB performance issues we check for
Performance-specific MongoDB problems that need attention before production.
No database indexes
Collections queried without indexes on frequently filtered or sorted fields, causing full collection scans that degrade as data grows.
Unbounded queries
find() calls without limit or pagination returning entire collections into memory, crashing the server with large datasets.
What our performance covers
Everything included when we performance your Zed AI MongoDB project.
Start with a self-serve audit
Get a professional performance of your Zed AI MongoDB 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 MongoDB 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 performance my Zed AI-built MongoDB app?
Yes. We regularly handle performance for MongoDB projects built with Zed AI. We understand Zed AI's code patterns and the specific MongoDB issues they introduce. Our review covers the full stack from frontend to backend.
What MongoDB performance issues does Zed AI typically create?
Common performance issues in Zed AI-generated MongoDB 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 MongoDB side, we often find: no database indexes, unbounded queries.
How much does performance cost for a Zed AI MongoDB project?
Start with our $19 automated audit to get a prioritized list of issues. For hands-on performance work on Zed AI-built MongoDB projects, we provide a fixed quote after reviewing the audit results. No surprises.
Related resources
Other MongoDB Technologies
Other Zed AI MongoDB Services
Get performance for your Zed AI MongoDB app
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