AI Transformation

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Test Code Conversion

AI Transformation

Convert, update, and harden test code across any framework and language.

Convert test code from one framework/language to another. AI translates all APIs, selectors, assertions, and custom code.
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Custom Instructions
Private Network Access

If your tests target internal URLs behind a firewall, choose how the conversion container should reach them. For self-hosted Docker deployments, configure at runtime. For Cloud Run, use a VPC connector or tunnel.

ngrok Tunnel
Expose internal app via public URL. Easiest setup — no firewall changes needed.
ngrok http 8080 on your machine, paste URL above
Cloudflare Tunnel
Zero-trust access to internal services. Authenticated, encrypted, no open ports.
cloudflared tunnel --url http://localhost:8080
SSH Tunnel / Port Forward
Forward a remote port to the container via SSH. Best for direct server access.
ssh -R 8080:internal-app:80 user@bastion
Tailscale / WireGuard Mesh VPN
Add the Docker container to your private mesh network. Direct device-to-device access.
Add --net=host to Docker run, or install Tailscale in container
OpenVPN / IPsec VPN
Traditional VPN for full network access. Mount your VPN config into the container.
docker run -v /path/to/vpn:/vpn --cap-add=NET_ADMIN
GCP VPC Connector (Cloud Run)
Connect Cloud Run directly to your GCP VPC. Access internal IPs, Cloud SQL, GKE services.
gcloud run deploy --vpc-connector=my-vpc
Docker self-hosted example with ngrok + Tailscale:
docker run -p 8080:8080 --net=host -e OPENAI_API_KEY=sk-... -e NGROK_URL=https://abc.ngrok.io conversion-service

Cloud Run with VPC connector:
gcloud run deploy conversion-service --vpc-connector=my-vpc --vpc-egress=all-traffic --set-env-vars=INTERNAL_BASE_URL=http://10.0.0.5:8080

URL rewriting: If your tests target http://localhost:3000 or http://internal-app.company.com, paste the tunnel/VPC URL above. The test runner will rewrite URLs at execution time.
Input Source Code
Examples:
Add complexity for testing:
Converted Output
Select a source example or paste code,
choose a target framework, and click Convert
Migration Notes
Initializing...
Parse
Detect
Map APIs
Generate
Validate
🔒 Privacy & Self-Hosting
Privacy notice: To process your code, the input and generated output are passed to one or more frontier LLMs (e.g. OpenAI, Anthropic) and are retained on our server for quality review, debugging, and improvement. Do not submit secrets, credentials, or regulated data.

Need privacy? Run the single Docker container on your own infrastructure with your own LLM keys — or fully air-gapped with local models (Ollama, vLLM, LM Studio). Your code never leaves your network. Contact us to get set up.