Port Cursor Rules to OpenAI Custom GPT & Assistants
Deploy your battle-tested Cursor coding rules as an OpenAI Custom GPT or Assistants API v2 agent.
01Architecture & File Mapping
- π
.cursorrules - π
.cursor/rules/*.mdc
- β¨
OPENAI_SYSTEM_PROMPT.md - β¨
custom_gpt_instructions.txt - β¨
custom_gpt_manifest.json - β¨
openai_assistant_v2.json
| Cursor Directive | OpenAI Custom GPT Equivalent | Semantic Bridge Behavior |
|---|---|---|
| .cursorrules | custom_gpt_instructions.txt | Condenses coding rules into conversational instructions |
| Cursor context rules | OpenAI Assistant v2 Spec | Enables assistant tools and file search integration |
| Cursor autonomy directives | Autonomous Policy section | Instructs GPT to execute proactively without boilerplate confirmations |
02Step-by-Step Migration Walkthrough
Upload your Cursor workspace files
Drag and drop your project repository or specific rule files (.cursorrules, .cursor/rules/*.mdc) into the PromptShift workspace. All reading and parsing is performed strictly in your browser RAM without disk persistence.
Inspect Automated Secret Sanitization & AST Fidelity
PromptShift executes active secret sanitization in memory, redacting exposed API keys (OpenAI, Anthropic, Stripe, AWS, HuggingFace) before compiling to the Canonical AI Project Schema (CAPS) with certified 98.5% semantic parity.
Export Ready-to-Run OpenAI Custom GPT Package
Click download to receive your fully structured ZIP archive containing OPENAI_SYSTEM_PROMPT.md, custom_gpt_instructions.txt, custom_gpt_manifest.json, openai_assistant_v2.json. Drop these files directly into your workspace to instantly begin using your AI assistant.
03Why Developers Choose PromptShift for Cursor β OpenAI Custom GPT
Generates custom_gpt_manifest.json with conversation starters ready to paste
Creates openai_assistant_v2.json with code_interpreter and file_search enabled
Optimizes prompt token length for GPT-4o, o1, and o3 reasoning models
Redacts private environment variables and API tokens automatically
04Frequently Asked Questions
How do I turn my .cursorrules into an OpenAI Custom GPT?
Upload your .cursorrules to PromptShift, choose OpenAI as the target, and download custom_gpt_instructions.txt and manifest.json ready for the GPT builder.
Does this work with the OpenAI Assistants API v2?
Yes! PromptShift produces an official openai_assistant_v2.json schema ready to be used with the OpenAI SDK.
Does it support GPT-4o and o1 reasoning models?
Yes, instructions are optimized for both reasoning and standard generation models.
Where is my data processed?
100% in-RAM on your browser and edge server, with zero database storage.
Transparent Commercial Pricing
Zero surprise fees. Instant 1-click checkout powered by Polar.sh as Merchant of Record with automated VAT receipts.
