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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

Source Project Structure
Cursor
  • πŸ“„.cursorrules
  • πŸ“„.cursor/rules/*.mdc
Transpiled Target Structure
OpenAI Custom GPT
  • ✨OPENAI_SYSTEM_PROMPT.md
  • ✨custom_gpt_instructions.txt
  • ✨custom_gpt_manifest.json
  • ✨openai_assistant_v2.json
Cursor DirectiveOpenAI Custom GPT EquivalentSemantic Bridge Behavior
.cursorrulescustom_gpt_instructions.txtCondenses coding rules into conversational instructions
Cursor context rulesOpenAI Assistant v2 SpecEnables assistant tools and file search integration
Cursor autonomy directivesAutonomous Policy sectionInstructs GPT to execute proactively without boilerplate confirmations

02Step-by-Step Migration Walkthrough

1

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.

2

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.

3

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

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Generates custom_gpt_manifest.json with conversation starters ready to paste

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Creates openai_assistant_v2.json with code_interpreter and file_search enabled

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Optimizes prompt token length for GPT-4o, o1, and o3 reasoning models

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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.

Free Starter
$0
Up to 2 files β€’ Zero signup
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Single Migration
$1.99
1 full project export pass
Pro Developer
$5.99/mo
Unlimited multi-ecosystem
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