Convert OpenAI Custom GPT to Cursor
Bring your Custom GPT persona, system prompts, and function calling tools into Cursor IDE.
01Architecture & File Mapping
- π
custom_gpt_instructions.txt - π
custom_gpt_manifest.json - π
openai_assistant_v2.json
- β¨
.cursorrules - β¨
.cursor/rules/*.mdc - β¨
.cursor/settings.json
| OpenAI Custom GPT Directive | Cursor Equivalent | Semantic Bridge Behavior |
|---|---|---|
| Custom GPT Instructions | .cursorrules | Formats conversational prompts into concise developer-oriented rules |
| OpenAI Actions / Functions | Cursor MCP / Tools | Converts function calling definitions into tool specifications |
| GPT Knowledge Base files | Cursor Project Docs | Preserves all uploaded markdown and text documentation |
02Step-by-Step Migration Walkthrough
Upload your OpenAI Custom GPT workspace files
Drag and drop your project repository or specific rule files (custom_gpt_instructions.txt, custom_gpt_manifest.json, openai_assistant_v2.json) 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 Cursor Package
Click download to receive your fully structured ZIP archive containing .cursorrules, .cursor/rules/*.mdc, .cursor/settings.json. Drop these files directly into your workspace to instantly begin using your AI assistant.
03Why Developers Choose PromptShift for OpenAI Custom GPT β Cursor
Extracts dense system prompts and formats them for Cursor fast code generation
Preserves negative constraints and style guidelines without drift
Zero server storage with client-side SHA-256 validation
Generates .windsurfrules simultaneously for dual IDE support
04Frequently Asked Questions
Can I export my Custom GPT instructions directly into Cursor?
Yes. Paste your Custom GPT system prompt or manifest into PromptShift, and get an optimized .cursorrules configuration in seconds.
How does PromptShift handle OpenAI function calling tools?
Function calling schemas are mapped to tool configurations and markdown references that Cursor agents understand.
Is my OpenAI API key protected?
PromptShift actively scans for and redacts sk-proj-* and related keys in RAM before file creation.
What is the pricing?
Free Starter for up to 2 files. $1.99 for a single full pass, or $5.99/mo for unlimited Pro migrations.
Transparent Commercial Pricing
Zero surprise fees. Instant 1-click checkout powered by Polar.sh as Merchant of Record with automated VAT receipts.
