Reference Cards for LLMs
These compact markdown files teach LLMs how to work with MAPI. Attach one to your chat, or tell your LLM to fetch it directly.
Each card is optimized for token efficiency—containing only what an LLM needs for that specific task.
Available Reference Cards
Choose the card that matches what you want your LLM to do.
MAPI Author
Teaches an LLM to write MAPI specifications from scratch. Describe your API and get a complete spec.
OpenAPI to MAPI
Converts OpenAPI/Swagger specifications to MAPI format. Handles field mapping and type conversion automatically.
AsyncAPI to MAPI
Converts AsyncAPI specifications for WebSocket and event-driven APIs to MAPI's unified format.
MAPI to OpenAPI
Exports MAPI specifications to OpenAPI 3.1 format for use with legacy tooling and code generators.
MAPI Validator
Validates MAPI documents for structural correctness, catching missing sections, invalid transport strings, and more.
Full MAPI Specification
The complete MAPI v0.93 specification. Use this when you need comprehensive understanding of all MAPI features and syntax.
How to Use
Choose a Card
Pick the reference card that matches your task—writing, converting, exporting, or validating.
Give it to Your LLM
Either attach the markdown file, paste it directly, or tell the LLM to fetch the URL.
Describe What You Need
The reference card teaches the format. You just describe your API or paste your existing spec.