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Nam"},"license":"MIT","homepage":"https://samchon.github.io/openapi/api","keywords":["swagger","openapi","openapi-generator","openapi-validator","converter","migrate","typia","nestia","llm","llm-function-calling","structured-output","openai","chatgpt","claude","qwen","llama"],"repository":{"type":"git","url":"git+https://github.com/samchon/openapi.git"},"description":"Universal OpenAPI to LLM function calling schemas. Transform any Swagger/OpenAPI document into type-safe schemas for OpenAI, Claude, Qwen, and more.","maintainers":[{"name":"samchon","email":"samchon.github@gmail.com"}],"readme":"# `@samchon/openapi`\n```mermaid\nflowchart TB\nsubgraph \"OpenAPI Specification\"\n  v20(\"Swagger v2.0\") --upgrades--> emended[[\"OpenAPI v3.1 (emended)\"]]\n  v30(\"OpenAPI v3.0\") --upgrades--> emended\n  v31(\"OpenAPI v3.1\") --emends--> emended\nend\nsubgraph \"LLM Function Calling\"\n  emended --normalizes--> migration[[\"Migration Schema\"]]\n  migration --\"AI-Ready\"--> schema{{\"LLM Function Schema\"}}\nend\n```\n\n[![GitHub license](https://img.shields.io/badge/license-MIT-blue.svg)](https://github.com/samchon/openapi/blob/master/LICENSE)\n[![npm version](https://img.shields.io/npm/v/@samchon/openapi.svg)](https://www.npmjs.com/package/@samchon/openapi)\n[![Downloads](https://img.shields.io/npm/dm/@samchon/openapi.svg)](https://www.npmjs.com/package/@samchon/openapi)\n[![Build Status](https://github.com/samchon/openapi/workflows/build/badge.svg)](https://github.com/samchon/openapi/actions?query=workflow%3Abuild)\n[![API Documents](https://img.shields.io/badge/API-Documents-forestgreen)](https://samchon.github.io/openapi/api/)\n[![Discord Badge](https://img.shields.io/badge/discord-samchon-d91965?style=flat&labelColor=5866f2&logo=discord&logoColor=white&link=https://discord.gg/E94XhzrUCZ)](https://discord.gg/E94XhzrUCZ)\n\n**Transform OpenAPI documents into LLM function calling applications.**\n\n`@samchon/openapi` converts OpenAPI/Swagger documents into LLM function calling schemas. With full TypeScript type safety, automatic validation, and support for every OpenAPI version, it's the simplest way to make your HTTP backend AI-callable.\n\n## Key Features\n\n- **🌐 Multi-Provider Support**: Works with OpenAI, Claude, Qwen, Llama, and other LLM providers\n- **📝 Complete OpenAPI Coverage**: Swagger 2.0, OpenAPI 3.0, and OpenAPI 3.1 fully supported\n- **🔒 Type-Safe Validation**: Built-in validation with detailed error feedback for LLM responses\n- **🔄 MCP Integration**: Compose function calling schemas from Model Context Protocol servers\n- **📊 Emended Specification**: Standardized OpenAPI v3.1 format that removes ambiguities\n- **✅ Production Ready**: Battle-tested with 98%+ success rates in real-world LLM applications\n\n**Live Demo:**\n> https://github.com/user-attachments/assets/e1faf30b-c703-4451-b68b-2e7a8170bce5\n>\n> Watch how `@samchon/openapi` powers an AI shopping chatbot with [`@agentica`](https://github.com/wrtnlabs/agentica)\n>\n> - [View Backend Repository](https://github.com/samchon/shopping-backend)\n> - [Explore OpenAPI Document](https://nestia.io/editor/?simulate=true&e2e=true&url=https%3A%2F%2Fraw.githubusercontent.com%2Fsamchon%2Fshopping-backend%2Frefs%2Fheads%2Fmaster%2Fpackages%2Fapi%2Fswagger.json)\n\n\n\n\n## Quick Start\n\n```bash\nnpm install @samchon/openapi\n```\n\nTransform your OpenAPI document into an LLM function calling application:\n\n```typescript\nimport { HttpLlm, OpenApi } from \"@samchon/openapi\";\n\n// 1. Load and convert your OpenAPI document\nconst document: OpenApi.IDocument = OpenApi.convert(swagger);\n\n// 2. Generate LLM function calling schemas\nconst application: IHttpLlmApplication = HttpLlm.application({\n  document,\n});\n\n// 3. Find a function to call\nconst func: IHttpLlmFunction | undefined = application.functions.find(\n  (f) => f.path === \"/bbs/articles\" && f.method === \"post\"\n);\n\n// 4. Use with any LLM provider (OpenAI, Claude, Qwen, etc.)\nconst completion = await llm.chat.completions.create({\n  model: \"gpt-4o\", // or claude-3-5-sonnet, qwen-plus, etc.\n  messages: [...],\n  tools: [{\n    type: \"function\",\n    function: {\n      name: func.name,\n      description: func.description,\n      parameters: func.parameters,\n    }\n  }],\n});\n\n// 5. Execute with validation\nconst result = await HttpLlm.execute({\n  connection: { host: \"http://localhost:3000\" },\n  application,\n  function: func,\n  input: llmGeneratedArgs,\n});\n```\n\n**That's it!** Your HTTP backend is now AI-callable across all major LLM providers.\n\n\n\n\n## OpenAPI Definitions\n\n`@samchon/openapi` provides complete TypeScript definitions for all OpenAPI versions and introduces an \"emended\" OpenAPI v3.1 specification that serves as an intermediate format.\n\n```mermaid\nflowchart TB\nv20(Swagger v2.0) --upgrades--> emended[[\"<b><u>OpenAPI v3.1 (emended)</u></b>\"]]\nv30(OpenAPI v3.0) --upgrades--> emended\nv31(OpenAPI v3.1) --emends--> emended\nemended --downgrades--> v20d(Swagger v2.0)\nemended --downgrades--> v30d(OpenAPI v3.0)\n```\n\n**Supported Specifications:**\n- [Swagger v2.0](https://github.com/samchon/openapi/blob/master/src/SwaggerV2.ts)\n- [OpenAPI v3.0](https://github.com/samchon/openapi/blob/master/src/OpenApiV3.ts)\n- [OpenAPI v3.1](https://github.com/samchon/openapi/blob/master/src/OpenApiV3_1.ts)\n- [**OpenAPI v3.1 (emended)**](https://github.com/samchon/openapi/blob/master/src/OpenApi.ts) - Standardized format\n\n### What is \"Emended\" OpenAPI?\n\nThe emended specification removes ambiguities and duplications from OpenAPI v3.1, creating a cleaner, more consistent format. All conversions flow through this intermediate format.\n\n**Key Improvements:**\n- **Operations**: Merges parameters from path and operation levels, resolves all references\n- **JSON Schema**: Eliminates mixed types, unifies nullable handling, standardizes array/tuple representations\n- **Schema Composition**: Consolidates `anyOf`, `oneOf`, `allOf` patterns into simpler structures\n\n### Converting Between Versions\n\n```typescript\nimport { OpenApi } from \"@samchon/openapi\";\n\n// Convert any version to emended format\nconst emended: OpenApi.IDocument = OpenApi.convert(swagger); // Swagger 2.0/3.0/3.1\n\n// Downgrade to older versions if needed\nconst v30: OpenApiV3.IDocument = OpenApi.downgrade(emended, \"3.0\");\nconst v20: SwaggerV2.IDocument = OpenApi.downgrade(emended, \"2.0\");\n```\n\n### Validating OpenAPI Documents\n\nUse `typia` for runtime validation with detailed type checking:\n\n```typescript\nimport { OpenApi, OpenApiV3, OpenApiV3_1, SwaggerV2 } from \"@samchon/openapi\";\nimport typia from \"typia\";\n\nconst document: any = await fetch(\"swagger.json\").then(r => r.json());\n\n// Validate with detailed error messages\nconst result = typia.validate<\n  SwaggerV2.IDocument | OpenApiV3.IDocument | OpenApiV3_1.IDocument\n>(document);\n\nif (result.success) {\n  const emended: OpenApi.IDocument = OpenApi.convert(result.data);\n} else {\n  console.error(result.errors); // Detailed validation errors\n}\n```\n\nTry it: [Type assertion](https://typia.io/playground/?script=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-SVchFGZHATTXCVJcM1SQlXUasg4FUJp0BlUBtN6fA0L7smhsnF3TRwz7ATta7hgRp0rwYHGG36k3SPBAsU9fKIIBFy5hK9kk0JjN5fNFgexjqoIvSB0LeBIoDSgA) | [Detailed validation](https://typia.io/playground/?script=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-VPXgSKDyDMlEqLGDvKAYWnCVwlSXDDUkKotOo1ZBwKoTToDKoDLUeeBoYPZNDZOK+mix+OAnbH3DAjTpXgwFNnkN9mYeBtC5ut3eYffZDNCYzeL40TAlaJz1o2XbQDSQA)\n\n\n\n\n## LLM Function Calling\n\nTurn your HTTP backend into an AI-callable service. `@samchon/openapi` converts your OpenAPI document into function calling schemas that work with OpenAI GPT, Claude, Qwen, Llama, and other LLM providers.\n\n**Type Definitions:**\n\n<table>\n  <thead>\n    <tr>\n      <th>Category</th>\n      <th>Base</th>\n      <th>HTTP</th>\n      <th>MCP</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Application</td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/ILlmApplication-1.html\"><code>ILlmApplication</code></a></td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/IHttpLlmApplication-1.html\"><code>IHttpLlmApplication</code></a></td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/IMcpLlmApplication-1.html\"><code>IMcpLlmApplication</code></a></td>\n    </tr>\n    <tr>\n      <td>Function</td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/ILlmFunction-1.html\"><code>ILlmFunction</code></a></td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/IHttpLlmFunction-1.html\"><code>IHttpLlmFunction</code></a></td>\n      <td><a href=\"https://samchon.github.io/openapi/api/interfaces/IMcpLlmFunction-1.html\"><code>IMcpLlmFunction</code></a></td>\n    </tr>\n    <tr>\n      <td>Parameters</td>\n      <td colspan=\"3\" align=\"center\"><a href=\"https://samchon.github.io/openapi/api/interfaces/ILlmSchema.IParameters.html\"><code>ILlmSchema.IParameters</code></a></td>\n    </tr>\n    <tr>\n      <td>Schema</td>\n      <td colspan=\"3\" align=\"center\"><a href=\"https://samchon.github.io/openapi/api/types/ILlmSchema.html\"><code>ILlmSchema</code></a></td>\n    </tr>\n  </tbody>\n</table>\n\n### Complete Example\n\nHere's a full example showing LLM function calling with OpenAI (works identically with Claude, Qwen, etc.):\n\n```typescript\nimport { HttpLlm, OpenApi, IHttpLlmApplication, IHttpLlmFunction } from \"@samchon/openapi\";\nimport OpenAI from \"openai\";\n\n// 1. Convert OpenAPI to LLM function calling application\nconst document: OpenApi.IDocument = OpenApi.convert(swagger);\nconst application: IHttpLlmApplication = HttpLlm.application({\n  document,\n});\n\n// 2. Find the function by path and method\nconst func: IHttpLlmFunction | undefined = application.functions.find(\n  (f) => f.path === \"/shoppings/sellers/sale\" && f.method === \"post\"\n);\nif (!func) throw new Error(\"Function not found\");\n\n// 3. Let OpenAI GPT call the function\nconst client: OpenAI = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });\nconst completion: OpenAI.ChatCompletion = await client.chat.completions.create({\n  model: \"gpt-4o\",\n  messages: [\n    { role: \"system\", content: \"You are a helpful shopping assistant.\" },\n    { role: \"user\", content: \"I want to sell Microsoft Surface Pro 9...\" }\n  ],\n  tools: [{\n    type: \"function\",\n    function: {\n      name: func.name,\n      description: func.description,\n      parameters: func.parameters,\n    }\n  }],\n});\n\n// 4. Execute the function call on your actual server\nconst toolCall = completion.choices[0].message.tool_calls![0];\nconst result = await HttpLlm.execute({\n  connection: { host: \"http://localhost:37001\" },\n  application,\n  function: func,\n  input: JSON.parse(toolCall.function.arguments),\n});\n```\n\n**Works with Any LLM Provider:**\n\n```typescript\n// OpenAI\nconst openai = new OpenAI({ apiKey: \"...\" });\n\n// Anthropic Claude\nconst anthropic = new Anthropic({ apiKey: \"...\" });\n\n// Alibaba Qwen via DashScope\nconst qwen = new OpenAI({\n  apiKey: \"...\",\n  baseURL: \"https://dashscope.aliyuncs.com/compatible-mode/v1\",\n});\n\n// All use the same func.parameters schema\n```\n\n### Validation Feedback - Fixing LLM Mistakes\n\n**The Problem**: LLMs make type errors. A lot.\n\nEven when your schema says `Array<string>`, GPT might return just `\"string\"`. In real-world testing with OpenAI GPT-4o-mini on a shopping service:\n- **1st attempt**: 70% success rate ❌\n- **2nd attempt** (with validation feedback): 98% success rate ✅\n- **3rd attempt**: Never failed ✅\n\n**The Solution**: Validate LLM output and send errors back for correction.\n\n```typescript\nimport { HttpLlm, IHttpLlmFunction, IValidation } from \"@samchon/openapi\";\n\nconst func: IHttpLlmFunction = application.functions[0];\n\n// Validate LLM-generated arguments\nconst result: IValidation<unknown> = func.validate(llmArguments);\n\nif (result.success === false) {\n  // Send detailed error feedback to LLM\n  return await retryWithFeedback({\n    message: \"Type errors detected. Please correct the arguments.\",\n    errors: result.errors, // Detailed error information\n  });\n} else {\n  // Execute the validated function\n  const output = await HttpLlm.execute({\n    connection: { host: \"http://localhost:3000\" },\n    application,\n    function: func,\n    input: result.data,\n  });\n  return output;\n}\n```\n\nThe validation uses [`typia.validate<T>()`](https://typia.io/docs/validators/validate), which provides the most accurate validation and extremely detailed error messages compared to other validators:\n\nComponents               | `typia` | `TypeBox` | `ajv` | `io-ts` | `zod` | `C.V.`\n-------------------------|--------|-----------|-------|---------|-------|------------------\n**Easy to use**          | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[Object (simple)](https://github.com/samchon/typia/blob/master/test/src/structures/ObjectSimple.ts)          | ✔ | ✔ | ✔ | ✔ | ✔ | ✔\n[Object (hierarchical)](https://github.com/samchon/typia/blob/master/test/src/structures/ObjectHierarchical.ts)    | ✔ | ✔ | ✔ | ✔ | ✔ | ✔\n[Object (recursive)](https://github.com/samchon/typia/blob/master/test/src/structures/ObjectRecursive.ts)       | ✔ | ❌ | ✔ | ✔ | ✔ | ✔\n[Object (union, implicit)](https://github.com/samchon/typia/blob/master/test/src/structures/ObjectUnionImplicit.ts) | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[Object (union, explicit)](https://github.com/samchon/typia/blob/master/test/src/structures/ObjectUnionExplicit.ts) | ✔ | ✔ | ✔ | ✔ | ✔ | ❌\n[Object (additional tags)](https://github.com/samchon/#comment-tags)        | ✔ | ✔ | ✔ | ✔ | ✔ | ✔\n[Object (template literal)](https://github.com/samchon/typia/blob/master/test/src/structures/TemplateUnion.ts) | ✔ | ✔ | ✔ | ❌ | ❌ | ❌\n[Object (dynamic properties)](https://github.com/samchon/typia/blob/master/test/src/structures/DynamicTemplate.ts) | ✔ | ✔ | ✔ | ❌ | ❌ | ❌\n[Array (rest tuple)](https://github.com/samchon/typia/blob/master/test/src/structures/TupleRestAtomic.ts) | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[Array (hierarchical)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayHierarchical.ts)     | ✔ | ✔ | ✔ | ✔ | ✔ | ✔\n[Array (recursive)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayRecursive.ts)        | ✔ | ✔ | ✔ | ✔ | ✔ | ❌\n[Array (R+U, explicit)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayRecursiveUnionExplicit.ts) | ✔ | ✔ | ❌ | ✔ | ✔ | ❌\n[Array (R+U, implicit)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayRecursiveUnionImplicit.ts)    | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[Array (repeated)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayRepeatedNullable.ts)    | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[Array (repeated, union)](https://github.com/samchon/typia/blob/master/test/src/structures/ArrayRepeatedUnionWithTuple.ts)    | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n[**Ultimate Union Type**](https://github.com/samchon/typia/blob/master/test/src/structures/UltimateUnion.ts)  | ✅ | ❌ | ❌ | ❌ | ❌ | ❌\n\n> `C.V.` means `class-validator`\n\n### Human-AI Collaboration (Separating Parameters)\n\nSometimes you need both human input and AI-generated parameters. Use the `separate` option to split parameters between LLM and human:\n\n```typescript\nimport { HttpLlm, LlmTypeChecker } from \"@samchon/openapi\";\n\nconst application = HttpLlm.application({\n  document,\n  options: {\n    separate: (schema) =>\n      LlmTypeChecker.isString(schema) &&\n      !!schema.contentMediaType?.startsWith(\"image\"),\n  },\n});\n\nconst func = application.functions.find(\n  (f) => f.path === \"/shoppings/sellers/sale\" && f.method === \"post\"\n)!;\n\n// func.separated.llm - for AI to fill (text, numbers, etc.)\n// func.separated.human - for human to provide (file uploads, images)\n\nconst result = await HttpLlm.execute({\n  connection: { host: \"http://localhost:37001\" },\n  application,\n  function: func,\n  input: HttpLlm.mergeParameters({\n    function: func,\n    llm: llmGeneratedArgs,\n    human: {\n      content: {\n        files: [...], // Human provides files\n        thumbnails: [...], // Human provides images\n      },\n    },\n  }),\n});\n```\n\n\n\n\n## Model Context Protocol\n\n```mermaid\nflowchart TB\nsubgraph \"JSON Schema Specification\"\n  schemav4(\"JSON Schema v4 ~ v7\") --upgrades--> emended[[\"OpenAPI v3.1 (emended)\"]]\n  schema2910(\"JSON Schema 2019-03\") --upgrades--> emended\n  schema2020(\"JSON Schema 2020-12\") --emends--> emended\nend\nsubgraph \"AI Ecosystem\"\n  emended --normalizes--> migration[[\"Migration Schema\"]]\n  migration --AI-Ready--> schema{{\"LLM Function Schema\"}}\n  schema --supports--> all(\"All LLM Providers\")\nend\n```\n\n`@samchon/openapi` provides better MCP function calling than using the [`mcp_servers`](https://openai.github.io/openai-agents-python/mcp/#using-mcp-servers) property directly.\n\nWhile MCP can execute server functions directly through the `mcp_servers` property, `@samchon/openapi` offers significant advantages through [validation feedback](#validation-feedback---fixing-llm-mistakes) and [selector agent filtering](https://wrtnlabs.io/agentica/docs/concepts/function-calling/#orchestration-strategy) for context optimization.\n\nFor example, the GitHub MCP server has 30 functions. Loading all of them via `mcp_servers` creates huge context that often causes AI agents to crash with hallucinations. Function calling with proper filtering avoids this problem.\n\n> https://github.com/user-attachments/assets/72390cb4-d9b1-4d31-a6dd-d866da5a433b\n>\n> GitHub MCP server via [`mcp_servers`](https://openai.github.io/openai-agents-python/mcp/#using-mcp-servers) often crashes.\n>\n> However, function calling to GitHub MCP with [`@agentica`](https://github.com/wrtnlabs/agentica) works properly.\n>\n> - Function calling demo: https://www.youtube.com/watch?v=rLlHkc24cJs\n\n**Creating MCP applications:**\n\nUse [`McpLlm.application()`](https://samchon.github.io/openapi/api/functions/McpLlm.application.html) to create function calling schemas from MCP tools. The returned [`IMcpLlmApplication`](https://samchon.github.io/openapi/api/interfaces/IMcpLlmApplication-1.html) works across all LLM providers and includes validation feedback.\n\nMCP supports all JSON schema specifications:\n- JSON Schema v4, v5, v6, v7\n- JSON Schema 2019-03\n- JSON Schema 2020-12\n\n```typescript\nimport { IMcpLlmApplication, IMcpLlmFunction, IValidation, McpLlm } from \"@samchon/openapi\";\n\nconst application: IMcpLlmApplication = McpLlm.application({\n  tools: [...], // MCP tools\n});\n\nconst func: IMcpLlmFunction = application.functions.find(\n  (f) => f.name === \"create\",\n)!;\n\n// Validate with detailed feedback\nconst result: IValidation<unknown> = func.validate({\n  title: \"Hello World\",\n  body: \"Nice to meet you AI developers\",\n  thumbnail: \"https://wrtnlabs.io/agentica/thumbnail.jpg\",\n});\n\nif (result.success) {\n  // Execute validated function\n  console.log(\"Valid arguments:\", result.data);\n} else {\n  // Send errors back to LLM for correction\n  console.error(\"Validation errors:\", result.errors);\n}\n```\n\n> [!NOTE]\n>\n> You can also compose [`ILlmApplication`](https://samchon.github.io/openapi/api/interfaces/ILlmApplication-1.html) from a TypeScript class using `typia`.\n>\n> https://typia.io/docs/llm/application\n>\n> ```typescript\n> import { ILlmApplication } from \"@samchon/openapi\";\n> import typia from \"typia\";\n>\n> const app: ILlmApplication = typia.llm.application<YourClassType>();\n> ```\n\n\n\n\n## Utilization Cases\n\n### Agentica\n[![Agentica](https://wrtnlabs.io/agentica/og.jpg)](https://github.com/wrtnlabs/agentica)\n\nhttps://github.com/wrtnlabs/agentica\n\nAgentic AI framework that converts OpenAPI documents into LLM function calling schemas. Uses `@samchon/openapi` to transform backend REST APIs into callable functions with automatic parameter validation and type-safe remote execution.\n\n```typescript\nimport { Agentica, assertHttpController } from \"@agentica/core\";\nimport OpenAI from \"openai\";\nimport typia from \"typia\";\n\nimport { MobileFileSystem } from \"./services/MobileFileSystem\";\n\nconst agent = new Agentica({\n  vendor: {\n    api: new OpenAI({ apiKey: \"********\" }),\n    model: \"gpt-4o-mini\",\n  },\n  controllers: [\n    // Functions from TypeScript class\n    typia.llm.controller(\n      \"filesystem\",\n      MobileFileSystem(),\n    ),\n    // Functions from Swagger/OpenAPI\n    // Uses @samchon/openapi under the hood\n    assertHttpController({\n      name: \"shopping\",\n      document: await fetch(\n        \"https://shopping-be.wrtn.ai/editor/swagger.json\",\n      ).then(r => r.json()),\n      connection: {\n        host: \"https://shopping-be.wrtn.ai\",\n        headers: { Authorization: \"Bearer ********\" },\n      },\n    }),\n  ],\n});\nawait agent.conversate(\"I wanna buy MacBook Pro\");\n```\n\n### AutoBE\n[![AutoBE](https://autobe.dev/og.jpg)](https://autobe.dev)\n\nhttps://autobe.dev\n\nAI backend code generator achieving 100% compilation success by using function calling to construct compiler AST instead of generating code text. For API specification design, uses `@samchon/openapi` types - AI calls compiler functions to build OpenAPI document structures that define REST endpoints and request/response schemas.\n\n```typescript\nimport { MicroAgentica } from \"@agentica/core\";\nimport { OpenApi } from \"@samchon/openapi\";\n\nconst agent = new MicroAgentica({\n  vendor: {\n    api: new OpenAI({ apiKey: \"********\" }),\n    model: \"gpt-4o-mini\",\n  },\n  controllers: [\n    // Compiler functions that receive/produce OpenApi.IDocument\n    typia.llm.controller(\n      \"api\",\n      new OpenApiWriteApplication(),\n    ),\n  ],\n});\nawait agent.conversate(\"Design API specification and generate backend app.\");\n\nclass OpenApiWriteApplication {\n  // LLM calls this function with OpenApi.IDocument structure\n  public async write(document: OpenApi.IDocument): Promise<void> {\n    // Compiler validates schema structure before code generation\n    ...\n  }\n}\n```\n\n\n\n\n## License\n\nMIT License\n\nCopyright (c) 2024 Jeongho Nam\n\nFor detailed API documentation, visit: https://samchon.github.io/openapi/api/\n","readmeFilename":"README.md"}