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Dynamically convert OpenAPI specs into AI agent tools at runtime

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CahidArda/spec2tools

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Spec2Tools

Dynamically convert OpenAPI specs into AI agent tools at runtime—no code generation, no MCP server.

Packages

This monorepo contains three packages:

Package Description Install
@spec2tools/core Core utilities for OpenAPI parsing and authentication npm install @spec2tools/core
@spec2tools/sdk Create AI SDK tools from OpenAPI specifications npm install @spec2tools/sdk
@spec2tools/cli CLI for interacting with OpenAPI-based AI tools npx @spec2tools/cli

Quick Start

Using the SDK

import { createTools } from '@spec2tools/sdk';
import { generateText, stepCountIs } from 'ai';
import { openai } from '@ai-sdk/openai';

const tools = await createTools({ spec: './openapi.yaml' });

const result = await generateText({
  model: openai('gpt-4o'),
  tools,
  prompt: 'List all users',
  stopWhen: stepCountIs(3)
});

console.log(result.text);

Using the CLI

# Set your OpenAI API key
export OPENAI_API_KEY=your-api-key

# Start the agent with an OpenAPI spec
npx @spec2tools/cli start --spec https://api.example.com/openapi.json

Thesis

You have a server. You have an OpenAPI spec. Now, with all the MCP hype, you're told you need to build another server—an MCP server—just so AI agents can call your API. You look it up: define tools, maintain handlers, keep it in sync with your actual API. But wait... you already described your API in OpenAPI. Why do we need to describe it to the agent twice?

Spec2Tools is the alternative. A minimal agent harness that reads your OpenAPI spec and exposes endpoints as tools—no MCP server, no code generation, no maintenance burden.

Development

# Clone the repo
git clone https://github.com/CahidArda/spec2tools.git
cd spec2tools

# Install dependencies
pnpm install

# Build all packages
pnpm build

License

MIT

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Dynamically convert OpenAPI specs into AI agent tools at runtime

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