Prompts as Contracts: How the SEO Master Agent Turns an LLM Into a Typed Function

Описание и применение

SEO Master Agent использует строгие JSON‑контракты для LLM, обеспечивая предсказуемый вывод и автоматизированный UI.

Задача

Ensuring LLM outputs are predictable and machine‑processable for SEO workflows.

Результат

The agent enforces typed JSON contracts, enabling automated UI rendering and robust error handling across multiple LLM providers.

Рабочий процесс

• Define TASK_TYPES and REQUIRED_INPUTS
• Validate inputs, return 422 on missing
• Build system prompt that pins output shape
• Send request to chosen LLM via LiteLLM
• Receive structured JSON, store in ExecutionLog
• Expose GET /api/tasks/{task_id} for result retrieval

Доказательства

every task type forces the LLM to return only a raw JSON object with fixed keys. No markdown fences.

Источник

POST /api/settings/keys stores keys in local SQLite as a self-host convenience — flagged as not-a-secrets-manager, env vars recommended for production.

Источник