Robust JSON Parser for AI Outputs & Dirty Data

Parses malformed JSON from AI models or web scrapes by cleaning, fixing errors, and extracting valid objects for reliable automation.

n8n
Robust JSON Parser for AI Outputs & Dirty Data

This n8n sub-workflow is a powerful tool for handling 'dirty' JSON strings commonly produced by AI language models or extracted from web pages. It systematically cleans input by trimming whitespace and removing Markdown fences, then applies targeted fixes: escaping control characters, correcting backslash sequences, removing trailing commas, and repairing unescaped quotes within strings. If direct parsing fails, it intelligently extracts JSON-like blocks from larger text and reprocesses them.

The benefits are significant for automation workflows: it saves hours of manual data correction, reduces errors in downstream processes, and ensures consistent JSON output even from imperfect sources. By outputting clean, structured data (with optional parsing status for debugging), it integrates seamlessly as a sub-workflow, boosting reliability in AI-driven pipelines.

Ideal use cases include processing AI-generated content for website building (e.g., landing pages), API responses, or scraped data. Use it after AI nodes like OpenAI to structure outputs for databases, CRMs, or further automation. No setup required beyond linking via Execute Sub-Workflow node with a 'text' input.

Setup is quick: add Execute Sub-Workflow in your main flow, select this workflow, and pass { "text": "your JSON string" }. Deactivate the final Set node to retain debug info.

$14.99
Last updated October 3, 2026
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How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

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