• TRIAGE
  • FIX
  • RETRY
  • HUMAN

How to fix failed document parsing with your AI

Connect Parseur to your agent to automate the cleanup of failed extractions. Once you fix a template, your AI handles the retries.

Ask AI about this page

Short answer

How do I fix failed document parsing with my AI?

Your AI uses Parseur to find documents that failed extraction and triggers a retry once you've updated the template. You'll get a clean list of errors and a way to re-process them without manual clicks.

Error handling

Where every issue lands.

The AI organizes your parsing errors into these four outcomes.

TRIAGE

Identify failed files

The AI pulls a list of documents that didn't extract correctly. You'll see exactly which files are causing trouble.

FIX

Update your templates

After you adjust your Parseur templates to match the new document layouts, the AI knows it's ready to try again.

RETRY

Trigger re-processing

The AI sends the command to re-run the extraction on the specific files that failed previously.

HUMAN

Manual review needed

If a document keeps failing even after a retry, the AI flags it for you to inspect manually in Parseur.

The workflow

What your AI does when a parsing error occurs.

The AI handles the repetitive work of checking status and re-running jobs.

  1. Scan for errors

    The AI checks your Parseur account to find any documents that didn't finish extracting.

    list_documents

  2. Isolate failures

    It filters the list to focus only on the specific files that need attention.

    list_documents

  3. Execute retries

    Once you confirm the template is fixed, the AI tells Parseur to attempt the extraction again.

    retry_document

  4. Verify success

    The AI checks the status of the retried documents to ensure they are now parsed correctly.

    list_documentsretry_document

Try it

Copy these to start.

Use these prompts to kick off the recovery process.

Starting points

These are opening lines. Swap out the specific document names or folder IDs to match your actual Parseur setup.

Parseur Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_6MExFCZztxj2EawHbJwpL4Z4EKWcXn1vrBkxx1fJ/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Parseur capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "parseur-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_6MExFCZztxj2EawHbJwpL4Z4EKWcXn1vrBkxx1fJ/mcp"
    }
  }
}
Copy into chat04

  • List all documents in Parseur that failed to parse so I can see what went wrong.

  • Find the failed documents from my recent invoice batch and prepare them for a retry.

  • I've updated my template. Now, retry the extraction for the failed files in my Parseur account.

  • Check the status of the documents I just retried to see if they parsed successfully.

  • Claude
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  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Parseur once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your agent to manage your extractions.

Connect Parseur to your AI

FAQ

How this task behaves.

  • 01

    Can the AI fix my Parseur templates automatically?

    No. You must manually update the templates in Parseur to fix the extraction logic. The AI only triggers the retry after you've made those changes.

  • 02

    Will the AI delete any documents?

    No. The AI only reads document status and triggers retries. It cannot delete files or data from Parseur.

  • 03

    How does the AI know which documents to retry?

    The AI identifies them by checking the status of your documents through the connection.

  • 04

    Can the AI create new templates?

    No. Template creation and editing happen within the Parseur interface, not through the AI.

  • 05

    Does the AI handle the actual data extraction?

    No. Parseur performs the extraction. The AI simply manages the workflow of finding failures and requesting retries.

  • More questions about Parseur? See everything the Parseur Connector can do

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