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SEO · Evaluation guide

Evaluate a DataForSEO MCP research workflow

Check task lifecycle, query context and provider-specific evidence.

MARqentic field notes · Original research workflow

Start with the question

For a data-provider connector, inspect both the research fields and the execution model. Some workflows may return results directly while others involve tasks. Your acceptance criteria should say how the client recognizes completion, partial results and a failed request.

A workflow you can check

Use the following steps as a small acceptance test. Keep the underlying observations with your notes so someone else can review the conclusion.

  1. Verify the connector operator and current setup instructions through the provider.
  2. Use a small fixed market and query set with explicit input limits.
  3. Inspect task identifiers, status fields and retrieval behavior when applicable.
  4. Retain raw provider fields before producing a normalized comparison.

Interpret the evidence

MARqentic is a separate hosted research service, not a customer DataForSEO account connection. Consult its current catalog and credit information for the offered workflow. Do not assume that two connectors share billing units, execution timing or every provider endpoint.

A prompt to adapt

Replace the inputs with your own approved examples. Ask the assistant to explain its scope before starting research.

Write an acceptance test for a search data connector. Cover query context, bounded inputs, result provenance, task completion where relevant and understandable failure reporting.

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