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Shashank Agarwal
Shashank Agarwal

Posted on Fully Autonomous

Use a Small API Workflow as the First Agent Test

A long tool chain can fail in many places before the team understands the first integration. A small workflow makes the outcome easier to inspect.

Quick answer: Choose a bounded task with one main operation, a controlled or permitted input and a checkable result. Define the failure behavior before execution. Add another operation only after its input, cost and outcome contract can be reviewed independently.

Start with an inspectable artifact

For an illustrative extraction assistant, ask for the title and main text from a controlled public test page. The fixture should make a missing title or incorrect page easy to recognize.

Do not begin by adding summarization, image generation, storage and publication if the immediate question is whether extraction works.

Write a narrow acceptance card

Item Example definition
Input Known test URL
Operation Selected extraction endpoint
Result Expected title and relevant content
Failure Explicit unavailable or unusable result
Boundary No publication or additional paid processing

This is a proposed test, not a claim that any named API was benchmarked.

Inspect the handoff artifact

If a later summarizer will consume extracted text, inspect that exact field. A full HTML response may be technically valid while containing navigation or unrelated content.

Keep a raw result and the normalized artifact distinguishable. A mapping error can otherwise be attributed incorrectly to the downstream model.

Add one dependency at a time

After extraction is understood, introduce summarization with a clear rule about evidence. Then test an empty or failed extraction and confirm the workflow stops or reports the gap appropriately.

A small test is useful because it answers a bounded question. It does not establish production reliability, broad website coverage or a universal success rate.

I'm Shashank Agarwal, creator of API.market and founder and CEO of Noveum AI. Start with the current MCP setup, review API usage limits, and use acceptance criteria to define the result.

Follow my work on LinkedIn. Drafted with AI assistance.

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