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Developer uses own product as playground for new MCP tool

The author discusses the benefits of using their own product, ESPION, as a testing ground for a new product called MCP. This approach allows for real-world application and feedback before a wider release. AI

IMPACT This article focuses on product development methodology rather than AI advancements, offering minimal direct impact on AI operators.

RANK_REASON The article describes the use of an existing product to test a new one, which falls under tool development and application.

Read on Medium — MCP tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Developer uses own product as playground for new MCP tool

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The article describes the use of an existing product to test a new one, which falls under tool development and application.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
product, other
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
Low
Off-topic or adjacent — cluster remains reachable but doesn't surface in AI-industry rankings.
Story freshness
110 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Medium — MCP tag TIER_1 English(EN) · Mauro Alberto ·

    Using Your Own Product as an MCP Playground

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@mauro_alberto_08/using-your-own-product-as-an-mcp-playground-e3134a0b5ef0?source=rss------mcp-5"><img src="https://cdn-images-1.medium.com/max/1408/1*PjMftLsoxj56PJD6JOq9Pw.png" width="1408" /…