io.github.mrhpython/lens-mcpai

lens-mcp

Verified · today

Outside-in validation gate for AI-generated text; a separate model checks LLM output, fail-closed.

Install

claude mcp add lens-mcp -- npx -y @soulfield/[email protected]

Requires: SOULFIELD_API_BASE, SOULFIELD_API_KEY

Our take

This server adds a second-model validation step for AI-generated text, designed to fail closed when output does not pass an outside-in check. It is for teams building guarded content pipelines, review gates, or compliance-sensitive generation workflows. The idea is specific and technically plausible, but the narrow scope and very small adoption signals point to an experimental tool that needs careful evaluation before relying on it in production.

reviewed by hand · 2026-08-28

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Verification record

last verified
today
github stars
0
last commit
today
archived
no
license
MIT
downloads / wk
5
latest version
1.1.1
in registry since
2026-08-27

github.com/mrhpython/lens-mcp

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