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Public assessment

mohamed-ashraf-elsaed/loupe (@loupekit/mcp)

loupekit-mcp · v0.7.0 · scanned

What changed in the harness

Selection accuracy 100→95, token cost up 1%, unconfirmed writes 0%→0%.

Category breakdown

Where the score comes from.

Earned points across the four signals Gradable measures. Safety and Legibility are scored out of 30; Economics and Discoverability are scored out of 20.

01Safety

0.0 / 30

0.0 out of 30
02Legibility

29.3 / 30

29.3 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

10.9 / 20

10.9 out of 20

Highest-impact fix

Estimated gain +30 points

Add explicit identity and permission preflight tools

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

Description evidence

Defects and rewrites.

2 defects found across the exposed tool descriptions. Suggested rewrites make purpose, inputs, boundaries, and returns easier for an agent to understand.

Tool Defect types Suggested rewrite
update_status
params_unexplained no_return_description
Update a comment's status. The id is the comment id from list_comments, and status must be one of open, in_progress, or done. Set it to in_progress when you start work and done when the change ships, closing the loop back to the PM. Returns nothing on success.
propose_change
no_return_description
Submit the modified UI for a comment: the rewritten HTML (and optional CSS) that resolves the PM's request. Provide the comment id from list_comments, the modified html, and optional css and notes. This stores your proposal on the comment so the dev team can review the code and a live preview in the dashboard, and returns confirmation that the proposal was saved. Use get_comment first to see the original element, its computed styles, and the screenshot.

Selection evidence

Confusable tool pairs.

0 pairs where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
No confusable tool pairs were flagged in this assessment.

Compare the field

One score is useful.
The evidence makes it actionable.

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