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Public assessment

memebo-at/memeboat-mcp (memeboat-mcp)

memeboat-mcp · v0.3.0 · scanned

What changed in the harness

Selection accuracy 98→100, 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

29.0 / 30

29.0 out of 30
03Economics

16.5 / 20

16.5 out of 20
04Discoverability

18.6 / 20

18.6 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.

1 defect 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
get_meme_template
no_return_description
Fetch one meme template by its slug (from search_meme_templates or a memebo.at/templates/<slug> URL). Returns the template's dimensions, image URL, suggested caption count, and its list of available background styles (availableStyles) that can be passed to create_meme's style parameter.

Selection evidence

Confusable tool pairs.

1 pair where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
search_meme_templates get_meme_template medium A request like "find the drake meme template and show its details" could lead an agent to call either the search tool (which already returns image URL and caption count) or fetch a specific template by slug, especially if the agent guesses a slug instead of searching first.

Compare the field

One score is useful.
The evidence makes it actionable.

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