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hanshs474/kavel-mcp (kavel-mcp)

kavel-mcp · v0.1.1 · scanned

What changed in the harness

Selection accuracy 98→100, token cost up 3%, 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

28.3 / 30

28.3 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

13.1 / 20

13.1 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
list_kavel_models
name_restates_behavior no_return_description
List the AI models Kavel runs (image and video), each model's strengths and typical use cases, and which models offer a free tier. Returns a list of models with their type, purpose, and free-tier availability so the user can pick the right one for their task.

Selection evidence

Confusable tool pairs.

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

Tool A Tool B Confidence Why they collide
list_kavel_tools list_kavel_models medium Names differ by a single token ('tools' vs 'models'). A task like 'what does Kavel offer for images and videos' doesn't specify whether the user wants generators or underlying models, so an agent leaning on the near-identical names could list the wrong set.
build_kavel_prompt open_in_kavel medium Both deliver a tuned prompt for a Kavel tool: one as text to paste, the other pre-set into a direct generator URL. A task like 'give me the prompt for a figurine' or 'help me make a wedding photo' plausibly maps to either, and both take the same tool-slug input.
list_kavel_tools open_in_kavel medium Both return the direct URL to a Kavel generator page. A task like 'find/open the link for the dancing-video generator' is ambiguous: list_kavel_tools needs a goal query, open_in_kavel needs a slug from that list, yet either result could satisfy the user.

Compare the field

One score is useful.
The evidence makes it actionable.

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