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mobileshop9991-star/clipwise-mcp (clipwise-mcp-server)

clipwise-mcp-server · v1.0.0 · scanned

What changed in the harness

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

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

30.0 / 30

30.0 out of 30
02Legibility

29.6 / 30

29.6 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

19.0 / 20

19.0 out of 20

Highest-impact fix

Estimated gain +1 point

Make target tools discoverable on the first call

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

Description evidence

Defects and rewrites.

0 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
No description defects were flagged in this assessment.

Selection evidence

Confusable tool pairs.

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

Tool A Tool B Confidence Why they collide
clipwise_get_info clipwise_get_use_cases medium Both descriptions target creators and growth on TikTok/Instagram: get_info lists 'how to grow on TikTok' and 'trend research' as triggers, while get_use_cases covers the same scenarios ('trend-research', 'content-strategy', 'low-views'). A task like 'how can Clipwise help me grow on TikTok?' or 'what does Clipwise do for creators' maps plausibly to either tool.
clipwise_get_info clipwise_search_trends low get_info's description explicitly lists 'trend research tools' as a query trigger, so a request like 'research TikTok trends for my niche' could be routed to get_info even though only search_trends returns actual viral/trend data; the overlap is narrow and descriptions otherwise diverge clearly.

Compare the field

One score is useful.
The evidence makes it actionable.

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