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QuantGeekDev/coincap-mcp (coincap-mcp)

coincap-mcp · v0.9.2 · scanned

What changed in the harness

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 100%→100%.

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

28.7 / 30

28.7 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

14.9 / 20

14.9 out of 20

Highest-impact fix

Estimated gain +5 points

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.

3 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
bitcoin_price
no_return_description
Get the current realtime market price of bitcoin. Returns the latest bitcoin price.
get_crypto_price
name_restates_behavior no_return_description
Retrieve the current realtime market price for a specified cryptocurrency using its name. Returns the latest price for the given coin.
list_assets
no_return_description
Get all cryptocurrency assets available in the system. Returns the complete list of available crypto assets.

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
bitcoin_price get_crypto_price medium A task like 'what is the realtime bitcoin price' plausibly matches both: bitcoin_price is specifically named for bitcoin, while get_crypto_price accepts a name parameter that could be set to 'bitcoin'. Without observing the input param, the agent could select either tool.

Compare the field

One score is useful.
The evidence makes it actionable.

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