Public leaderboard

Public assessment

campertunity/mcp-server (campertunity-ai-tools)

campertunity-ai-tools · v0.1.0 · scanned

What changed in the harness

Selection accuracy 97→100, token cost up 11%, 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

28.0 / 30

28.0 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

12.2 / 20

12.2 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.

4 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
listing-search
no_return_description
Search for campgrounds and outdoor recreation listings matching the provided criteria and return a paginated list of results, including a cursor for retrieving additional pages. When start and end dates are given, results reflect availability for the requested date range and party size (adults/children), and can be filtered by coordinates and radius, by region/city/country (geocoded to coordinates when latitude/longitude are omitted), or by feature tags such as amenities and activities.
listing-details
no_return_description
Return detailed information about a specific listing identified by listingId, such as its name, location, description, amenities, and campsite options, for use in booking and availability workflows.
listing-availability
no_return_description
Return availability results for the specified siteIds at a listing within the given date range, indicating which campsites are available for the requested start and end dates.
listing-book
no_return_description
Return a booking URL that the user can open to reserve the specified listing for the given dates, with the party size (adults/children) included for the reservation.

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
listing-search listing-availability medium A task like 'find campgrounds with availability near Yosemite next weekend' matches the word 'availability' to listing-availability, but that tool requires a listingId for a specific listing, whereas listing-search is correct and even advertises startDate/endDate for availability searches. Conversely, 'is this site open those dates' could route to search's availability params. Realistic single-call misselection.
listing-availability listing-book low Both take a listingId plus startDate/endDate, so a task like 'can I book this site for those dates' or 'get me the booking availability' is ambiguous: one returns availability, the other a booking URL. Semantics are fairly distinct, so confusion is possible but not strong.
listing-search listing-book low Both descriptions are framed around 'campground or recreation' (listing-search: 'campgrounds and outdoor recreation listings'; listing-book: 'campground or recreation site'), so a task like 'book a campground for our trip to Colorado' could trigger listing-book before a specific listingId is known, when listing-search (with dates) is the correct first call.

Compare the field

One score is useful.
The evidence makes it actionable.

Back to the leaderboard