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iplocate/mcp-server-iplocate (@iplocate/mcp-server)

iplocate-mcp-server · v1.0.0 · scanned

What changed in the harness

Selection accuracy 95→95, token cost up 2%, 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

25.8 / 30

25.8 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

15.8 / 20

15.8 out of 20

Highest-impact fix

Estimated gain +1 point

Rewrite 6 underspecified tool descriptions

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

Description evidence

Defects and rewrites.

6 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
lookup_ip_address_details
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return a full JSON profile: geolocation, network/ASN details, privacy/security flags (VPN, proxy, Tor, hosting), company/organization data, and abuse contact information.
lookup_ip_address_location
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return its geographic location data: country, region, city, latitude/longitude coordinates, timezone, and postal code.
lookup_ip_address_privacy
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return privacy/security indicators for it, including whether it is a VPN, proxy, Tor exit node, or hosting/datacenter IP, plus any known abuse signals.
lookup_ip_address_network
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return its network/ASN details: the Autonomous System Number, network operator name, announced route, and regional internet registry (RIR).
lookup_ip_address_company
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return the company/organization associated with it, including company name, domain, and organization type (e.g. ISP, hosting, business).
lookup_ip_address_abuse_contacts
no_return_description
Look up an IPv4 or IPv6 address (or the caller's own IP if omitted) and return abuse contact details for reporting malicious activity, including the network administrator's email, phone number, and physical address.

Selection evidence

Confusable tool pairs.

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

Tool A Tool B Confidence Why they collide
lookup_ip_address_details lookup_ip_address_company medium details already includes company data per its description, so a request like 'get company info for this IP' could plausibly route to the comprehensive details tool instead of the dedicated company tool.
lookup_ip_address_details lookup_ip_address_location medium details includes geolocation, so a task like 'where is this IP located' might be satisfied by either the location-specific tool or the all-in-one details tool.
lookup_ip_address_details lookup_ip_address_network medium details includes network details, so a request for ASN/network operator info could be routed to either the network-specific tool or the comprehensive details tool.
lookup_ip_address_details lookup_ip_address_privacy medium details includes privacy/security info, so a request like 'check if this IP is a VPN' could plausibly go to either the privacy-specific tool or the comprehensive details tool.
lookup_ip_address_location lookup_ip_address_company low Both are IP lookup tools with distinct, non-overlapping domains (geography vs company); little realistic confusion beyond generic IP lookup phrasing.
lookup_ip_address_location lookup_ip_address_network low Location and network/ASN data are conceptually distinct enough that most natural-language requests would clearly indicate one or the other.
lookup_ip_address_location lookup_ip_address_privacy low Location and privacy/security data serve different intents; minimal overlap beyond shared IP-lookup framing.
lookup_ip_address_network lookup_ip_address_company medium Network operator and company/organization info can overlap conceptually (e.g. 'who owns this IP' could mean ASN operator or company), causing plausible selection ambiguity.
lookup_ip_address_privacy lookup_ip_address_company low Privacy/security (VPN, proxy, abuse) and company/org data are distinct concerns with little natural-language overlap.
lookup_ip_address_privacy lookup_ip_address_network low Privacy/security detection and ASN/network registry data address different questions, so confusion is unlikely despite shared 'IP lookup' framing.

Compare the field

One score is useful.
The evidence makes it actionable.

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