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Loppee

by com.loppee
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Server Details

Agent-first US business trust registry with neutral Trust Cards and published evidence.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
loppee-ai/loppee-mcp
GitHub Stars
0
ChatGPT
–
Claude
–

TDQS

A4.2/5.0

Scored across 5 tools

Disambiguation5/5

Each tool occupies a distinct role: name-to-id resolution (lookup_business), per-id detail (get_trust_card), review retrieval (get_business_reviews), multi-id comparison (compare_businesses), and rationale explanation (explain_recommendation). The descriptions explicitly mark boundaries, e.g. lookup does not do category discovery and trust card requires an already-identified business. The only near-overlap — trust card vs. lookup — is separated by 'known id' versus 'user names a business'.

Naming Consistency5/5

All five names are snake_case with a clear verb_noun shape (compare_businesses, explain_recommendation, get_business_reviews, get_trust_card, lookup_business). Verbs vary (get/lookup/explain/compare) but each reflects a genuinely different operation rather than an inconsistent convention.

Tool Count5/5

Five tools is tightly scoped to the domain of business lookup, detail, reviews, comparison, and recommendation reasoning. No tool looks redundant or like filler, and the set is small enough to reason about without crowding the selection space.

Completeness4/5

The surface covers the full read lifecycle for a known business: resolve by name, fetch detail, pull reviews, compare, and explain recommendations, with citations throughout. The main gap is category/browse discovery — there is no way to enumerate businesses by category or list catalogs — which is acknowledged but still a dead end for exploratory queries.

Available Tools

5 tools
compare_businessesCompare BusinessesA
Read-only
Inspect

Use this when the user wants a side-by-side comparison of two to twenty known published Loppee business ids. Returns each business's exact class, disclosure, review context, and citation; unknown or unavailable ids are listed as unresolved rather than fabricated.

Inputs: business_ids (required). Returns: ok, data, error, contract_version

explain_recommendationExplain RecommendationA
Read-only
Inspect

Use this when the user asks why a known published business is or is not recommendable on Loppee. Returns the published class, disclosure, recommendation basis, commercial-neutrality statement, and citation without exposing private weighting.

Inputs: business_id (required). Returns: ok, data, error, contract_version

get_business_reviewsGet Business Reviews (paginated)A
Read-only
Inspect

Use this when the user wants the public customer reviews for one Loppee business id. Supports pagination and star-rating filters, preserves reviewer and interaction labels, masks reviewer identity, and changes nothing.

Inputs: business_id (required), page, limit, ratings. Returns: ok, data, error, contract_version

get_trust_cardGet Trust CardA
Read-only
Inspect

Use this when a business is already identified and the user wants its public Loppee Trust Card. Returns the exact business status, disclosure, coarse public city/state, public facts, review context, and citation without account authority, street address, ZIP, or signed media links.

Inputs: domain_key, business_id. Returns: ok, data, error, contract_version

lookup_businessLookup BusinessA
Read-only
Inspect

Use this when the user names a business and wants its Loppee Registry match. Returns exact and genuine-prefix name matches with stable ids, coarse public city/state, and truthful Verified, Listed, or Registry disclosure. It does not perform category discovery, accept or return caller location, or return a street address or ZIP.

Inputs: name (required), limit, cursor, verified, +1 more. Returns: ok, data, error, contract_version

Tool Schema Changelog

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