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MCP Server

Lunoo Rankings

com.lunoo/rankings
Commerce & Retail Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Resolves product niches and returns consensus rankings, item details, scores, descriptions, and canonical ranking URLs.

Capabilities

Tools

3 tools
find_niche
Resolve a natural-language ranking request to one or more verified Lunoo niche slugs. Pass the user's request instead of guessing a slug. It handles common aliases, typos, and use-case terms, and returns item counts, match explanations, confidence, and tracked Lunoo URLs. Unsupported or unclear requests return an error instead of an unrelated fallback. Choose the closest returned slug, then call get_rankings with that exact slug. Never invent a niche slug or ranking.
Read only Open world Idempotent
Input schema 
{'type': 'object', 'required': ['query'], 'properties': {'query': {'type': 'string', 'maxLength': 240, 'minLength': 1, 'description': 'Natural-language ranking request, for example "anime", "coffee makers", or "best laptop for video editing". Use the user\'s request rather than a guessed slug.'}}}
get_item
Use this after a ranking result when the user wants details about one item. Pass the exact item slug from a Lunoo result or URL. It returns the canonical Lunoo URL for the item and public structured metadata. This is read-only and must not be used to invent rankings that were not returned by get_rankings.
Read only Open world Idempotent
Input schema 
{'type': 'object', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'pattern': '^[a-z0-9]+(?:-[a-z0-9]+)*$', 'maxLength': 160, 'minLength': 1, 'description': 'Exact item slug from a Lunoo ranking result or item URL, for example "frieren-beyond-journeys-end".'}}}
get_rankings
Fetch ranked Lunoo results for a verified niche slug or natural-language request. It returns rank, score, description, confidence, and a canonical Lunoo URL for every item, plus the selected niche and resolution explanation. Prefer calling find_niche first, but this tool can resolve natural language itself. Cite the returned ranking URL and do not invent items, scores, or slugs.
Read only Open world Idempotent
Input schema 
{'type': 'object', 'required': ['niche'], 'properties': {'limit': {'type': 'integer', 'default': 10, 'maximum': 50, 'minimum': 1, 'description': 'Number of ranked items to return, from 1 to 50. Defaults to 10.'}, 'niche': {'type': 'string', 'maxLength': 240, 'minLength': 1, 'description': 'Exact niche slug returned by find_niche, or a natural-language request such as "best laptop for video editing". Examples: "anime" or "japanese-city".'}}}
History

Recent tool changes

Added
get_item
Sept. 17, 2026, 12:36 p.m.
Added
get_rankings
Sept. 17, 2026, 12:36 p.m.
Added
find_niche
Sept. 17, 2026, 12:36 p.m.
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