MCP Server

public

ai.colaunched/public
Business & Operations Search & Research Public & reachable MCP 2026-07-28

What this MCP does

Searches and presents business ideas derived from public demand, with dated evidence and scored opportunity assessments.

get_idea
Read one idea in full
One published idea as its public page shows it: the need, one way to build it, the four score parts and why, how we know (dated evidence, without naming sources) and what we don't know. No account needed.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['slug'], 'properties': {'slug': {'type': 'string', 'maxLength': 120, 'minLength': 3, 'description': "The idea's slug, from latest_ideas or its URL"}}, 'additionalProperties': False}
latest_ideas
Latest public ideas
The newest business ideas Colaunched has published from public demand, with each one's public score (0–100) and category. No account needed. Filter by category; sort by score for the strongest.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {'sort': {'enum': ['newest', 'score'], 'type': 'string', 'description': 'Default: newest'}, 'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1, 'description': 'How many (default 10, at most 20)'}, 'category': {'enum': ['Banking', 'Credit & loans', 'Debt collection', 'Mortgages & housing', 'Payments & money transfer', 'Insurance', 'Personal finance', 'Small business', 'Marketing & sales', 'Software & technology', 'AI & data', 'Careers & work', 'Health & wellbeing', 'Parenting & family', 'Home & property', 'Education', 'Food & drink', 'Travel', 'Legal & consumer rights', 'Retail & e-commerce', 'Media & entertainment', 'Automotive', 'Pets', 'Other'], 'type': 'string', 'description': "One of Colaunched's categories; omit for all"}}, 'additionalProperties': False}
list_categories
List idea categories
The categories ideas are filed under.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'properties': {}, 'additionalProperties': False}
search_ideas
Search ideas
Find published ideas by words in the title or one-liner. No account needed.
Read only Idempotent
Input schema
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1}, 'query': {'type': 'string', 'maxLength': 80, 'minLength': 2}}, 'additionalProperties': False}
Added
list_categories
Sept. 28, 2026, 2:40 a.m.
Added
get_idea
Sept. 28, 2026, 2:40 a.m.
Added
search_ideas
Sept. 28, 2026, 2:40 a.m.
Added
latest_ideas
Sept. 28, 2026, 2:40 a.m.