public

Business ideas from real public demand, scored with dated evidence. No account needed.

Should I use this

Quality & Safety

A
Description quality
93%
Schema completeness
75%
Naming quality
95%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (1)

  • LOWTool 'list_categories' description lacks action verbin list_categories

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~657Tokens (tool definitions)
~1.1 KBTypical response size
Moderate attention impact (0.51% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "public": {
      "url": "https://mcp.colaunched.ai/public"
    }
  }
}

Remote endpoints

https://mcp.colaunched.ai/publicstreamable-http

What it can do

Tool inventory

Tools (4)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢latest_ideas(category, sort, limit)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "category": {
      "description": "One of Colaunched's categories; omit for all",
      "type": "string",
      "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"
      ]
    },
    "sort": {
      "description": "Default: newest",
      "type": "string",
      "enum": [
        "newest",
        "score"
      ]
    },
    "limit": {
      "description": "How many (default 10, at most 20)",
      "type": "integer",
      "minimum": 1,
      "maximum": 20
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢search_ideas(query, limit)

Find published ideas by words in the title or one-liner. No account needed.

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 2,
      "maxLength": 80
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 20
    }
  },
  "required": [
    "query"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢get_idea(slug)

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.

Input Schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "minLength": 3,
      "maxLength": 120,
      "description": "The idea's slug, from latest_ideas or its URL"
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}
🟢list_categories

The categories ideas are filed under.

Input Schema

{
  "type": "object",
  "properties": {},
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "additionalProperties": false
}

Community

Rate this Server

Evidence

Recent observations

verifiedversion not recorded4 tools