# Demand Discovery AI

> Demand Discovery AI — ai-demanddiscovery-mcp. Use this tool when you need to validate startup ideas and identify market demand through behavioral signals. It solves problems of uncertainty and risk in launching new products or services by providing actionable insights on consumer behavior. The tool takes in startup ideas as input and outputs data-driven recommendations, making it ideal for entrepreneurs and innovators looking to launch successful products.

Canonical page: https://skillsregistry.net/skills/ai-demanddiscovery-mcp  
JSON: https://api.skillsregistry.net/v1/skills/ai-demanddiscovery-mcp

## Description

Validate startup ideas with real people asking for them, each quote linked to its source.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** unverified

## Facts

- **Version:** 1.1.9
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** other
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.demanddiscovery%2Fmcp)

## Use it

MCP endpoint published by the skill: `https://mcp.demanddiscovery.ai/api/mcp`

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "ai-demanddiscovery-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ai-demanddiscovery-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ai-demanddiscovery-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt