mnemox-ai/idea-reality-mcp

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI & Product Hunt — returns a 0-100 reality signal. MCP tool. Try: mnemox.ai/check

54
/ 100
Established

This tool helps startup founders and product managers automatically check if their app idea already exists and how competitive the market is. You provide a natural-language description of your idea, and it scans popular developer and product platforms. It then outputs a 'reality score' from 0-100, competitor details, market trends, and pivot suggestions. It's designed for anyone launching a new project who needs quick market validation.

311 stars. Available on PyPI.

Use this if you are developing a new application or feature and want to quickly assess market saturation, competitive landscape, and market momentum before investing significant time in development.

Not ideal if you need an in-depth, human-driven market research report with detailed user interviews or extensive competitive analysis beyond public digital footprints.

startup-validation product-management market-research competitive-analysis innovation-assessment
Maintenance 10 / 25
Adoption 10 / 25
Maturity 20 / 25
Community 14 / 25

How are scores calculated?

Stars

311

Forks

27

Language

Python

License

MIT

Category

code-review-mcp

Last pushed

Mar 11, 2026

Commits (30d)

0

Dependencies

2

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