Validate a project idea against existing competitors before building

Before OpenClaw starts building anything new, it checks the idea across GitHub, Hacker News, npm, PyPI, and Product Hunt, returning a reality_signal score (0–100) showing how crowded the space is, with top competitors and pivot suggestions when saturated.

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Requirements

  • Install the idea-reality-mcp MCP server, which scans real data sources and returns a competition score.

How to use

Example: you ask OpenClaw to "Build me a CLI tool for AI code review", and it runs idea_check before responding.

For comparison, asking for "an MCP server for pre-build idea validation" is an example of a very low signal result.

For deep mode on major project decisions, use deep_check to scan all 5 sources in parallel (GitHub + HN + npm + PyPI + Product Hunt).

For batch validation before a hackathon, give OpenClaw a list of 10 ideas and have it rank them by reality_signal — the lowest score is the most original opportunity.

You can try the workflow without installing anything first at mnemox.ai/check to see if it fits your needs.

A high score doesn't mean "don't build" — it means "differentiate or don't bother."

A low score means genuine white space exists, where solo builders have the best odds.

  1. Install idea-reality-mcp.
uvx idea-reality-mcp

  1. Add the MCP server to your OpenClaw config.
{
  "mcpServers": {
    "idea-reality": {
      "command": "uvx",
      "args": ["idea-reality-mcp"]
    }
  }
}

  1. Add the idea_check rules to your OpenClaw agent instructions.
Before starting any new project, feature, or tool, always run idea_check first.

Rules:
- If reality_signal > 70: STOP. Report the top 3 competitors with star counts.
  Ask me if I want to proceed, pivot, or abandon.
- If reality_signal 30-70: Show me the results and pivot_hints.
  Suggest a niche angle that existing projects don't cover.
- If reality_signal < 30: Proceed to build.
  Mention that the space is open.
- Always show the reality_signal score and top competitors before writing any code.

Source: hesamsheikh/awesome-openclaw-usecases and its contributors. License: MIT.

Copyright (c) 2026

Translation and editorial adaptation by ClawCases.

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