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.
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.
- Install idea-reality-mcp.
uvx idea-reality-mcp
- Add the MCP server to your OpenClaw config.
{
"mcpServers": {
"idea-reality": {
"command": "uvx",
"args": ["idea-reality-mcp"]
}
}
}
- 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.
>Resources
>Related Use Cases
Agent Merge-Conflict Arbiter
Resolve a git merge conflict between two agents' branches as an impartial third party: a neutral arbiter that takes both diffs and their stated intents and produces a merged result without overwriting either side.
AI-Powered Earnings Tracker
Stay on top of earnings season across dozens of tech companies without manually checking multiple sources and remembering report dates for every AI/tech earnings report.
Team Telegram Assistant with Hermes
Run a shared, always-on Hermes assistant for a small team over Telegram, giving each authorized user private sessions with their own memory for coding, research, and ops.