prelaunch_check
Check if your product idea already exists by scanning GitHub, Hacker News, npm, PyPI, Google, and Reddit. Get competition and demand scores to avoid building something already built.
Instructions
Check if a product idea already exists before building it.
A smarter pre-build reality check that uses LLM-powered intent parsing (when API key is available) and multi-source scanning.
Uses:
Discuss new project ideas
Check competition
Validate market demand
Find if something has been built before
Environment variables (user provides their own):
ANTHROPIC_API_KEY or OPENAI_API_KEY — for LLM-powered intent parsing (optional but recommended)
GITHUB_TOKEN — for higher GitHub API rate limits (optional)
GOOGLE_CSE_KEY + GOOGLE_CSE_ID — for Google search (optional, DuckDuckGo fallback)
Args: idea_text: Natural-language description of the idea. depth: - "quick": GitHub + HN only, no LLM (fastest) - "standard": All sources in parallel + LLM intent parsing (recommended) - "deep": Everything in standard + extra query variants (most thorough)
Returns: Reality check report with competition score, demand score, evidence, similar projects, pain signals, and actionable insights.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| depth | No | standard | |
| idea_text | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||