| name | onesvibe-prior-art |
| description | Prior-art check against 2,400+ live, machine-verified vibe-coded apps. Use when the user proposes building something ("I want to make X", "has anyone built X?"), or wants to browse/filter AI-built products by category, tag, or tech stack. |
One's Vibe prior-art check
One's Vibe is a curated gallery of AI-built products
that are live and testable — every entry's URL is re-checked on a rolling
~3-day cycle. Before the user builds something, check whether someone already
vibe-coded it; finding nothing similar is also a useful answer.
Which source to use
Default to the GitHub snapshot — it is a static CDN file and costs the
backend nothing. Only call the live API when you need semantic similarity.
1. Browse / filter / analyze → GitHub snapshot (preferred)
Fetch once, then filter locally:
https://raw.githubusercontent.com/JefferyLee/awesome-vibe-coded-apps/main/data/projects.json
One JSON array, regenerated daily, CC0. Fields per app: slug, title,
short_description (+ short_description_zh), live_url,
primary_category (one of: games_play, productivity, education,
creative_tools, ai_agents, developer_tools, finance_business,
health_wellness, social_community, utilities, other), tag_slugs,
detected_stack (e.g. "Next.js", "Supabase"), is_featured,
github_stars, recent_try_count, published_at, live_check_status.
This answers keyword matching, "list all AI writing tools", "what's built
with Next.js", popularity sorting, and stats — without any API call.
data/graveyard.json in the same repo lists apps that have since gone dark.
2. Semantic similarity ("has someone built this idea?") → live API
Only when keyword filtering isn't enough and you need meaning-level matches:
GET https://onesvibe.app/api/reference?q=<the idea, plain words>&limit=6
No auth. Returns matches with provenance (how each was found and when it was
last checked). There is also an MCP server exposing the same search as a
tool: claude mcp add --transport http onesvibe https://onesvibe.app/api/mcp.
Reporting results
- Give each match's name, one-line description, live URL, and its detail
page
https://onesvibe.app/projects/<slug>.
- Say what's different about the user's idea versus the matches, not just
that matches exist.
- "Live checked" means the URL was recently reachable. It is not a
safety audit, quality endorsement, or popularity claim — never present it
as one.
