nfragile
nfragile
The match graph for AI
Describe the job. Unfragile matches your intent to capabilities across products, agents, MCP servers, models, repos, APIs, and the rest of the AI ecosystem.
88,512 capabilities across 9,384 AI artifacts. One confident answer, not ten links.
Capability-first
Products are decomposed into what they can actually do.
Neutral graph
Unfragile distributes AI artifacts. It never executes or competes with them.
Learning loop
Searches, clicks, feedback, and gaps improve future matches.