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.

106,955 capabilities across 13,965 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.