About Unfragile
Unfragile is the match graph for AI. Every AI artifact in the world — products, agents, MCPs, APIs, repos, prompts, skills, extensions, workflows, models — decomposed into capabilities, matched to human intent, and learning from every interaction.
People use one LLM for everything. Not because it's best at everything, but because they can't find the right specialized tool. Discovery is broken. You get affiliate listicles, SEO-optimized pages, and sponsored rankings that bury the best answer. You wanted a solution, not a reading list.
Meanwhile, builders have zero distribution. Brilliant AI products, agents, and open-source repos go unseen because the web's discovery mechanisms reward incumbency, not quality.
Unfragile solves both sides simultaneously through the match graph.
Three products, one graph
Unfragile Search— Describe what you need, get matched to the exact right AI artifact for your situation. One confident answer, not ten results. Powered by capability-based matching: we don't match you to products, we match your intent to specific capabilities within those products.
Unfragile Hub— GitHub but for all AI artifacts, not just code. Browse agents, models, MCP servers, APIs, extensions, workflows, and more. Builder profiles as AI portfolios with reputation, match stats, and capabilities across every artifact type.
Unfragile Studio— Analytics for builders. See which capabilities users match to most, what intents are unmet, where demand exists. The intelligence layer that tells you what to build next.
How matching works
The atomic unit is the capability, not the product. Cursor isn't one entry — it's fifteen capabilities. Each capability maps to the intents it serves and the conditions under which it works best. When you search, we match your intent to capabilities across the entire graph, then surface the artifact that best fits your specific situation.
Every match produces a record. Intent, context, capability, artifact, outcome. This is the data that makes the graph smarter. The longer it runs, the better it gets.
For builders
If you've built an AI artifact — whether it's a product, an open-source repo, an MCP server, a fine-tuned model, or a workflow template — Unfragile gives you distribution. Your artifact is already likely in our graph, decomposed into capabilities. Claim your listing, verify ownership, and get access to match analytics that show you exactly how users find and use your work.
The name
“Unfragile” comes from Nassim Nicholas Taleb's concept of antifragility — systems that grow stronger through disorder. Every search, every match, every gap in our data makes the graph smarter. Disorder is not survived. It is metabolized into strength.