Unfragile
Search a large graph of AI skills, MCP servers, and other artifacts when you need the right capability instead of guessing from memory.
Overview
io.github.Savirinc/unfragile is an Idea-phase MCP server that searches Unfragile’s match graph across 100K+ capabilities and 13K+ AI artifacts.
What is this MCP server?
- Search 100K+ capabilities indexed across 13K+ AI artifacts
- Match-graph discovery for skills, MCP servers, and related tooling
- stdio MCP server via npm package @unfragile/mcp-server (v0.3.2)
- Useful when Skillselion browse is not enough and you need cross-catalog graph search
- Catalog scale stated in server metadata: 100K+ capabilities across 13K+ AI artifacts
- Published npm package @unfragile/mcp-server at version 0.3.2
- Transport: stdio per MCP server schema
What problem does it solve?
You cannot manually scan every skill and MCP listing when the ecosystem is huge and your agent keeps suggesting tools you have never heard of.
Who is it for?
Indie builders who want agent-driven discovery across a large AI artifact graph before locking an integration list.
Skip if: Teams that already maintain a fixed internal tool allowlist and never need open-ended catalog search.
What do I get? / Deliverables
Your agent can query the graph during chat and return relevant capabilities you can install or evaluate next.
- Ranked capability matches from the Unfragile graph inside agent sessions
- Shorter shortlists of skills and MCP servers to evaluate on Skillselion or upstream registries
- Discovery notes the agent can turn into an integration plan
Recommended MCP Servers
Journey fit
Canonical shelf is Idea because Unfragile is primarily a discovery engine for what exists in the AI tooling ecosystem before you commit to a stack. Discover is the best fit for graph search across 100K+ capabilities and 13K+ artifacts when scoping tools for the journey.
How it compares
MCP discovery search over a capability graph, not a single-purpose integration or agent skill.
Common Questions / FAQ
Who is io.github.Savirinc/unfragile for?
Solo and indie builders using Claude Code or Cursor who want the agent to search a large graph of AI capabilities instead of guessing tool names.
When should I use io.github.Savirinc/unfragile?
Use it in the Idea and Validate phases when you are discovering skills, MCP servers, or related artifacts to scope a product or agent workflow.
How do I add io.github.Savirinc/unfragile to my agent?
Register the stdio MCP server using the npm package @unfragile/mcp-server in your client’s MCP config, then restart the agent session.