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Savirinc/unfragile-mcp-server

by Various

The match graph for AI. Search 100K+ capabilities across 13K+ AI artifacts.

MCP

Savirinc/unfragile-mcp-server

Added 7 June 2026

Overview

Savirinc/unfragile-mcp-server is a JavaScript-based MCP server that indexes over 100,000 capabilities from more than 13,000 AI artifacts. It provides a searchable graph of AI tools and functions for use with AI agents.

Best for

Best for
Developers building AI agents that need to discover and connect to external capabilities

Use cases

  • Searching for specific AI capabilities across a large catalog
  • Discovering AI artifacts relevant to a task
  • Integrating capability search into an AI agent workflow

How to use

Install

claude mcp add unfragile -- npx -y @unfragile/mcp-server

Tools exposed

  • find_mcps
  • get_artifact
  • resolve_capability
  • trust_passport
  • find_stack
  • UNFRAGILE_API_URL
  • UNFRAGILE_API_KEY

Tested with

Claude Desktop, Claude Code, Cursor, Windsurf

Notes

Savirinc/unfragile-mcp-server is a JavaScript-based MCP server that indexes over 100,000 capabilities from more than 13,000 AI artifacts. It provides a searchable graph of AI tools and functions for use with AI agents.

1 stars on GitHub. Last updated 2026-05-27. Licensed MIT.

Use cases

  • Searching for specific AI capabilities across a large catalog
  • Discovering AI artifacts relevant to a task
  • Integrating capability search into an AI agent workflow

Pros

  • Large indexed dataset of 100K+ capabilities
  • Open source and extensible
  • Provides a structured graph for matching AI needs

Cons

  • Very early stage with only 1 star and limited community
  • Documentation and reliability may be minimal
  • Requires self-hosting and setup as an MCP server

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Large indexed dataset of 100K+ capabilities
  • Open source and extensible
  • Provides a structured graph for matching AI needs

Cons

  • Very early stage with only 1 star and limited community
  • Documentation and reliability may be minimal
  • Requires self-hosting and setup as an MCP server
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