{
  "id": "topic:auto-discovery",
  "_kind": "Topic",
  "_file": "domain/topics/topics-knowledge-patterns.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Auto-Discovery",
    "description": "Auto-Discovery as a cross-cutting topic — automated discovery of new\ntools, MCP servers, frameworks, and libraries from npm registry trending\ndata and GitHub trending repositories for graph enrichment. Covers\npolling strategies (npm trending API, GitHub trending scraping, release\nfeed monitoring), signal filtering (filter noise from star counts vs\ngenuine adoption signals), deduplication against already-known nodes,\ncandidate scoring (stars, weekly downloads, MCP-compatibility),\nand the human-in-the-loop review step before auto-generated nodes are\ncommitted to the graph. Auto-discovery closes the gap between the\necosystem's rate of change and the graph's coverage without requiring\nfull manual curation for every new tool release.\n"
  },
  "outgoingEdges": [
    {
      "from": "topic:auto-discovery",
      "to": "domain:software-engineering",
      "kind": "applies_to"
    },
    {
      "from": "topic:auto-discovery",
      "to": "topic:knowledge-freshness",
      "kind": "related_topics"
    },
    {
      "from": "topic:auto-discovery",
      "to": "topic:agentic-rag",
      "kind": "related_topics"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:software-engineering",
      "to": "topic:auto-discovery",
      "kind": "contains"
    }
  ]
}