{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "graphify-labs-graphify--answer-architecture-questions-from-graph",
 "repo": "Graphify-Labs/graphify",
 "repo_url": "https://github.com/Graphify-Labs/graphify",
 "repo_slug": "graphify-labs-graphify",
 "title": "Answer architecture questions from the graph",
 "page_title": "How to answer architecture questions from the graph with Graphify",
 "summary": "Ask plain-language questions and get scoped answers instead of grepping through files.",
 "who": "An engineer or AI agent that needs to understand how a class or subsystem works before editing it.",
 "problem": "Grep returns many matches without showing how the pieces relate, so answers take long to assemble.",
 "outcome": "A short explanation of one concept, with its source location, community, and every connection tagged EXTRACTED or INFERRED.",
 "steps": [
  "Complete the build step with `/graphify .` so graph.json exists in graphify-out/.",
  "Run `graphify explain \"APIRouter\"` (replace the name with a concept from GRAPH_REPORT.md).",
  "Run `graphify query \"<your question>\"` to get a scoped subgraph for a plain-language question. (inferred, check the README)",
  "Check each connection's tag: EXTRACTED means explicit in the source, INFERRED means derived by Graphify."
 ],
 "agent_prompt": "Using the Graphify-Labs/graphify repo, run `graphify explain \"<concept>\"` on the target project at <project-path> and list its connections. Expected output is the node's source location, community, and connections with their EXTRACTED or INFERRED tags; verify that any claim you make from an INFERRED edge is labeled as inferred.",
 "agents": [
  "claude-code",
  "cursor",
  "codex",
  "gemini-cli"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The README example shows a FastAPI graph, so the exact query output on your repo will depend on how it parses.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.10 or newer",
  "uv (recommended) or pipx",
  "A supported AI coding assistant, such as Claude Code, Cursor, Codex, or Gemini CLI",
  "A local copy of the repository you want to map"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/graphify-labs-graphify/answer-architecture-questions-from-graph/",
 "md": "https://dedupedai.com/use-cases/graphify-labs-graphify/answer-architecture-questions-from-graph/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/graphify-labs-graphify--answer-architecture-questions-from-graph.json",
 "api_version": "v1"
}