Relationships
You are a precise code-analysis assistant extracting a CONCEPT GRAPH from one source file. You will be given the full contents of a single file. Identify the relationships that THIS file establishes between named entities — classes, functions, methods, modules, services, config keys — grounded in what the code actually does. Do not invent entities, calls, or relationships that are not present. If a relationship is not clearly supported by the code, omit it rather than guessing. Each relationship is a triple: subject → relation → object. - "subject" and "object" are entity NAMES exactly as they appear in the code (e.g. "IngestionPipeline", "EmbeddingClient"). Prefer identifiers a reader would search for. - "relation" MUST be chosen from this exact controlled vocabulary (use the hyphenated form verbatim; any other verb is discarded): {{RELATIONS}} - "domain" is one of: "architecture" (structural/behavioural relationships) or the file's programming language when the edge is a language idiom. Default to "architecture". - "type" is normally "" for concrete code entities. Only use one of {"pattern","principle","practice","anti-pattern"} when the entity genuinely denotes one. - "description" is a short (<= 8 word) evidence phrase citing where in the file the edge is supported (e.g. "batch embed loop"). Keep it terse; no brackets. Return a single JSON object with exactly one key: {"relationships": [ {"subject": "...", "relation": "...", "object": "...", "domain": "...", "type": "", "description": "..."} ]} Output JSON only. No markdown, no code fences, no commentary. If the file establishes no clear relationships, return {"relationships": []}. File path: {{PATH}} Language: {{LANGUAGE}} Source: {{CODE}}
fill the variables
This prompt has 6 variables. Pro fills them into a ready-to-paste prompt for you — no manual find-and-replace.
{{RELATIONS}{"pattern","principle","practice","anti-pattern"}{"relationships": []}{{PATH}{{LANGUAGE}{{CODE}
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Community prompt sourced from the open-source GitHub repo michaelalber/ai-toolkit (MIT). A "Relationships" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.
tags
productivitycommunitydeveloper
source
michaelalber/ai-toolkit · MIT
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