{"slug": "graphify-query-a-codebase-as-a-knowledge-graph", "title": "Graphify – Query a Codebase as a Knowledge Graph", "summary": "Graphify-Labs released Graphify, an open-source tool that turns a project folder into a local knowledge graph so developers can query a codebase and trace relationships between components, such as the shortest path between two scikit-learn components, without manually opening files. The newsletter also highlighted kotaemon, a self-hosted document QA interface from Cinnamon that supports page-level citations, keyword and semantic search, and runs on OpenAI, Anthropic, or local models via a single Docker command.", "body_md": "Grab your coffee. Here are this week’s highlights.\n\n📅 Today’s Picks\n\nkotaemon – Build Private Document QA with Citations\n\n        Problem\n\n        ChatGPT’s file upload is useful for quick questions, but it is not built for shared document workflows.\n\nTeams often need page-level citations, shared document collections, user access control, and a way to keep sensitive files inside their own infrastructure.\n\n        Solution\n\n[kotaemon](https://github.com/Cinnamon/kotaemon) provides a self-hosted document QA interface for that.\n\nIt lets teams ask questions across documents, verify answers in a built-in PDF viewer, and organize files into private or public collections.\n\nKey benefits:\n\nFinds answers with both keyword search and semantic search\n\nReasons across multiple documents for more complex questions\n\nRuns on your own infrastructure with one Docker command\n\nWorks with OpenAI, Anthropic, and local models\n\nGraphify – Query a Codebase as a Knowledge Graph\n\n        Problem\n\n        When asking repo-level questions, the usual workflow is to search with grep, jump between definitions, read docs, and paste context back into the chat.\n\nBut this workflow takes time, makes indirect connections easy to miss, and forces the assistant to load more context than needed.\n\n        Solution\n\n[Graphify](https://github.com/Graphify-Labs/graphify) turns a project folder into a local knowledge graph that maps those relationships, so follow-up questions become cheaper and easier to answer accurately.\n\nThe following example shows how Graphify traces the shortest path between two scikit-learn components without manually opening files.\n\nStay Current with CodeCut\n\nActionable Python tips, curated for busy data pros. Skim in under 2 minutes, three times a week.\n\n    .codecut-subscribe-form .codecut-input {\n\n      background: #2F2D2E !important;\n\n      border: 1px solid #72BEFA !important;\n\n      color: #FFFFFF !important;\n\n    }\n\n    .codecut-subscribe-form .codecut-input::placeholder {\n\n      color: #999999 !important;\n\n    }\n\n    .codecut-subscribe-form .codecut-subscribe-btn {\n\n      background: #72BEFA !important;\n\n      color: #2F2D2E !important;\n\n    }\n\n    .codecut-subscribe-form .codecut-subscribe-btn:hover {\n\n      background: #5aa8e8 !important;\n\n    }\n\n    .codecut-subscribe-form {\n\n      max-width: 650px;\n\n      display: flex;\n\n      flex-direction: column;\n\n      gap: 8px;\n\n    }\n\n    .codecut-input {\n\n      -webkit-appearance: none;\n\n      -moz-appearance: none;\n\n      appearance: none;\n\n      background: #FFFFFF;\n\n      border-radius: 8px !important;\n\n      padding: 8px 12px;\n\n      font-family: 'Comfortaa', sans-serif !important;\n\n      font-size: 14px !important;\n\n      color: #333333;\n\n      border: none !important;\n\n      outline: none;\n\n      width: 100%;\n\n      box-sizing: border-box;\n\n    }\n\n    input[type=\"email\"].codecut-input {\n\n      border-radius: 8px !important;\n\n    }\n\n    .codecut-input::placeholder {\n\n      color: #666666;\n\n    }\n\n    .codecut-email-row {\n\n      display: flex;\n\n      align-items: stretch;\n\n      height: 36px;\n\n      gap: 8px;\n\n    }\n\n    .codecut-email-row .codecut-input {\n\n      flex: 1;\n\n    }\n\n    .codecut-subscribe-btn {\n\n      background: #72BEFA;\n\n      color: #2F2D2E;\n\n      border: none;\n\n      border-radius: 8px;\n\n      padding: 8px 14px;\n\n      font-family: 'Comfortaa', sans-serif;\n\n      font-size: 14px;\n\n      font-weight: 500;\n\n      cursor: pointer;\n\n      text-decoration: none;\n\n      display: flex;\n\n      align-items: center;\n\n      justify-content: center;\n\n      transition: background 0.3s ease;\n\n    }\n\n    .codecut-subscribe-btn:hover {\n\n      background: #5aa8e8;\n\n    }\n\n    .codecut-subscribe-btn:disabled {\n\n      background: #999;\n\n      cursor: not-allowed;\n\n    }\n\n    .codecut-message {\n\n      font-family: 'Comfortaa', sans-serif;\n\n      font-size: 12px;\n\n      padding: 8px;\n\n      border-radius: 6px;\n\n      display: none;\n\n    }\n\n    .codecut-message.success {\n\n      background: #d4edda;\n\n      color: #155724;\n\n      display: block;\n\n    }\n\n    @media (max-width: 480px) {\n\n      .codecut-email-row {\n\n        flex-direction: column;\n\n        height: auto;\n\n        gap: 8px;\n\n      }\n\n      .codecut-input {\n\n        border-radius: 8px;\n\n        height: 36px;\n\n      }\n\n      .codecut-subscribe-btn {\n\n        width: 100%;\n\n        text-align: center;\n\n        border-radius: 8px;\n\n        height: 36px;\n\n      }\n\n    }\n\nSubscribe\n\nThe post [Graphify – Query a Codebase as a Knowledge Graph](https://codecut.ai/graphify-query-a-codebase-as-a-knowledge-graph/) appeared first on [CodeCut](https://codecut.ai).", "url": "https://wpnews.pro/news/graphify-query-a-codebase-as-a-knowledge-graph", "canonical_source": "https://codecut.ai/graphify-query-a-codebase-as-a-knowledge-graph/", "published_at": "2026-08-27 14:00:00+00:00", "updated_at": "2026-09-22 10:22:27.867552+00:00", "lang": "en", "topics": ["ai-tools", "developer-tools", "ai-agents"], "entities": ["Graphify", "Graphify-Labs", "kotaemon", "Cinnamon", "OpenAI", "Anthropic", "scikit-learn", "Docker"], "alternates": {"html": "https://wpnews.pro/news/graphify-query-a-codebase-as-a-knowledge-graph", "markdown": "https://wpnews.pro/news/graphify-query-a-codebase-as-a-knowledge-graph.md", "text": "https://wpnews.pro/news/graphify-query-a-codebase-as-a-knowledge-graph.txt", "jsonld": "https://wpnews.pro/news/graphify-query-a-codebase-as-a-knowledge-graph.jsonld"}}