Graphify – Query a Codebase as a Knowledge Graph

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.

Grab your coffee. Here are this week’s highlights. 📅 Today’s Picks kotaemon – Build Private Document QA with Citations Problem ChatGPT’s file upload is useful for quick questions, but it is not built for shared document workflows. Teams often need page-level citations, shared document collections, user access control, and a way to keep sensitive files inside their own infrastructure. Solution kotaemon https://github.com/Cinnamon/kotaemon provides a self-hosted document QA interface for that. It lets teams ask questions across documents, verify answers in a built-in PDF viewer, and organize files into private or public collections. Key benefits: Finds answers with both keyword search and semantic search Reasons across multiple documents for more complex questions Runs on your own infrastructure with one Docker command Works with OpenAI, Anthropic, and local models Graphify – Query a Codebase as a Knowledge Graph Problem 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. But this workflow takes time, makes indirect connections easy to miss, and forces the assistant to load more context than needed. Solution 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. The following example shows how Graphify traces the shortest path between two scikit-learn components without manually opening files. Stay Current with CodeCut Actionable Python tips, curated for busy data pros. Skim in under 2 minutes, three times a week. .codecut-subscribe-form .codecut-input { background: 2F2D2E important; border: 1px solid 72BEFA important; color: FFFFFF important; } .codecut-subscribe-form .codecut-input::placeholder { color: 999999 important; } .codecut-subscribe-form .codecut-subscribe-btn { background: 72BEFA important; color: 2F2D2E important; } .codecut-subscribe-form .codecut-subscribe-btn:hover { background: 5aa8e8 important; } .codecut-subscribe-form { max-width: 650px; display: flex; flex-direction: column; gap: 8px; } .codecut-input { -webkit-appearance: none; -moz-appearance: none; appearance: none; background: FFFFFF; border-radius: 8px important; padding: 8px 12px; font-family: 'Comfortaa', sans-serif important; font-size: 14px important; color: 333333; border: none important; outline: none; width: 100%; box-sizing: border-box; } input type="email" .codecut-input { border-radius: 8px important; } .codecut-input::placeholder { color: 666666; } .codecut-email-row { display: flex; align-items: stretch; height: 36px; gap: 8px; } .codecut-email-row .codecut-input { flex: 1; } .codecut-subscribe-btn { background: 72BEFA; color: 2F2D2E; border: none; border-radius: 8px; padding: 8px 14px; font-family: 'Comfortaa', sans-serif; font-size: 14px; font-weight: 500; cursor: pointer; text-decoration: none; display: flex; align-items: center; justify-content: center; transition: background 0.3s ease; } .codecut-subscribe-btn:hover { background: 5aa8e8; } .codecut-subscribe-btn:disabled { background: 999; cursor: not-allowed; } .codecut-message { font-family: 'Comfortaa', sans-serif; font-size: 12px; padding: 8px; border-radius: 6px; display: none; } .codecut-message.success { background: d4edda; color: 155724; display: block; } @media max-width: 480px { .codecut-email-row { flex-direction: column; height: auto; gap: 8px; } .codecut-input { border-radius: 8px; height: 36px; } .codecut-subscribe-btn { width: 100%; text-align: center; border-radius: 8px; height: 36px; } } Subscribe The 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 .