{"id":"096944ae-6a3d-4561-8cb6-b81a01608a4e","shortId":"djr7Gk","kind":"skill","title":"Turn mixed local folders into a queryable knowledge graph with Graphify","tagline":"Ingest code, docs, PDFs, images, and video from local folders into a searchable knowledge graph so agents can follow entities and relationships instead of only raw text.","description":"# Turn mixed local folders into a queryable knowledge graph with Graphify\n\nIngest code, docs, PDFs, images, and video from local folders into a searchable knowledge graph so agents can follow entities and relationships instead of only raw text.\n\n## Prerequisites\n\nGraphify CLI or MCP server, local project/document folders\n\n## Installation\n\nUse the upstream install or setup path that matches your environment:\n- uv tool install graphifyy\n- pipx install graphifyy\n- pip install graphifyy\n- **graphify: command not found?** Use uv tool install graphifyy or pipx install graphifyy — both put the CLI on PATH automatically. With plain pip, add ~/.local/bin (Linux) or ~/Library/Python/3.x/bin (Mac) to your PAT...\n\nRequirements and caveats from upstream:\n- | leiden | Leiden community detection (Python < 3.13 only) | pip install \"graphifyy[leiden]\" |\n- /graphify . --cluster-only --exclude-hubs 99 # suppress utility super-hubs from god-node rankings\n\nBasic usage or getting-started notes:\n- For a readable architecture page with Mermaid call-flow diagrams, run:\n- **Official package:** The PyPI package is graphifyy (double-y). Other graphify* packages on PyPI are not affiliated. 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