{"id":50484202,"url":"https://github.com/krampus-nuggets/panopticon","last_synced_at":"2026-06-01T20:30:32.137Z","repository":{"id":353007731,"uuid":"1175530417","full_name":"krampus-nuggets/panopticon","owner":"krampus-nuggets","description":"Integrate local LLMs into your codebase. 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The strategy prioritizes cost efficiency by handling routine queries locally, reserving cloud-based models like Claude for high-complexity tasks. A significant advantage is the resulting 'always-live' documentation, which remains synchronized and queriable as the code evolves.\n\n\u003c!-- BODY --\u003e\n## 1. Tools Utilized\n\n* [UV](https://docs.astral.sh/uv)\n* [Ollama](https://ollama.com)\n* [Python](https://www.python.org)\n* [LanceDB](https://docs.lancedb.com)\n* [Continue Extension](https://www.continue.dev)\n* [Nomic Embed Text](https://ollama.com/library/nomic-embed-text:latest) (Any viable embeddings model)\n* [DeepSeek Coder V2 Lite](https://ollama.com/library/deepseek-coder-v2:lite) (Any viable language model/s)\n* [Visual Studio Code](https://code.visualstudio.com) / [Cursor](https://cursor.com/home) (Any branch of VSC should work)\n\n## 2. Getting Started\n\n```👨🏾‍🔧 It is assumed that you already have UV, Python, Ollama, VS Code IDE (or equivalent) \u0026 Continue Extension installed. If not, please install them before proceeding. 👩🏾‍🔧```\n\n**2.1 Install the dependencies -** ```uv sync```\n\n**2.2 Pull required models:**\n\n* *Ensure ollama is running*\n* ```ollama pull deepseek-coder-v2:lite```\n* ```ollama pull nomic-embed-text```\n\n**2.3 Replace the placeholder - ```\"your/path/to/main.py\"``` - with your PATH in the Continue MCP-Server config file here - ```.continue\\mcpServers\\pano.yaml```**\n\n**2.4 Ensure that your Continue local-config contents match the - ```continue_local_example.yaml``` - config**\n\n\u003cimg align=\"left\" alt=\"panopticon-continue-local-config\" width=\"100%\" src=\"https://res.cloudinary.com/wemakeart/image/upload/v1772910901/github/panopticon/pano-continue-local-config_kjxms6.png\"\u003e\u003c/img\u003e\n\u003csub\u003eExample - Cursor IDE\u003c/sub\u003e\n\n**2.5 Index the codebase -** ```uv run main.py index```\n\n**2.6 You should now be able to see your MCP Server and Query your codebase:** (see below)\n\n\u003ctable\u003e\n    \u003ctr\u003e\n        \u003cth\u003e2.6.a MCP Connection\u003c/th\u003e\n        \u003cth\u003e2.6.b Ollama Models\u003c/th\u003e\n    \u003c/tr\u003e\n    \u003ctr width=\"1px\"\u003e\n        \u003ctd\u003e\n            \u003cimg align=\"left\" alt=\"panopticon-mcp-server\" width=\"100%\" src=\"https://res.cloudinary.com/wemakeart/image/upload/v1772915061/github/panopticon/pano-continue-mcp-server-success_xhndfi.png\"\u003e\u003c/img\u003e\n        \u003c/td\u003e\n        \u003ctd\u003e\n            \u003cimg align=\"left\" alt=\"panopticon-mcp-server\" width=\"100%\" src=\"https://res.cloudinary.com/wemakeart/image/upload/v1772915061/github/panopticon/pano-continue-llm-success_vdlpc4.png\"\u003e\u003c/img\u003e\n        \u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n        \u003cth\u003e2.6.c Successful Query to Codebase\u003c/th\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n        \u003ctd\u003e\n            \u003cimg align=\"left\" alt=\"panopticon-mcp-server\" width=\"100%\" src=\"https://res.cloudinary.com/wemakeart/image/upload/v1772916285/github/panopticon/pano-continue-success_w98aew.png\"\u003e\u003c/img\u003e\n        \u003c/td\u003e\n    \u003c/tr\u003e\n\u003c/table\u003e\n\n## 3. In-Progress Features\n\n🟧 Switch to a file-change based indexing strategy \u003cbr\u003e\n🟧 Improve usability to allow drop-in setup for any project \u003cbr\u003e\n🟧 Evaluate other models for performance \u0026 usability *(for example - `qwen3-embedding:0.6b` with `qwen3.5:9b`)* \u003cbr\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkrampus-nuggets%2Fpanopticon","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkrampus-nuggets%2Fpanopticon","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkrampus-nuggets%2Fpanopticon/lists"}