{"slug": "local-coding-assistant-for-a-proprietary-codebase", "title": "Local coding assistant for a proprietary codebase", "summary": "A developer running Kimi K2.7 Code locally against a private repository reports that local AI coding assistance for autocomplete, refactors, and code review is the most common local-AI use case discussed in communities such as r/LocalLLaMA and r/ollama, driven by developers who want Copilot-style help without sending company code to a third-party API. The setup connects the model to an editor through an OpenAI-compatible local server such as Ollama or llama.cpp, and the developer says latency and quality are close enough to cloud coding assistants for day-to-day work.", "body_md": "# Local coding assistant for a proprietary codebase\n\ncompany code can't touch third-party APIs\n\ncdnsteve\n\nI run Kimi K2.7 Code locally against our private repo for autocomplete, refactors and code review so proprietary source never leaves the machine. It's the single most common local-AI use case I see mentioned in the community (r/LocalLLaMA, r/ollama) - devs want Copilot-style help without sending company code to a third-party API. Works great once you wire it into your editor via an OpenAI-compatible local server (Ollama/llama.cpp); latency and quality are close enough to cloud coding assistants for day-to-day work.", "url": "https://wpnews.pro/news/local-coding-assistant-for-a-proprietary-codebase", "canonical_source": "https://tokenstead.ai/use-cases/ijpem33d", "published_at": "2026-09-16 21:11:22+00:00", "updated_at": "2026-09-16 21:26:29.847001+00:00", "lang": "en", "topics": ["ai-tools", "large-language-models", "ai-products", "developer-tools"], "entities": ["Kimi K2.7 Code", "Ollama", "llama.cpp", "r/LocalLLaMA", "r/ollama", "OpenAI", "Copilot"], "alternates": {"html": "https://wpnews.pro/news/local-coding-assistant-for-a-proprietary-codebase", "markdown": "https://wpnews.pro/news/local-coding-assistant-for-a-proprietary-codebase.md", "text": "https://wpnews.pro/news/local-coding-assistant-for-a-proprietary-codebase.txt", "jsonld": "https://wpnews.pro/news/local-coding-assistant-for-a-proprietary-codebase.jsonld"}}