# mcp/gemini.py """ Lightweight Gemini-Pro helper (text in → text out). Requires env var GEMINI_KEY. """ import os, asyncio, google.generativeai as genai # SDK :contentReference[oaicite:1]{index=1} GEN_KEY = os.getenv("GEMINI_KEY") if GEN_KEY: genai.configure(api_key=GEN_KEY) _MODEL = None def _model(): global _MODEL if _MODEL is None: _MODEL = genai.GenerativeModel("gemini-pro") # 32 k ctx ­ :contentReference[oaicite:2]{index=2} return _MODEL # ---------- public helpers ---------- async def gemini_summarize(text: str, words: int = 150) -> str: prompt = f"Summarize in ≤{words} words:\n{text[:12000]}" rsp = await asyncio.to_thread(_model().generate_content, prompt) return rsp.text async def gemini_qa(question: str, context: str = "") -> str: prompt = f"Answer briefly.\nContext:\n{context[:10000]}\n\nQ: {question}\nA:" rsp = await asyncio.to_thread(_model().generate_content, prompt) return rsp.text