Enables galaxy morphology analysis by running GALFIT and GalfitS fits on single- and multi-band images, with optional VLM-based residual analysis.
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process.env. You'll be asked to provide them before it can run.ZAI_API_KEYZAI_BASE_URLGLM_MODELOPENAI_API_KEY— your_api_key_hereOPENAI_BASE_URL— 可选,默认使用官方端点OPENAI_MODEL— gemini-3-flash-preview # 推荐 gemini-3-flash-preview(性价比高)GALFIT_BIN— run_galfit 执行 GALFIT 单波段拟合,返回优化的 FITS 文件、对比图像和拟合摘要 需设置GALFITS_BIN— run_galfits 执行 GalfitS 多波段同时拟合,返回摘要文件、图像、SED 模型等结果 需设置GS_DATA_PATH— /path/to/gs_data # GalfitS 数据目录MCP_ALLOWED_HOSTS— 允许的主机,默认允许所有BEST_ROUND_TRACKINGBEST_ROUND_VERBOSECLAUDECODE_MODEL— gemini-3-flash-previewXLA_PYTHON_CLIENT_PREALLOCATEANALYSIS_MODE— Claude Code Agent SDK 配置(=cc 时需要)CLAUDECODE_API_KEY— your_anthropic_api_key_hereVLM_DEFERRED_SYSTEMGALFITS_PYTHONPYTHONVISUALRAG_SERVICE_URL— 留空 即关闭(静默降级为无参考样例的单图分析)VISUALRAG_ENABLED— 1 # kill-switch,仅 =0 关闭(判据 != "0",故 =false/no/off 不生效,须写 0)VISUALRAG_TOP_K— 5 # 每个 role(baseline/positive/hard_negative)检索返回上限VISUALRAG_STRATEGY— both # 检索策略:both = DINOv2 视觉嵌入 + 参数化特征双特征[](https://m8ven.ai/mcp/weinaike-galaxy-morphology-mcp-1xehy8)