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14 days ago

galaxy_morphology_mcp

Enables galaxy morphology analysis by running GALFIT and GalfitS fits on single- and multi-band images, with optional VLM-based residual analysis.

→ weinaike/galaxy_morphology_mcp· listed on glama

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Limited view: static analysis for Python is partially covered.

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Who stands behind it

weinaike

Source: Glama

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Install from

Glama

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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
🔐
You'll be asked for 3 credentials: OPENAI_API_KEY, CLAUDECODE_API_KEY, ZAI_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configGALFIT_BINrun_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
configGALFITS_BINrun_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
configGS_DATA_PATH/path/to/gs_data # GalfitS 数据目录
configMCP_ALLOWED_HOSTS允许的主机，默认允许所有
configBEST_ROUND_PERSIST登记状态默认持久化到星系主目录下的 .best_round.json（已加入 .gitignore），便于跨会话恢复；设置环境变量 =0 可关闭，退化为纯内存登记。
configBEST_ROUND_TRACKING
configBEST_ROUND_VERBOSE
configCLAUDECODE_MODELgemini-3-flash-preview
configXLA_PYTHON_CLIENT_PREALLOCATE
🔐 secretOPENAI_API_KEYyour_api_key_here
configOPENAI_MODELgemini-3-flash-preview # 推荐 gemini-3-flash-preview（性价比高）
configOPENAI_BASE_URL可选，默认使用官方端点
configVLM_TIMING_LOG
configANALYSIS_MODEClaude Code Agent SDK 配置（=cc 时需要）
🔐 secretCLAUDECODE_API_KEYyour_anthropic_api_key_here
configVLM_DEFERRED_SYSTEM
configGALFITS_PYTHON
configPYTHON
configVISUALRAG_SERVICE_URL留空 即关闭（静默降级为无参考样例的单图分析）
configVISUALRAG_ENABLED1 # kill-switch，仅 =0 关闭（判据 != "0"，故 =false/no/off 不生效，须写 0）
configVISUALRAG_TOP_K5 # 每个 role（baseline/positive/hard_negative）检索返回上限
configVISUALRAG_STRATEGYboth # 检索策略：both = DINOv2 视觉嵌入 + 参数化特征双特征
configVISUALRAG_MIN_SCORE0.3 # 质量门：服务端丢弃 score < 该值的样例；留空 = 不传，用服务端默认（当前 0.3）
🔐 secretZAI_API_KEY
configZAI_BASE_URL
configGLM_MODEL
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

16/16 tools missing one or more hints — run_galfit (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); component_analysis (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); detect_bar_lopsidedness (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +13 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/weinaike-galaxy-morphology-mcp-1xehy8)](https://m8ven.ai/mcp/weinaike-galaxy-morphology-mcp-1xehy8)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 5e513a3aa1424a2d5be27f26682c3bb36d7ba9e1
code hash: e8df74a6059913b604e0c6d1c27fa56c7b870f127d11717123ed0c44d0359a39
verified: 8/7/2026, 4:35:22 AM
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