MCP server for spatial transcriptomics analysis via natural language --- ---
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cafferychen777
Source: modelscope · also listed on github_topic, PulseMCP, Glama
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CHATSPATIAL_SCTYPE_R_DIRCHATSPATIAL_OUTPUT_DIRCHATSPATIAL_CACHE_DIRXDG_CACHE_HOMETQDM_DISABLECHATSPATIAL_EXPORT_RESULTSGEMINI_API_KEYANTHROPIC_API_KEYOPENAI_API_KEYOPENAI_API_URLTool 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
22/22 tools missing one or more hints — load_data (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); preprocess_data (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); compute_embeddings (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +19 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.
Secrets stay with their owner
4 secret/sensitive values flow into network calls (GEMINI_API_KEY → https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent?key=, GEMINI_API_KEY → https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent?key=) (9 other flows matched canonical API hosts)
Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.
Secrets never reach shell commands
1 secret value passed to shell commands — possible command injection
Never pass secrets through shell commands. Use library APIs that accept credentials as arguments.
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