ScholarGraph-CancerFusionGenesResearch
v1.3.0使用 ScholarGraph v1.4 及以上版本 进行癌症融合基因文献调研的全流程技能。包括搜索、多轮合并去重、提取信息、生成报告和 Excel 表格。
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MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
OpenClaw
Benign
high confidencePurpose & Capability
Name/description (ScholarGraph-based literature research) match the requested binaries (bun, node) and the environment variables (AI_PROVIDER, MINIMAX_API_KEY) needed to run a ScholarGraph CLI that uses an LLM provider. Bundled JS files are utilities (merge + Excel generation) directly relevant to the described workflow.
Instruction Scope
Runtime instructions are focused on searching, downloading open PDFs, merging JSON results, and generating Excel reports. Minor concerns: several absolute paths are used (e.g., /root/.openclaw/... and /workspace/...), which assume particular filesystem layout and elevated user directory structure; SKILL.md mentions SERPER_API_KEY for an alternate download path but that variable is not declared in the skill metadata (it's optional in the text). No instructions attempt to read unrelated secrets or system files.
Install Mechanism
This is an instruction-only skill with two small JS utilities included. There is no download-from-URL or automated installer specified. No high-risk install behavior detected.
Credentials
Requested env vars (AI_PROVIDER and MINIMAX_API_KEY) are proportionate for a tool that calls an LLM provider. Note: SKILL.md references an additional SERPER_API_KEY for optional download functionality but that variable is not listed as required in the metadata — it's optional in instructions but users should be aware of it before providing additional keys. No unrelated cloud credentials or broad secrets are requested.
Persistence & Privilege
always:false and default autonomous invocation are present (normal). The skill does not request permanent system-wide privileges or modify other skills. It writes/reads expected local files (roundN.json, merged_results.json, Excel output).
Assessment
This skill appears coherent for running ScholarGraph-based literature searches and producing Excel reports. Before installing or running it:
- Only provide the MINIMAX_API_KEY (and other provider keys) if you trust the LLM provider and the environment where the key will be stored.
- The instructions use absolute paths (/root/.openclaw/..., /workspace/...). Confirm these paths are appropriate for your environment or change them to safer, user-specific directories to avoid writing into root-owned locations.
- SKILL.md mentions an optional SERPER_API_KEY for a different download method — you only need to supply that if you plan to use that path.
- Review the included JS files (generate_excel_template.js, merge_results.js) if you run code from untrusted sources; they are simple and local but will be executed by node.
- Confirm you have bun/node installed and that the ScholarGraph CLI (cli.ts) is present and trusted before running the provided commands.Like a lobster shell, security has layers — review code before you run it.
latestvk97d5t773j9nw3f4ntmey7v4vx82f9bd
License
MIT-0
Free to use, modify, and redistribute. No attribution required.
Runtime requirements
🧬 Clawdis
Binsbun, node
EnvAI_PROVIDER, MINIMAX_API_KEY