Individual skill
medical-vector-search
Vector database retrieval and evidence-based answering for medical research topics. Use when users need knowledge-base-backed answers about methodology, disease mechanisms, drug effects, clinical research, or research tools. Input is a medical research question; output is a st...
scientific-skills/Evidence Insight/medical-vector-search/SKILL.md
Source commit 686e09dfdb45d9fa1a08664f06bb93769b3c9d91
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- Last checked
- Nov 9, 2026
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- Repository stars (not skill ratings)
- 2,042
- Repository last updated
- Sep 17, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- bioinformatics Repository topic
- computational-biology Repository topic
- data-analysis Repository topic
- ai Repository topic
- biology Repository topic
- cancer-genomics Repository topic
- data-visualization Repository topic
- differential-expression Repository topic
- genomics Repository topic
- medical Repository topic
- data Derived category
- research Derived category
- data-databases Derived category
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POLISH_CHANGELOG.mddoc · 605 bytesSKILL.mdcore · 7,977 bytesSKILL.mdcore · 7,977 bytesSKILL.mdcore · 7,977 bytesSKILL.mdcore · 7,977 byteseval_report_medical-vector-search_result.jsonasset · 8,758 bytesscripts/search.pyruns · 4,198 bytes
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> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)
# Medical Research Vector Search Skill
## Skill Objective
When users ask medical research questions, intelligently rewrite queries and call the vector knowledge base to retrieve the most relevant document segments, then provide evidence-backed answers. This ensures answers come from a reliable knowledge base rather than solely from model internal knowledge.
## Workflow
### Step 1: Rewrite User Question into High-Quality Search Query
Before calling the API, rewrite the user's original question into a professional query suited for vector retrieval. The purpose is to improve recall, as colloquial questions often fail to match professional expressions in documents.
