RRepoGEO

REPOGEO REPORT · LITE

aipoch/medical-research-skills

Default branch main · commit d3c2c0ff · scanned 6/7/2026, 6:46:52 PM

GitHub: 1,007 stars · 64 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface aipoch/medical-research-skills, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to clarify purpose and audience for AI agents

    Why:

    CURRENT
    A curated library of 550+ medical research agent skills created by AIPOCH, designed to work with Claude Code, OpenClaw, Hermes Agent, and other AI agents. It supports the research workflow across four core areas: Evidence Insights, Protocol Design, Data Analysis, and Academic Writing. Equip your AI agent with AIPOCH medical research skills, and turn it into a capable medical research assistant.
    COPY-PASTE FIX
    This is a comprehensive, open-source library of 550+ specialized skills designed exclusively to empower AI agents (e.g., Claude Code, OpenClaw, Hermes Agent) for advanced medical research workflows. Unlike general medical AI platforms or educational resources, AIPOCH provides ready-to-integrate, professional-grade skills for Evidence Insights, Protocol Design, Data Analysis, and Academic Writing, transforming your AI into a capable medical research assistant.
  • mediumtopics#2
    Add more specific AI agent-related topics

    Why:

    CURRENT
    academic-writing, agent-skills, ai, bioinformatics, biology, cancer-genomics, clinical-research, computational-biology, data-analysis, data-visualization, differential-expression, genomics, medical, medical-research, protocol-design, rna-seq-data, science, scrna-seq-data, single-cell, spatial-transcriptomics
    COPY-PASTE FIX
    academic-writing, agent-skills, ai, ai-agents, llm-agents, bioinformatics, biology, cancer-genomics, clinical-research, computational-biology, data-analysis, data-visualization, differential-expression, genomics, medical, medical-research, protocol-design, rna-seq-data, science, scrna-seq-data, single-cell, spatial-transcriptomics
  • lowreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 How is AIPOCH Medical Research Agent Skills different?

Unlike foundational large language models (LLMs) like BioBERT or ClinicalBERT, or cloud healthcare services such as GCP Healthcare API and Azure Health Data Services, AIPOCH provides a curated library of *pre-built, domain-specific skills* designed to be integrated directly into AI agents. We are not a general-purpose LLM, a data analysis software, or a lab management system. Instead, we focus on empowering your existing AI agents with the precise, professional logic needed for complex medical research tasks, from protocol design to academic writing.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface aipoch/medical-research-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
BioBERT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. BioBERT · recommended 1×
  2. ClinicalBERT · recommended 1×
  3. GCP Healthcare API · recommended 1×
  4. Azure Health Data Services · recommended 1×
  5. AWS HealthLake · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI agent with specialized skills for medical research workflows?
    you: not recommended
    AI recommended (in order):
    1. BioBERT
    2. ClinicalBERT
    3. GCP Healthcare API
    4. Azure Health Data Services
    5. AWS HealthLake
    6. MedCAT
    7. Spark NLP for Healthcare
    8. OpenNMT
    9. Hugging Face Transformers
    10. ChemBL
    11. PubChem
    12. DrugBank
    13. Neo4j

    AI recommended 13 alternatives but never named aipoch/medical-research-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide AI-powered assistance for scientific protocol design and data analysis?
    you: not recommended
    AI recommended (in order):
    1. Benchling
    2. Labguru
    3. GraphPad Prism
    4. OpenAI GPT-4
    5. Dataiku DSS (Data Science Studio)
    6. PerkinElmer Signals Research Suite

    AI recommended 6 alternatives but never named aipoch/medical-research-skills. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of aipoch/medical-research-skills?
    pass
    AI named aipoch/medical-research-skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts aipoch/medical-research-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aipoch/medical-research-skills explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo aipoch/medical-research-skills solve, and who is the primary audience?
    pass
    AI did not name aipoch/medical-research-skills — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of aipoch/medical-research-skills. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/aipoch/medical-research-skills.svg)](https://repogeo.com/en/r/aipoch/medical-research-skills)
HTML
<a href="https://repogeo.com/en/r/aipoch/medical-research-skills"><img src="https://repogeo.com/badge/aipoch/medical-research-skills.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

aipoch/medical-research-skills — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite