RRepoGEO

REPOGEO REPORT · LITE

xjtulyc/MedgeClaw

Default branch main · commit fef51d37 · scanned 6/13/2026, 4:26:53 PM

GitHub: 655 stars · 160 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 xjtulyc/MedgeClaw, 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
    Clarify MedgeClaw's core function as a conversational AI assistant in the README's opening

    Why:

    CURRENT
    An open-source biomedical AI research assistant built on OpenClaw and Claude Code, integrating 140 K-Dense Scientific Skills for bioinformatics, drug discovery, clinical research, and more.
    COPY-PASTE FIX
    MedgeClaw is an open-source **conversational AI research assistant** for biomedicine. It allows users to **chat to run complex workflows** like RNA-seq, drug discovery, and clinical analysis, integrating 140 K-Dense scientific skills and connecting to RStudio/JupyterLab.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, biomedical-research, conversational-ai, rna-seq, drug-discovery, clinical-analysis, bioinformatics, claude-code, rstudio, jupyterlab, workflow-automation
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Create a LICENSE file in the root of the repository, choosing a standard open-source license like MIT or Apache-2.0, or clearly state the applicable license(s) directly in the README if a custom license is intended.)

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 xjtulyc/MedgeClaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
nextflow-io/nextflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. nextflow-io/nextflow · recommended 1×
  2. snakemake/snakemake · recommended 1×
  3. galaxyproject/galaxy · recommended 1×
  4. knime/knime-core · recommended 1×
  5. apache/airflow · recommended 1×
  • CATEGORY QUERY
    How to automate complex biomedical data analysis workflows using an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Nextflow (nextflow-io/nextflow)
    2. Snakemake (snakemake/snakemake)
    3. Galaxy (galaxyproject/galaxy)
    4. KNIME Analytics Platform (knime/knime-core)
    5. Apache Airflow (apache/airflow)
    6. MLflow (mlflow/mlflow)
    7. Terra

    AI recommended 7 alternatives but never named xjtulyc/MedgeClaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What conversational AI tools integrate with RStudio for scientific data processing?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud AI Platform
    3. Microsoft Azure AI Services
    4. Hugging Face Transformers
    5. Cohere API
    6. PyTorch
    7. TensorFlow

    AI recommended 7 alternatives but never named xjtulyc/MedgeClaw. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 xjtulyc/MedgeClaw?
    pass
    AI named xjtulyc/MedgeClaw explicitly

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

  • If a team adopts xjtulyc/MedgeClaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xjtulyc/MedgeClaw 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 xjtulyc/MedgeClaw solve, and who is the primary audience?
    pass
    AI named xjtulyc/MedgeClaw explicitly

    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 xjtulyc/MedgeClaw. 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/xjtulyc/MedgeClaw.svg)](https://repogeo.com/en/r/xjtulyc/MedgeClaw)
HTML
<a href="https://repogeo.com/en/r/xjtulyc/MedgeClaw"><img src="https://repogeo.com/badge/xjtulyc/MedgeClaw.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

xjtulyc/MedgeClaw — 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
xjtulyc/MedgeClaw — RepoGEO report