RRepoGEO

REPOGEO REPORT · LITE

FreedomIntelligence/OpenClaw-Medical-Skills

Default branch main · commit 2aa60d4d · scanned 5/16/2026, 4:32:45 AM

GitHub: 2,486 stars · 351 forks

AI VISIBILITY SCORE
28 /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
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 FreedomIntelligence/OpenClaw-Medical-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
    Clarify README's opening sentence to emphasize 'AI agent skill library'

    Why:

    CURRENT
    The largest open-source medical AI skill library for OpenClaw.869 curated skills · Clinical · Genomics · Drug Discovery · Bioinformatics · Medical Devices*
    COPY-PASTE FIX
    OpenClaw Medical Skills is the largest open-source library of AI agent skills specifically designed for medical and scientific research, compatible with OpenClaw and NanoClaw AI assistant frameworks.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Choose and add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root. If a custom license applies, create a LICENSE file with its full text and clarify its terms directly in the README.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a link to the official OpenClaw project page or a dedicated project website for OpenClaw Medical Skills in the repository settings' homepage field.

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 FreedomIntelligence/OpenClaw-Medical-Skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenNMT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenNMT · recommended 2×
  2. spaCy · recommended 2×
  3. Gensim · recommended 2×
  4. BioGPT · recommended 1×
  5. Hugging Face Transformers Library · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source AI agent skills for clinical and biomedical research?
    you: not recommended
    AI recommended (in order):
    1. BioGPT
    2. Hugging Face Transformers Library
    3. PubMedBERT
    4. BioELECTRA
    5. LangChain
    6. LlamaIndex
    7. OpenNMT
    8. spaCy
    9. scispacy
    10. Gensim

    AI recommended 10 alternatives but never named FreedomIntelligence/OpenClaw-Medical-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI skill libraries for developing medical and scientific research assistants?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. spaCy
    3. Gensim
    4. SciPy
    5. NumPy
    6. OpenNMT
    7. PyTorch
    8. TensorFlow
    9. AllenNLP

    AI recommended 9 alternatives but never named FreedomIntelligence/OpenClaw-Medical-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
    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 FreedomIntelligence/OpenClaw-Medical-Skills?
    pass
    AI named FreedomIntelligence/OpenClaw-Medical-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 FreedomIntelligence/OpenClaw-Medical-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FreedomIntelligence/OpenClaw-Medical-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 FreedomIntelligence/OpenClaw-Medical-Skills solve, and who is the primary audience?
    pass
    AI did not name FreedomIntelligence/OpenClaw-Medical-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 FreedomIntelligence/OpenClaw-Medical-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/FreedomIntelligence/OpenClaw-Medical-Skills.svg)](https://repogeo.com/en/r/FreedomIntelligence/OpenClaw-Medical-Skills)
HTML
<a href="https://repogeo.com/en/r/FreedomIntelligence/OpenClaw-Medical-Skills"><img src="https://repogeo.com/badge/FreedomIntelligence/OpenClaw-Medical-Skills.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

FreedomIntelligence/OpenClaw-Medical-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