RRepoGEO

REPOGEO REPORT · LITE

FreedomIntelligence/OpenClaw-Medical-Skills

Default branch main · commit ca216c09 · scanned 6/26/2026, 11:53:17 PM

GitHub: 2,766 stars · 384 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
    Reposition the README H1 to specify its category and purpose

    Why:

    CURRENT
    # OpenClaw Medical Skills
    COPY-PASTE FIX
    # OpenClaw Medical Skills: The Largest Library of AI Agent Skills for Medical & Scientific Research
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, choosing a standard open-source license like MIT or Apache-2.0 to clarify usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/openclaw/openclaw

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
OpenAI GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 · recommended 1×
  2. GPT-3.5 Turbo · recommended 1×
  3. Google Cloud Healthcare API · recommended 1×
  4. Amazon Comprehend Medical · recommended 1×
  5. Med-PaLM 2 · recommended 1×
  • CATEGORY QUERY
    How can I integrate specialized medical knowledge and workflows into an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. GPT-3.5 Turbo
    3. Google Cloud Healthcare API
    4. Amazon Comprehend Medical
    5. Med-PaLM 2
    6. BioBERT
    7. ClinicalBERT
    8. Hugging Face Transformers (huggingface/transformers)
    9. SNOMED CT
    10. LOINC
    11. RxNorm
    12. Neo4j

    AI recommended 12 alternatives but never named FreedomIntelligence/OpenClaw-Medical-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source AI skill sets are available for clinical research and bioinformatics tasks?
    you: not recommended
    AI recommended (in order):
    1. scikit-learn
    2. Biopython
    3. TensorFlow
    4. Keras
    5. PyTorch
    6. Pandas
    7. R
    8. caret
    9. Bioconductor
    10. tidyverse
    11. Apache Spark
    12. Spark MLlib

    AI recommended 12 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.

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MARKDOWN (README)
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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