REPOGEO REPORT · LITE
epfLLM/meditron
Default branch main · commit a7c7cda3 · scanned 6/28/2026, 12:27:52 PM
GitHub: 2,190 stars · 212 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 epfLLM/meditron, 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.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXllm, large-language-model, medical-llm, healthcare-ai, nlp, deep-learning, llama-2, open-source-ai, medical-reasoning
- mediumreadme#2Emphasize open-source and performance in the README's first sentence
Why:
CURRENTMeditron is a suite of open-source medical Large Language Models (LLMs).
COPY-PASTE FIXMeditron is a suite of **state-of-the-art open-source medical Large Language Models (LLMs)**, outperforming models like Llama-2-70B, GPT-3.5, and Flan-PaLM on medical reasoning tasks.
- lowcomparison#3Add a 'Comparison to Alternatives' section in the README
Why:
COPY-PASTE FIX## Comparison to Alternatives Meditron offers a unique open-source alternative to models like Med-PaLM 2, BioGPT, PubMedGPT, ClinicalBERT, and GatorTron. While these models are prominent in the medical AI landscape, Meditron provides a fully transparent, adaptable, and high-performing suite of LLMs specifically fine-tuned for medical reasoning tasks, built upon Llama-2 and continuously pre-trained on a comprehensively curated medical corpus. Our models, particularly Meditron-70B, have demonstrated superior performance against Llama-2-70B, GPT-3.5, and Flan-PaLM on multiple medical benchmarks, making it an ideal choice for researchers and developers seeking robust, customizable, and auditable medical AI solutions.
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.
- Med-PaLM 2 · recommended 2×
- BioGPT · recommended 2×
- PubMedGPT · recommended 2×
- ClinicalBERT · recommended 2×
- GatorTron · recommended 2×
- CATEGORY QUERYWhat open-source large language models are available for medical domain applications and research?you: not recommendedAI recommended (in order):
- Med-PaLM 2
- BioGPT
- PubMedGPT
- ClinicalBERT
- GatorTron
- MedAlpaca
- LLaMA
AI recommended 7 alternatives but never named epfLLM/meditron. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhich pre-trained large language models excel at medical reasoning tasks and understanding?you: not recommendedAI recommended (in order):
- Med-PaLM 2
- GPT-4
- BioGPT
- PubMedGPT
- ClinicalBERT
- GatorTron
AI recommended 6 alternatives but never named epfLLM/meditron. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 epfLLM/meditron?passAI named epfLLM/meditron explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts epfLLM/meditron in production, what risks or prerequisites should they evaluate first?passAI named epfLLM/meditron 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 epfLLM/meditron solve, and who is the primary audience?passAI named epfLLM/meditron 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 epfLLM/meditron. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/epfLLM/meditron)<a href="https://repogeo.com/en/r/epfLLM/meditron"><img src="https://repogeo.com/badge/epfLLM/meditron.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
epfLLM/meditron — 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