REPOGEO REPORT · LITE
CStanKonrad/long_llama
Default branch main · commit bfcb8d1d · scanned 6/26/2026, 8:02:56 PM
GitHub: 1,466 stars · 84 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.
3 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 CStanKonrad/long_llama, 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 for LLMs and long context
Why:
COPY-PASTE FIXlarge-language-models, llm, long-context, transformers, open-source-llm, deep-learning, nlp, focused-transformer
- mediumreadme#2Add a concise introductory sentence to the README
Why:
COPY-PASTE FIXLongLLaMA is an open-source large language model designed to process exceptionally long text contexts, built upon OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.
- lowreadme#3Add a 'Key Features' section to the README
Why:
COPY-PASTE FIX## Key Features * **Extended Context Window:** Processes significantly longer text sequences than standard Llama models. * **Focused Transformer (FoT) Method:** Leverages an efficient fine-tuning approach for context scaling. * **Open-Source Foundation:** Built upon OpenLLaMA, providing a transparent and adaptable base. * **Multiple Model Variants:** Offers different sizes (e.g., 3B, 7B) and instruction-tuned versions.
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.
- Mistral Large · recommended 2×
- Claude 3 Opus / Claude 3 Sonnet / Claude 3 Haiku · recommended 1×
- GPT-4 Turbo · recommended 1×
- Gemini 1.5 Pro · recommended 1×
- Llama 2 · recommended 1×
- CATEGORY QUERYWhat large language models excel at understanding and generating text from very long contexts?you: not recommendedAI recommended (in order):
- Claude 3 Opus / Claude 3 Sonnet / Claude 3 Haiku
- GPT-4 Turbo
- Gemini 1.5 Pro
- Mistral Large
- Llama 2
AI recommended 5 alternatives but never named CStanKonrad/long_llama. This is the gap to close.
Show full AI answer
- CATEGORY QUERYNeed an efficient open-source LLM capable of processing extremely lengthy documents or conversations.you: not recommendedAI recommended (in order):
- Mistral Large
- Mixtral 8x22B
- Hugging Face Transformers
- vLLM
- LongRoPE
- Llama-2-7B-LongRoPE
- Yarn-Llama-2-7B-128k
- Yarn-Llama-2-13B-128k
- Qwen-1.5-7B-Chat-128K
- Qwen-1.5-14B-Chat-64K
- Gemma-7B-IT
- Mistral-7B-v0.2
AI recommended 12 alternatives but never named CStanKonrad/long_llama. 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 CStanKonrad/long_llama?passAI did not name CStanKonrad/long_llama — 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?
- If a team adopts CStanKonrad/long_llama in production, what risks or prerequisites should they evaluate first?passAI did not name CStanKonrad/long_llama — 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?
- In one sentence, what problem does the repo CStanKonrad/long_llama solve, and who is the primary audience?passAI named CStanKonrad/long_llama explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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CStanKonrad/long_llama — 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