REPOGEO REPORT · LITE
jondurbin/airoboros
Default branch main · commit 169e8a96 · scanned 5/25/2026, 11:57:32 AM
GitHub: 1,052 stars · 67 forks
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 jondurbin/airoboros, 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 improve category visibility
Why:
COPY-PASTE FIXllm, fine-tuning, self-instruct, instruction-following, synthetic-data, gpt-4, large-language-models, ai-tools
- mediumreadme#2Refine README H1 to explicitly mention synthetic data generation
Why:
CURRENT# airoboros: using large language models to fine-tune large language models
COPY-PASTE FIX# airoboros: Generate synthetic instruction-following datasets for LLM fine-tuning
- lowhomepage#3Add a homepage URL to the repository settings
Why:
COPY-PASTE FIXhttps://github.com/jondurbin/airoboros
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.
- CATEGORY QUERYHow to generate synthetic instruction-following datasets for fine-tuning large language models?you: not recommended
Show full AI answer
- CATEGORY QUERYWhat tools automate LLM instruction data generation using chat API models like GPT-4?you: not recommended
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 jondurbin/airoboros?passAI named jondurbin/airoboros explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts jondurbin/airoboros in production, what risks or prerequisites should they evaluate first?passAI named jondurbin/airoboros 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 jondurbin/airoboros solve, and who is the primary audience?passAI named jondurbin/airoboros 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 jondurbin/airoboros. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/jondurbin/airoboros)<a href="https://repogeo.com/en/r/jondurbin/airoboros"><img src="https://repogeo.com/badge/jondurbin/airoboros.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
jondurbin/airoboros — 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