REPOGEO REPORT · LITE
jamesob/local-llm
Default branch master · commit 6d97e751 · scanned 7/6/2026, 4:01:30 PM
GitHub: 1,021 stars · 60 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 jamesob/local-llm, 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.
The category visibility step did not produce results for this scan (the LLM may have been unreachable). Re-run the diagnosis to get the full GEO picture.
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
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 jamesob/local-llm?skippedAI did not name jamesob/local-llm — 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 jamesob/local-llm in production, what risks or prerequisites should they evaluate first?skippedAI did not name jamesob/local-llm — 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 jamesob/local-llm solve, and who is the primary audience?skippedAI did not name jamesob/local-llm — 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 jamesob/local-llm. 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/jamesob/local-llm)<a href="https://repogeo.com/en/r/jamesob/local-llm"><img src="https://repogeo.com/badge/jamesob/local-llm.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
jamesob/local-llm — 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