RRepoGEO

REPOGEO REPORT · LITE

jonfairbanks/local-rag

Default branch develop · commit 1f04481d · scanned 6/4/2026, 10:06:28 PM

GitHub: 744 stars · 91 forks

AI VISIBILITY SCORE
35 /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
3 / 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 jonfairbanks/local-rag, 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 README opening to emphasize 'application' status

    Why:

    CURRENT
    Offline, open-source retrieval augmented generation.
    COPY-PASTE FIX
    Local RAG is a complete, offline, open-source application for retrieval augmented generation.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL (e.g., a live demo, project website, or GitHub Pages link) to the repository's 'About' section.
  • lowtopics#3
    Add topics that highlight its nature as a complete application/tool

    Why:

    CURRENT
    large-language-models, llm, ollama, rag, retrieval-augmented-generation
    COPY-PASTE FIX
    large-language-models, llm, ollama, rag, retrieval-augmented-generation, web-application, local-ai-tool

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 jonfairbanks/local-rag
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LlamaIndex · recommended 2×
  3. LangChain · recommended 2×
  4. FAISS · recommended 2×
  5. Haystack · recommended 2×
  • CATEGORY QUERY
    How can I perform retrieval augmented generation entirely offline with private data?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LlamaIndex
    3. LangChain
    4. Sentence Transformers
    5. Hugging Face Transformers library
    6. Chroma
    7. FAISS
    8. LanceDB
    9. PrivateGPT
    10. llama.cpp
    11. Nomic Embed
    12. GPT4All
    13. Haystack

    AI recommended 13 alternatives but never named jonfairbanks/local-rag. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for ingesting local documents and websites for RAG with open-source LLMs?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Unstructured.io
    5. Ollama
    6. ChromaDB
    7. FAISS
    8. Weaviate

    AI recommended 8 alternatives but never named jonfairbanks/local-rag. 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 jonfairbanks/local-rag?
    pass
    AI named jonfairbanks/local-rag explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts jonfairbanks/local-rag in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jonfairbanks/local-rag 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 jonfairbanks/local-rag solve, and who is the primary audience?
    pass
    AI named jonfairbanks/local-rag 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 jonfairbanks/local-rag. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jonfairbanks/local-rag.svg)](https://repogeo.com/en/r/jonfairbanks/local-rag)
HTML
<a href="https://repogeo.com/en/r/jonfairbanks/local-rag"><img src="https://repogeo.com/badge/jonfairbanks/local-rag.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jonfairbanks/local-rag — 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