RRepoGEO

REPOGEO REPORT · LITE

TheAiSingularity/graphrag-local-ollama

Default branch main · commit a12eb86a · scanned 5/9/2026, 8:07:50 PM

GitHub: 1,103 stars · 166 forks

AI VISIBILITY SCORE
28 /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
2 / 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 TheAiSingularity/graphrag-local-ollama, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    rag, ollama, graphrag, knowledge-graph, local-llm, llm, embedding, microsoft
  • highreadme#2
    Strengthen README's opening to emphasize its unique value for GraphRAG users

    Why:

    CURRENT
    Welcome to **GraphRAG Local Ollama**! This repository is an exciting adaptation of Microsoft's GraphRAG, tailored to support local models downloaded using Ollama. Say goodbye to costly OpenAPI models and hello to efficient, cost-effective local inference using Ollama!
    COPY-PASTE FIX
    Welcome to **GraphRAG Local Ollama**! This repository provides a crucial adaptation of Microsoft's GraphRAG, enabling it to run entirely with local models served by Ollama. This project solves the challenge of high API costs and cloud dependency for GraphRAG users, offering efficient, cost-effective local inference with models like Llama3, Mistral, Gemma2, and Phi3.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://theaisingularity.github.io/graphrag-local-ollama/

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 TheAiSingularity/graphrag-local-ollama
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. Llama.cpp · recommended 1×
  3. llama-cpp-python · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I implement RAG with local LLMs to reduce API costs?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. Llama.cpp
    3. llama-cpp-python
    4. LangChain
    5. LlamaIndex
    6. Chroma
    7. FAISS
    8. Sentence Transformers

    AI recommended 8 alternatives but never named TheAiSingularity/graphrag-local-ollama. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools support knowledge graph generation using Ollama for summarization?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Neo4j (neo4j/neo4j)
    5. GraphRAG (microsoft/GraphRAG)
    6. SpaCy (explosion/spaCy)
    7. NLTK (nltk/nltk)
    8. NetworkX (networkx/networkx)

    AI recommended 8 alternatives but never named TheAiSingularity/graphrag-local-ollama. 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 TheAiSingularity/graphrag-local-ollama?
    pass
    AI named TheAiSingularity/graphrag-local-ollama explicitly

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

  • If a team adopts TheAiSingularity/graphrag-local-ollama in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TheAiSingularity/graphrag-local-ollama 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 TheAiSingularity/graphrag-local-ollama solve, and who is the primary audience?
    pass
    AI did not name TheAiSingularity/graphrag-local-ollama — 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

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TheAiSingularity/graphrag-local-ollama — 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