RRepoGEO

REPOGEO REPORT · LITE

severian42/GraphRAG-Local-UI

Default branch main · commit 4b4b1675 · scanned 5/22/2026, 1:47:31 AM

GitHub: 2,322 stars · 293 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 severian42/GraphRAG-Local-UI, 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 comprehensive topics to improve categorization

    Why:

    COPY-PASTE FIX
    graph-rag, local-llm, knowledge-graph, rag-system, ollama, fastapi, gradio, llm-ui, rag-ui, data-visualization, prompt-tuning, indexing
  • highreadme#2
    Reposition README opening to clarify 'application' nature

    Why:

    CURRENT
    Welcome to **GraphRAG Local with Index/Prompt-Tuning and Querying/Chat UIs**! This project is an adaptation of Microsoft's GraphRAG, tailored to support local models and featuring a comprehensive interactive user interface ecosystem.
    COPY-PASTE FIX
    Welcome to **GraphRAG Local: Your End-to-End UI Application for Knowledge Graph RAG**! This project is an adaptation of Microsoft's GraphRAG, tailored to support local models and featuring a comprehensive, integrated user interface ecosystem for all your GraphRAG needs.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://severian42.github.io/GraphRAG-Local-UI

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 severian42/GraphRAG-Local-UI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Neo4j
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Neo4j · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Ollama · recommended 1×
  4. Streamlit · recommended 1×
  5. spaCy · recommended 1×
  • CATEGORY QUERY
    How to build a knowledge graph RAG system using local LLMs and a user interface?
    you: not recommended
    AI recommended (in order):
    1. Neo4j
    2. LlamaIndex
    3. Ollama
    4. Streamlit
    5. spaCy
    6. LangChain
    7. Graphistry

    AI recommended 7 alternatives but never named severian42/GraphRAG-Local-UI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help with local RAG knowledge graph indexing, prompt tuning, and visualization?
    you: not recommended
    AI recommended (in order):
    1. Neo4j AuraDS
    2. Neo4j Desktop
    3. Neo4j Bloom
    4. GraphDB
    5. GraphDB Workbench
    6. LangChain (langchain-ai/langchain)
    7. ChromaDB (chroma-core/chroma)
    8. FAISS (facebookresearch/faiss)
    9. NetworkX (networkx/networkx)
    10. LlamaIndex (run-llama/llama_index)
    11. Streamlit (streamlit/streamlit)
    12. Dash (plotly/dash)
    13. Pyvis (WestHealth/pyvis)
    14. Memgraph (memgraph/memgraph)
    15. Memgraph Lab (memgraph/memgraph-lab)
    16. DGL (dmlc/dgl)
    17. PyTorch Geometric (pyg-team/pytorch_geometric)
    18. Matplotlib (matplotlib/matplotlib)
    19. Plotly (plotly/plotly.py)

    AI recommended 19 alternatives but never named severian42/GraphRAG-Local-UI. 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 severian42/GraphRAG-Local-UI?
    pass
    AI named severian42/GraphRAG-Local-UI explicitly

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

  • If a team adopts severian42/GraphRAG-Local-UI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named severian42/GraphRAG-Local-UI 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 severian42/GraphRAG-Local-UI solve, and who is the primary audience?
    pass
    AI named severian42/GraphRAG-Local-UI 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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MARKDOWN (README)
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severian42/GraphRAG-Local-UI — 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