RRepoGEO

REPOGEO REPORT · LITE

freedmand/semantra-python

Default branch main · commit 1aed8fd0 · scanned 6/23/2026, 2:57:58 PM

GitHub: 2,709 stars · 159 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 freedmand/semantra-python, 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 the README's opening to highlight its unique value proposition

    Why:

    CURRENT
    Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text. The tool, made to run on the command line, analyzes specified text and PDF files on your computer and launches a local web search application for interactively querying them.
    COPY-PASTE FIX
    Semantra is a standalone, local-first command-line tool for semantic search, designed to help individuals query documents by meaning rather than just by matching text. It analyzes specified text and PDF files on your computer and launches an interactive local web application for exploring your data.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    cli, machine-learning, semantic-search
    COPY-PASTE FIX
    cli, machine-learning, semantic-search, local-first, web-ui, document-analysis, interactive-search
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/freedmand/semantra-python

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 freedmand/semantra-python
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Haystack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Haystack · recommended 2×
  2. FAISS · recommended 2×
  3. Qdrant · recommended 2×
  4. Hugging Face Transformers · recommended 1×
  5. ChromaDB · recommended 1×
  • CATEGORY QUERY
    How can I perform semantic search on my local documents using a command-line interface?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. Hugging Face Transformers
    3. FAISS
    4. ChromaDB
    5. sentence-transformers
    6. LanceDB
    7. Qdrant
    8. Annoy
    9. grep
    10. rg (ripgrep)

    AI recommended 10 alternatives but never named freedmand/semantra-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best self-hosted tools for semantic document search with a local web UI?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. Elasticsearch
    3. OpenSearch
    4. Weaviate
    5. Qdrant
    6. DocArray
    7. LlamaIndex
    8. FAISS
    9. OpenSearch Dashboards
    10. Kibana
    11. Milvus
    12. pgvector
    13. PostgreSQL

    AI recommended 13 alternatives but never named freedmand/semantra-python. 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 freedmand/semantra-python?
    pass
    AI did not name freedmand/semantra-python — 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 freedmand/semantra-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named freedmand/semantra-python 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 freedmand/semantra-python solve, and who is the primary audience?
    pass
    AI named freedmand/semantra-python 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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  • Brand-free category queries5 vs 2 in Lite
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freedmand/semantra-python — RepoGEO report