RRepoGEO

REPOGEO REPORT · LITE

estebanpdl/osintgpt

Default branch main · commit 4850a587 · scanned 6/8/2026, 3:17:37 PM

GitHub: 511 stars · 77 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 estebanpdl/osintgpt, 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 emphasize OSINT first

    Why:

    CURRENT
    # OSINT GPT

`osintgpt` is a Python package for leveraging OpenAI's GPT models to analyze text data and perform tasks such as calculating text embeddings, searching for similar documents, and more. It is designed for use in open-source intelligence (OSINT) applications and research.
    COPY-PASTE FIX
    # OSINT GPT: AI-Powered Open-Source Intelligence Analysis

`osintgpt` is a Python package specifically designed for open-source intelligence (OSINT) applications and research. It leverages OpenAI's GPT models to analyze text data, perform tasks such as calculating text embeddings, and search for similar documents, streamlining OSINT workflows.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, for example, with the MIT License text, to clearly state the project's licensing terms.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a link to the project's documentation or a dedicated project page in the repository's 'About' section. If no dedicated page exists, use the GitHub repository URL itself.

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 estebanpdl/osintgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 1×
  2. OpenAI Embeddings · recommended 1×
  3. Gensim · recommended 1×
  4. Faiss · recommended 1×
  5. Weaviate · recommended 1×
  • CATEGORY QUERY
    How to analyze open-source intelligence text data using AI embeddings?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. OpenAI Embeddings
    3. Gensim
    4. Faiss
    5. Weaviate
    6. Pinecone
    7. Qdrant

    AI recommended 7 alternatives but never named estebanpdl/osintgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries leverage large language models for OSINT document similarity search?
    you: not recommended
    AI recommended (in order):
    1. Sentence Transformers (UKP-Labs/sentence-transformers)
    2. Hugging Face Transformers (huggingface/transformers)
    3. Gensim (RaRe-Technologies/gensim)
    4. Faiss (facebookresearch/faiss)
    5. Haystack (deepset-ai/haystack)
    6. LangChain (langchain-ai/langchain)

    AI recommended 6 alternatives but never named estebanpdl/osintgpt. 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 estebanpdl/osintgpt?
    pass
    AI named estebanpdl/osintgpt explicitly

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

  • If a team adopts estebanpdl/osintgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named estebanpdl/osintgpt 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 estebanpdl/osintgpt solve, and who is the primary audience?
    pass
    AI did not name estebanpdl/osintgpt — 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 estebanpdl/osintgpt. 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/estebanpdl/osintgpt.svg)](https://repogeo.com/en/r/estebanpdl/osintgpt)
HTML
<a href="https://repogeo.com/en/r/estebanpdl/osintgpt"><img src="https://repogeo.com/badge/estebanpdl/osintgpt.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

estebanpdl/osintgpt — 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