RRepoGEO

REPOGEO REPORT · LITE

elder-plinius/GLOSSOPETRAE

Default branch main · commit 2c6f59a6 · scanned 6/23/2026, 2:53:16 PM

GitHub: 611 stars · 141 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 elder-plinius/GLOSSOPETRAE, 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
    Clarify the project's core domain in the README's opening

    Why:

    CURRENT
    # GLOSSOPETRAE

## Procedural Xenolinguistics — Language Generation, Acquisition, Covert Channels
    COPY-PASTE FIX
    # GLOSSOPETRAE

**GLOSSOPETRAE is a unified research program in procedural xenolinguistics, focusing on AI language generation, acquisition, and the exploitation of linguistic covert channels. This project is NOT related to paleontology or geology.**

## Procedural Xenolinguistics — Language Generation, Acquisition, Covert Channels
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai, nlp, language-generation, xenolinguistics, covert-channels, steganography, llm-exploitation, procedural-generation, linguistics
  • mediumreadme#3
    Emphasize the 'covert channels' and 'exploitation' aspects in the README

    Why:

    COPY-PASTE FIX
    ## Key Capabilities

*   **Procedural Language Generation:** Forge complete, natural-feeling languages from mathematical seeds.
*   **AI Language Acquisition:** Research how frontier LLMs learn novel languages in-context.
*   **Linguistic Covert Channels:** Identify, analyze, and exploit hidden communication pathways in AI-generated language.
*   **Dual-Use Modules:** Tools for steganography, token exploitation, and covert channel implementation for both offense and defense.

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 elder-plinius/GLOSSOPETRAE
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tracery
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tracery · recommended 1×
  2. LingPy · recommended 1×
  3. PolyGlot · recommended 1×
  4. NLTK (Natural Language Toolkit) · recommended 1×
  5. Markov Chains · recommended 1×
  • CATEGORY QUERY
    How can I procedurally generate a complete, natural-sounding language for AI applications?
    you: not recommended
    AI recommended (in order):
    1. Tracery
    2. LingPy
    3. PolyGlot
    4. NLTK (Natural Language Toolkit)
    5. Markov Chains
    6. GPT-2/GPT-3/LLaMA

    AI recommended 6 alternatives but never named elder-plinius/GLOSSOPETRAE. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for analyzing and exploiting linguistic covert channels in AI models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers Library
    2. OpenAI API
    3. spaCy
    4. NLTK
    5. TextAttack
    6. Captum
    7. TF-Explain
    8. SciPy
    9. NumPy
    10. Pandas

    AI recommended 10 alternatives but never named elder-plinius/GLOSSOPETRAE. 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 elder-plinius/GLOSSOPETRAE?
    pass
    AI named elder-plinius/GLOSSOPETRAE explicitly

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

  • If a team adopts elder-plinius/GLOSSOPETRAE in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elder-plinius/GLOSSOPETRAE 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 elder-plinius/GLOSSOPETRAE solve, and who is the primary audience?
    pass
    AI named elder-plinius/GLOSSOPETRAE 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 elder-plinius/GLOSSOPETRAE. 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/elder-plinius/GLOSSOPETRAE.svg)](https://repogeo.com/en/r/elder-plinius/GLOSSOPETRAE)
HTML
<a href="https://repogeo.com/en/r/elder-plinius/GLOSSOPETRAE"><img src="https://repogeo.com/badge/elder-plinius/GLOSSOPETRAE.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

elder-plinius/GLOSSOPETRAE — 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