RRepoGEO

REPOGEO REPORT · LITE

sentient-agi/ROMA

Default branch main · commit a6e3bb4f · scanned 5/8/2026, 3:51:59 PM

GitHub: 5,048 stars · 772 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 sentient-agi/ROMA, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highhomepage#1
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://www.sentient.xyz/
  • highlicense#2
    Add a standard open-source LICENSE file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of a common open-source license (e.g., MIT or Apache-2.0) to clarify usage rights and encourage adoption.

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 sentient-agi/ROMA
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Akka
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Akka · recommended 1×
  2. Erlang/OTP · recommended 1×
  3. Ray · recommended 1×
  4. SPADE · recommended 1×
  5. Mesa · recommended 1×
  • CATEGORY QUERY
    How to build high-performance, hierarchical multi-agent systems efficiently?
    you: not recommended
    AI recommended (in order):
    1. Akka
    2. Erlang/OTP
    3. Ray
    4. SPADE
    5. Mesa

    AI recommended 5 alternatives but never named sentient-agi/ROMA. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best frameworks for developing complex, recursive AI agent architectures?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. OpenAI Assistants API
    6. CrewAI

    AI recommended 6 alternatives but never named sentient-agi/ROMA. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 sentient-agi/ROMA?
    pass
    AI named sentient-agi/ROMA explicitly

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

  • If a team adopts sentient-agi/ROMA in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sentient-agi/ROMA 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 sentient-agi/ROMA solve, and who is the primary audience?
    pass
    AI named sentient-agi/ROMA 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 sentient-agi/ROMA. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/sentient-agi/ROMA"><img src="https://repogeo.com/badge/sentient-agi/ROMA.svg" alt="RepoGEO" /></a>
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sentient-agi/ROMA — 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