RRepoGEO

REPOGEO REPORT · LITE

skyllwt/OmegaWiki

Default branch main · commit 71469e89 · scanned 6/17/2026, 12:13:11 PM

GitHub: 1,328 stars · 175 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 skyllwt/OmegaWiki, 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 project identity and purpose in README's opening

    Why:

    CURRENT
    # AutoSci

**Read, think, experiment, write, evolve — the AI research agent with memory that compounds across every project.**
    COPY-PASTE FIX
    # OmegaWiki: AutoSci — The AI Research Agent

**Read, think, experiment, write, evolve — the AI research agent with memory that compounds across every project.**

This repository, `skyllwt/OmegaWiki`, hosts the `AutoSci` project, a wiki-centric full-lifecycle AI research platform powered by Claude Code.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, llm, research-platform, scientific-research, knowledge-management, wiki, generative-ai, claude-code, agentic-ai
  • mediumhomepage#3
    Add the arXiv paper URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2605.31468

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 skyllwt/OmegaWiki
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. AutoGPT · recommended 1×
  3. BabyAGI · recommended 1×
  4. AgentGPT · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    What tools can automate the entire scientific research process using AI agents?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. AgentGPT
    4. LangChain
    5. LlamaIndex
    6. ChemOS
    7. Open Reaction Database (ORD)
    8. AlphaFold
    9. AlphaMissense
    10. AlphaDev
    11. Minerva
    12. OpenAI's Code Interpreter
    13. Advanced Data Analysis
    14. PULSE

    AI recommended 14 alternatives but never named skyllwt/OmegaWiki. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI platform that builds persistent knowledge and memory for iterative research projects.
    you: not recommended
    AI recommended (in order):
    1. MemGPT
    2. LlamaIndex

    AI recommended 2 alternatives but never named skyllwt/OmegaWiki. 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 skyllwt/OmegaWiki?
    pass
    AI named skyllwt/OmegaWiki explicitly

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

  • If a team adopts skyllwt/OmegaWiki in production, what risks or prerequisites should they evaluate first?
    pass
    AI named skyllwt/OmegaWiki 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 skyllwt/OmegaWiki solve, and who is the primary audience?
    pass
    AI named skyllwt/OmegaWiki explicitly

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

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skyllwt/OmegaWiki — 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