RRepoGEO

REPOGEO REPORT · LITE

webfuse-com/awesome-autoresearch

Default branch main · commit 1bac8cc3 · scanned 6/22/2026, 2:37:53 AM

GitHub: 2,249 stars · 171 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 webfuse-com/awesome-autoresearch, 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 README H1 to clarify its role as a discovery list, not a building framework

    Why:

    CURRENT
    A curated, high-signal index of autonomous improvement loops, research agents, and descendants inspired bykarpathy/autoresearch.
    COPY-PASTE FIX
    A curated, high-signal index of autonomous improvement loops, research agents, and descendants inspired bykarpathy/autoresearch, designed to help you discover and explore existing systems rather than providing frameworks for building them.
  • mediumabout#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://webfuse.com/awesome-autoresearch (or your preferred project homepage)
  • lowreadme#3
    Clarify the existing license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a section under '📄 License' (or create one if it doesn't exist) that explicitly states the license(s) that apply to this project, e.g., 'This project is licensed under [License Name 1] and [License Name 2]. See the LICENSE file for details.'

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 webfuse-com/awesome-autoresearch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI API · recommended 1×
  4. GPT-4 · recommended 1×
  5. GPT-3.5 Turbo · recommended 1×
  • CATEGORY QUERY
    How can I find tools for building self-improving AI agents that conduct research?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. GPT-4
    5. GPT-3.5 Turbo
    6. Hugging Face Transformers
    7. 🤗 Accelerate
    8. Google Search API
    9. SerpAPI
    10. ArXiv API
    11. Semantic Scholar API
    12. Ray
    13. Dask

    AI recommended 13 alternatives but never named webfuse-com/awesome-autoresearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a curated list of autonomous AI research systems for scientific discovery?
    you: not recommended
    AI recommended (in order):
    1. AlphaFold
    2. AlphaTensor
    3. GNoME
    4. Adam robot scientist
    5. Eve robot scientist

    AI recommended 5 alternatives but never named webfuse-com/awesome-autoresearch. 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 webfuse-com/awesome-autoresearch?
    pass
    AI did not name webfuse-com/awesome-autoresearch — 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 webfuse-com/awesome-autoresearch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named webfuse-com/awesome-autoresearch 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 webfuse-com/awesome-autoresearch solve, and who is the primary audience?
    pass
    AI named webfuse-com/awesome-autoresearch 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 webfuse-com/awesome-autoresearch. 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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webfuse-com/awesome-autoresearch — 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