RRepoGEO

REPOGEO REPORT · LITE

yologdev/yoyo-evolve

Default branch main · commit 147682a4 · scanned 5/9/2026, 11:37:05 AM

GitHub: 1,736 stars · 115 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 yologdev/yoyo-evolve, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, self-evolving-ai, code-generation, autonomous-agent, rust, large-language-models, llm-agent, software-engineering-ai
  • highreadme#2
    Strengthen README's opening sentence to clarify project category

    Why:

    CURRENT
    **200 lines of Rust. Zero human code. One rule: evolve or die.** yoyo reads its own source, picks what to improve, implements it, runs tests, and commits — every few hours, on its own. 52 days later: **51,000+ lines, 2,000+ tests, 35 source files.**
    COPY-PASTE FIX
    **yoyo is an autonomous AI coding agent that writes, tests, and evolves its own Rust source code, operating entirely without human intervention.** Starting from 200 lines of Rust, it reads its own source, picks what to improve, implements it, runs tests, and commits — every few hours, on its own. 52 days later: **51,000+ lines, 2,000+ tests, 35 source files.**
  • mediumabout#3
    Refine the About description for clearer AI categorization

    Why:

    CURRENT
    A Truman Show of a self-evolving AI coding agent. It writes its own code. Growing up in public.
    COPY-PASTE FIX
    An autonomous AI coding agent that writes, tests, and evolves its own Rust source code. It operates entirely without human intervention, growing its codebase in public.

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 yologdev/yoyo-evolve
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GPT-Engineer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-Engineer · recommended 1×
  2. Auto-GPT · recommended 1×
  3. Smol-developer · recommended 1×
  4. MetaGPT · recommended 1×
  5. Aider · recommended 1×
  • CATEGORY QUERY
    Looking for an AI agent that can autonomously write and improve its own source code.
    you: not recommended
    AI recommended (in order):
    1. GPT-Engineer
    2. Auto-GPT
    3. Smol-developer
    4. MetaGPT
    5. Aider
    6. SWE-agent

    AI recommended 6 alternatives but never named yologdev/yoyo-evolve. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are tools for an AI assistant to navigate codebases and perform multi-file edits?
    you: not recommended
    AI recommended (in order):
    1. VS Code Language Server Protocol
    2. pyright
    3. rust-analyzer
    4. typescript-language-server
    5. Eclipse Language Server Protocol
    6. Tree-sitter
    7. OpenAI Codex
    8. GPT-3.5 Turbo
    9. GPT-4
    10. LlamaIndex
    11. LangChain
    12. Ripgrep
    13. Git
    14. ast module
    15. libcst

    AI recommended 15 alternatives but never named yologdev/yoyo-evolve. 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 yologdev/yoyo-evolve?
    pass
    AI did not name yologdev/yoyo-evolve — 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 yologdev/yoyo-evolve in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yologdev/yoyo-evolve 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 yologdev/yoyo-evolve solve, and who is the primary audience?
    pass
    AI named yologdev/yoyo-evolve explicitly

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

Embed your GEO score

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yologdev/yoyo-evolve — 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