RRepoGEO

REPOGEO REPORT · LITE

adolfousier/opencrabs

Default branch main · commit f179b74d · scanned 6/8/2026, 9:41:57 PM

GitHub: 787 stars · 76 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 adolfousier/opencrabs, 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 subtitle to explicitly state "framework"

    Why:

    CURRENT
    **The autonomous, self-improving AI agent. Single Rust binary. Every channel.**
    COPY-PASTE FIX
    **The autonomous, self-improving AI agent framework. Single Rust binary. Every channel.**
  • mediumreadme#2
    Lead 'Why OpenCrabs?' section with its purpose as an agent framework

    Why:

    CURRENT
    OpenCrabs runs as a **single binary on your terminal** — no server, no gateway, no infrastructure.
    COPY-PASTE FIX
    OpenCrabs is an **autonomous, self-improving AI agent framework** that runs as a single binary on your terminal — no server, no gateway, no infrastructure.
  • lowreadme#3
    Clarify 'Open Claw' inspiration in README

    Why:

    CURRENT
    > Autonomous, self-improving multi-channel AI agent built in Rust. Inspired by Open Claw.
    COPY-PASTE FIX
    > Autonomous, self-improving multi-channel AI agent built in Rust. Inspired by Open Claw (a Node.js agent framework).

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 adolfousier/opencrabs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tokio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. tokio · recommended 2×
  2. rand · recommended 2×
  3. OpenAI API · recommended 1×
  4. async-openai · recommended 1×
  5. llm · recommended 1×
  • CATEGORY QUERY
    Looking for an autonomous, self-improving AI agent framework implemented as a single Rust binary.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. async-openai
    3. llm
    4. tokio
    5. serde
    6. serde_json
    7. reqwest
    8. tch-rs
    9. rust-tch
    10. PyTorch
    11. LibTorch
    12. ndarray
    13. rand
    14. rusty-genes
    15. evox
    16. rand
    17. nom
    18. pest
    19. actix
    20. ractor
    21. tokio

    AI recommended 21 alternatives but never named adolfousier/opencrabs. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight, autonomous AI agent that runs locally without complex server infrastructure.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. BabyAGI (yoheinakajima/babyagi)
    3. LocalGPT (PromtEngineer/localGPT)
    4. LangChain (langchain-ai/langchain)
    5. Ollama (ollama/ollama)
    6. Llama.cpp (ggerganov/llama.cpp)
    7. AgentGPT (reworkd/AgentGPT)

    AI recommended 7 alternatives but never named adolfousier/opencrabs. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 adolfousier/opencrabs?
    pass
    AI did not name adolfousier/opencrabs — 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 adolfousier/opencrabs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named adolfousier/opencrabs 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 adolfousier/opencrabs solve, and who is the primary audience?
    pass
    AI named adolfousier/opencrabs 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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MARKDOWN (README)
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adolfousier/opencrabs — 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