RRepoGEO

REPOGEO REPORT · LITE

octos-org/octos

Default branch main · commit f6936c45 · scanned 6/2/2026, 12:26:54 PM

GitHub: 1,037 stars · 67 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 octos-org/octos, 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-agents, agentic-os, multi-agent-system, llm-orchestration, rust, api-first, self-hosted, control-plane, backend
  • highreadme#2
    Strengthen the README's opening statement to clarify its core purpose

    Why:

    CURRENT
    **Open Cognitive Tasks Orchestration System** — a Rust-native, API-first Agentic OS.
    COPY-PASTE FIX
    **Octos is the Open Cognitive Tasks Orchestration System (Octos), a Rust-native, API-first Agentic OS designed specifically as a robust backend for AI agents and multi-agent systems.**
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    [Your project's official website URL, e.g., https://octos.org]

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 octos-org/octos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ray
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ray · recommended 2×
  2. LangChain · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Haystack · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI agents and their interactions from a single control plane?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. Haystack
    4. OpenAI Assistants API
    5. Kubernetes
    6. Ray
    7. Apache Airflow

    AI recommended 7 alternatives but never named octos-org/octos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are robust self-hosted platforms for building and deploying AI agent backends?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes (K8s)
    2. Kubeflow
    3. OpenShift
    4. Hugging Face TGI (Text Generation Inference)
    5. Docker Swarm
    6. MLflow
    7. Docker
    8. Ray
    9. KubeRay
    10. Cortex

    AI recommended 10 alternatives but never named octos-org/octos. 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 octos-org/octos?
    pass
    AI named octos-org/octos explicitly

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

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

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

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