RRepoGEO

REPOGEO REPORT · LITE

bestruirui/octopus

Default branch dev · commit 97d6a04c · scanned 6/21/2026, 4:41:52 AM

GitHub: 2,247 stars · 313 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 bestruirui/octopus, 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
    Explicitly state the project's core purpose as an LLM API Gateway in the README's opening

    Why:

    COPY-PASTE FIX
    Octopus is a self-hosted LLM API Gateway designed for individuals, offering aggregation and load balancing for various large language models like OpenAI, Anthropic, and more.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/bestruirui/octopus
  • mediumreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives

While tools like LiteLLM and Portkey.ai offer robust LLM API management, Octopus stands out as a self-hosted, individual-focused gateway with features like multi-channel aggregation, smart endpoint selection, and comprehensive cost tracking, tailored for personal control and efficiency.

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 bestruirui/octopus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 2×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. OpenAI Evals · recommended 1×
  5. MindsDB · recommended 1×
  • CATEGORY QUERY
    How can I efficiently aggregate and manage multiple large language model APIs from various providers?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Evals
    4. LiteLLM
    5. MindsDB
    6. Haystack
    7. NGINX
    8. AWS API Gateway
    9. Google Cloud Apigee

    AI recommended 9 alternatives but never named bestruirui/octopus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hosted gateway to load balance AI model requests and monitor token usage costs.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Proxy
    2. LiteLLM
    3. Portkey.ai
    4. NGINX Plus
    5. Kong Gateway
    6. Tyk API Gateway
    7. Envoy Proxy

    AI recommended 7 alternatives but never named bestruirui/octopus. 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 bestruirui/octopus?
    pass
    AI named bestruirui/octopus explicitly

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

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

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bestruirui/octopus — 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