RRepoGEO

REPOGEO REPORT · LITE

CommonstackAI/UncommonRoute

Default branch main · commit fdf73048 · scanned 6/7/2026, 10:32:02 AM

GitHub: 671 stars · 25 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 CommonstackAI/UncommonRoute, 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
    Add "LLM Proxy" to README's main tagline

    Why:

    CURRENT
    **Cut your API bill in half without giving up performance.**
    COPY-PASTE FIX
    **UncommonRoute: The LLM Proxy for Cost-Optimized Model Routing. Cut your API bill in half without giving up performance.**
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://commonstack.ai/uncommonroute
  • mediumtopics#3
    Add more specific LLM proxy/gateway topics

    Why:

    CURRENT
    agent, ai, anthropic, cost-optimization, llm, model-routing, openai, router
    COPY-PASTE FIX
    agent, ai, anthropic, cost-optimization, llm, model-routing, openai, router, proxy, llm-proxy, api-gateway, cost-management

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 CommonstackAI/UncommonRoute
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenRouter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenRouter · recommended 2×
  2. OpenAI GPT-3.5 Turbo · recommended 1×
  3. Mistral 7B · recommended 1×
  4. Anyscale Endpoints · recommended 1×
  5. Together AI · recommended 1×
  • CATEGORY QUERY
    How can I significantly reduce my large language model API costs without sacrificing quality?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-3.5 Turbo
    2. Mistral 7B
    3. Anyscale Endpoints
    4. Together AI
    5. Llama 2
    6. AWS SageMaker
    7. OpenRouter
    8. LiteLLM (BerriAI/litellm)
    9. Cohere Command R
    10. GPT-4
    11. Claude 3 Opus
    12. Anthropic Claude 3 Haiku
    13. Llama 3
    14. Gemma 7B
    15. Perplexity AI
    16. AWS SageMaker JumpStart
    17. Redis (redis/redis)
    18. PostgreSQL

    AI recommended 18 alternatives but never named CommonstackAI/UncommonRoute. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to automatically route LLM requests to the most cost-effective model.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Portkey.ai
    4. Helicone
    5. LangChain
    6. Guidance

    AI recommended 6 alternatives but never named CommonstackAI/UncommonRoute. 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 CommonstackAI/UncommonRoute?
    pass
    AI named CommonstackAI/UncommonRoute explicitly

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

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