RRepoGEO

REPOGEO REPORT · LITE

lm-sys/RouteLLM

Default branch main · commit 0b64fdaf · scanned 6/26/2026, 1:07:54 AM

GitHub: 5,077 stars · 399 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)

3 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 lm-sys/RouteLLM, 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 the repository

    Why:

    COPY-PASTE FIX
    llm-routing, llm-cost-optimization, llm-framework, generative-ai, api-gateway, model-router, openai-proxy, llm-evaluation
  • mediumreadme#2
    Rephrase README's opening sentence to emphasize cost savings

    Why:

    CURRENT
    RouteLLM is a framework for serving and evaluating LLM routers.
    COPY-PASTE FIX
    RouteLLM is a powerful framework for serving and evaluating LLM routers, designed to significantly reduce LLM API costs without compromising quality.
  • lowhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://lmsys.org/blog/2023-12-14-routellm/

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 lm-sys/RouteLLM
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 2×
  3. LlamaIndex · recommended 2×
  4. OpenRouter.ai · recommended 1×
  5. Azure AI Studio · recommended 1×
  • CATEGORY QUERY
    How to reduce LLM API costs by intelligently routing requests to cheaper models?
    you: not recommended
    AI recommended (in order):
    1. OpenRouter.ai
    2. LiteLLM
    3. LangChain
    4. LlamaIndex
    5. Azure AI Studio
    6. Google Cloud Vertex AI
    7. Vercel AI SDK

    AI recommended 7 alternatives but never named lm-sys/RouteLLM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a framework to optimize LLM usage and reduce expenses without compromising quality.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Evals
    5. LiteLLM
    6. Guidance
    7. Instructor

    AI recommended 7 alternatives but never named lm-sys/RouteLLM. 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 lm-sys/RouteLLM?
    pass
    AI named lm-sys/RouteLLM explicitly

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

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

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

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lm-sys/RouteLLM — 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