RRepoGEO

REPOGEO REPORT · LITE

SomeOddCodeGuy/WilmerAI

Default branch master · commit c4eb0b61 · scanned 6/13/2026, 12:06:49 PM

GitHub: 816 stars · 48 forks

AI VISIBILITY SCORE
28 /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
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 SomeOddCodeGuy/WilmerAI, 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 core description to the top of the README

    Why:

    CURRENT
    The current README starts with a disclaimer and social media note before the 'What is WilmerAI?' section.
    COPY-PASTE FIX
    # WilmerAI
    
    WilmerAI is one of the oldest LLM semantic routers, designed for multi-layer prompt routing and complex workflow orchestration. It enables you to build advanced chatbots and extend any application connecting to LLMs via REST API, by sitting between your app and various LLM APIs to manipulate prompts as needed. Unlike simple routers, WilmerAI analyzes full conversation context to understand true intent.
    
    ## DISCLAIMER:
    
    > This project is still under development. The software is provided as-is, without warranty of any kind.
    > 
    > This project and any expressed views, methodologies, etc., found within are the result of contributions by the
    > maintainer and any contributors in their free time and on their personal hardware, and should not reflect upon
    > any of their employers.
    
    ## Social Media Note
    
    > This project currently does not have a dedicated social media presence. If you see channels on sites like
    > tiktok with the same name: there is no affiliation.  I guess someone out there named Wilmer also enjoys AI.
    
    > Additionally: the maintainer of this project, SomeOddCodeGuy, is not doing any Contract, Freelance, or Collaboration
    > work.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/SomeOddCodeGuy/WilmerAI
  • mediumtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    ai, generative-ai, llms
    COPY-PASTE FIX
    ai, generative-ai, llms, prompt-routing, llm-orchestration, semantic-router, prompt-engineering, api-gateway, chatbot-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 SomeOddCodeGuy/WilmerAI
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. LiteLLM · recommended 2×
  4. PromptLayer · recommended 2×
  5. OpenAI Function Calling / Tool Use · recommended 1×
  • CATEGORY QUERY
    How to intelligently route user prompts to different LLM APIs based on conversation context?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling / Tool Use
    4. LiteLLM
    5. PromptLayer
    6. Helicone
    7. Vellum

    AI recommended 7 alternatives but never named SomeOddCodeGuy/WilmerAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a solution to orchestrate complex LLM workflows and dynamically manipulate prompts via API.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Functions/Tools
    5. PromptLayer
    6. LiteLLM
    7. Guidance

    AI recommended 7 alternatives but never named SomeOddCodeGuy/WilmerAI. 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 SomeOddCodeGuy/WilmerAI?
    pass
    AI did not name SomeOddCodeGuy/WilmerAI — 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 SomeOddCodeGuy/WilmerAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SomeOddCodeGuy/WilmerAI 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 SomeOddCodeGuy/WilmerAI solve, and who is the primary audience?
    pass
    AI named SomeOddCodeGuy/WilmerAI explicitly

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

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