RRepoGEO

REPOGEO REPORT · LITE

jgravelle/AutoGroq

Default branch main · commit ecf16398 · scanned 5/24/2026, 11:41:35 AM

GitHub: 1,502 stars · 449 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 jgravelle/AutoGroq, 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 the README's opening statement to clarify its core function

    Why:

    CURRENT
    AutoGroq is a groundbreaking tool that revolutionizes the way users interact with AI assistants. By dynamically generating tailored teams of AI agents based on your project requirements, AutoGroq eliminates the need for manual configuration and allows you to tackle any question, problem, or project with ease and efficiency.
    COPY-PASTE FIX
    AutoGroq is a groundbreaking tool for **dynamically generating tailored teams of AI agents** (like those in Autogen™ or CrewAI) based on your project requirements. It revolutionizes how users interact with AI assistants by eliminating the need for manual configuration, allowing you to tackle any question, problem, or project with ease and efficiency.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of a standard open-source license (e.g., MIT, Apache-2.0) to clarify usage rights.
  • mediumtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    agents, ai, artificial-intelligence, autogen, crewai, groq, llm
    COPY-PASTE FIX
    agents, ai, artificial-intelligence, autogen, crewai, groq, llm, agent-orchestration, ai-workflow, no-code-ai, agent-generation

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 jgravelle/AutoGroq
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGen
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGen · recommended 1×
  2. CrewAI · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How to automatically generate specialized AI agent teams for project requirements?
    you: not recommended
    AI recommended (in order):
    1. AutoGen
    2. CrewAI
    3. LangChain
    4. LlamaIndex
    5. OpenAI Assistants API
    6. Haystack

    AI recommended 6 alternatives but never named jgravelle/AutoGroq. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to simplify AI assistant setup and eliminate manual agent configuration?
    you: not recommended
    AI recommended (in order):
    1. Voiceflow
    2. Rasa X
    3. Botpress (botpress/botpress)
    4. Google Dialogflow ES/CX
    5. Microsoft Bot Framework Composer (microsoft/BotFramework-Composer)
    6. Teneo (Artificial Solutions)

    AI recommended 6 alternatives but never named jgravelle/AutoGroq. 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 jgravelle/AutoGroq?
    pass
    AI did not name jgravelle/AutoGroq — 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 jgravelle/AutoGroq in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jgravelle/AutoGroq 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 jgravelle/AutoGroq solve, and who is the primary audience?
    pass
    AI named jgravelle/AutoGroq explicitly

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

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jgravelle/AutoGroq — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite