RRepoGEO

REPOGEO REPORT · LITE

aarondfrancis/counselors

Default branch main · commit ddf0a247 · scanned 6/9/2026, 5:41:56 AM

GitHub: 643 stars · 27 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 aarondfrancis/counselors, 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
    Emphasize CLI orchestration earlier in the README

    Why:

    CURRENT
    Fan out prompts to multiple AI coding agents in parallel.
    COPY-PASTE FIX
    Fan out prompts to multiple AI coding agents in parallel using their locally installed CLI tools.
  • hightopics#2
    Add specific topics for AI orchestration and CLI tools

    Why:

    COPY-PASTE FIX
    ai-agents, cli-tools, parallel-processing, llm-orchestration, multi-agent, coding-assistant, developer-tools
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.

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 aarondfrancis/counselors
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. OpenAI API · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    Need a tool to send same prompt to multiple AI coding agents in parallel.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI API
    5. Microsoft Semantic Kernel

    AI recommended 5 alternatives but never named aarondfrancis/counselors. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to compare responses from different AI models using their local CLI tools?
    you: not recommended
    AI recommended (in order):
    1. OpenAI CLI (openai/openai-python)
    2. anthropic Python package (anthropics/anthropic-python)
    3. Google Cloud Generative AI SDK (googleapis/python-aiplatform)
    4. Ollama (ollama/ollama)
    5. LM Studio
    6. Hugging Face text-generation-inference (huggingface/text-generation-inference)
    7. jq (stedolan/jq)
    8. diff
    9. colordiff (colordiff/colordiff)

    AI recommended 9 alternatives but never named aarondfrancis/counselors. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 aarondfrancis/counselors?
    pass
    AI named aarondfrancis/counselors explicitly

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

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

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

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MARKDOWN (README)
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aarondfrancis/counselors — 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