RRepoGEO

REPOGEO REPORT · LITE

Agent-3-7/minions

Default branch main · commit 3e7b350c · scanned 6/3/2026, 8:12:38 AM

GitHub: 562 stars · 55 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 Agent-3-7/minions, 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

2 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 as an agent management dashboard

    Why:

    CURRENT
    **Mission Control for Hermes Agent**

Hermes Agent is powerful, but running real work on it means juggling terminal sessions, losing track of which job finished, and manually checking on long-running tasks. The more you delegate, the harder it gets to manage.

Minions gives you one screen to create, supervise, and review autonomous Hermes Agent work.
    COPY-PASTE FIX
    **Minions is Mission Control for your Hermes Agents, providing a visual dashboard to create, supervise, and review autonomous AI agent tasks.**

Running real work with Hermes Agents often means juggling terminal sessions, losing track of job status, and manually checking on long-running tasks. Minions solves this by giving you one screen to manage all your agent workflows, from creation to review.
  • mediumhomepage#2
    Add the hosted access URL to the repository homepage field

    Why:

    COPY-PASTE FIX
    https://agent37.com

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 Agent-3-7/minions
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. AutoGen · recommended 1×
  3. CrewAI · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Kubernetes · recommended 1×
  • CATEGORY QUERY
    How to manage and supervise multiple autonomous AI agent tasks efficiently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenAI Assistants API
    5. Kubernetes
    6. Prefect
    7. Apache Airflow
    8. Ray

    AI recommended 8 alternatives but never named Agent-3-7/minions. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a visual dashboard to track, review, and collaborate on AI agent workflows.
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases
    2. MLflow
    3. Comet ML
    4. Grafana
    5. Datadog
    6. Streamlit
    7. Panel

    AI recommended 7 alternatives but never named Agent-3-7/minions. 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 Agent-3-7/minions?
    pass
    AI did not name Agent-3-7/minions — 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 Agent-3-7/minions in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Agent-3-7/minions 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 Agent-3-7/minions solve, and who is the primary audience?
    pass
    AI named Agent-3-7/minions explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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