RRepoGEO

REPOGEO REPORT · LITE

agent37-platform/minions

Default branch main · commit c25dd2eb · scanned 6/15/2026, 4:07:38 AM

GitHub: 577 stars · 57 forks

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 agent37-platform/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

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 to emphasize 'dashboard' and 'UI'

    Why:

    CURRENT
    # Minions

**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: The Dashboard for Hermes AI Agents

**Minions is your Mission Control dashboard for Hermes AI Agents.** It provides a single, intuitive UI to create, supervise, and review autonomous Hermes Agent work, eliminating the chaos of managing multiple agent tasks.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, agent-orchestration, ai-dashboard, llm-ops, workflow-management, agent-management
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://agent37.com (or a dedicated product page for Minions if one exists)

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 agent37-platform/minions
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SuperAGI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SuperAGI · recommended 1×
  2. AgentGPT · recommended 1×
  3. LangSmith · recommended 1×
  4. LangServe · recommended 1×
  5. Weights & Biases · recommended 1×
  • CATEGORY QUERY
    Need a dashboard to manage and supervise multiple autonomous AI agent tasks efficiently.
    you: not recommended
    AI recommended (in order):
    1. SuperAGI
    2. AgentGPT
    3. LangSmith
    4. LangServe
    5. Weights & Biases
    6. MLflow
    7. Grafana
    8. Prometheus
    9. ELK Stack

    AI recommended 9 alternatives but never named agent37-platform/minions. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to track, review, and intervene in long-running AI agent workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain Plus (now LangSmith)
    2. Arize AI Phoenix
    3. Weights & Biases (W&B) Prompts
    4. OpenReplay (openreplay/openreplay)
    5. Grafana/Prometheus
    6. Datadog/New Relic

    AI recommended 6 alternatives but never named agent37-platform/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 agent37-platform/minions?
    pass
    AI named agent37-platform/minions explicitly

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

  • If a team adopts agent37-platform/minions in production, what risks or prerequisites should they evaluate first?
    pass
    AI named agent37-platform/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 agent37-platform/minions solve, and who is the primary audience?
    pass
    AI named agent37-platform/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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agent37-platform/minions — 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