RRepoGEO

REPOGEO REPORT · LITE

DmitrySolana/Molt-Pi-Maker

Default branch main · commit 69a14c9d · scanned 6/17/2026, 3:23:11 PM

GitHub: 858 stars · 66 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 DmitrySolana/Molt-Pi-Maker, 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
    Add an explicit clarifying statement to the README's opening

    Why:

    CURRENT
    # Hermes Agent Control Room

A public template for setting up an **Agent Control Room** first, then scaling from one Hermes agent to direct specialists, orchestrated teams, and automated workflows.
    COPY-PASTE FIX
    Despite the repository name `Molt-Pi-Maker`, this project is an **Agent Control Room** template, not a Raspberry Pi tool. It provides a structured approach for documenting, governing, and orchestrating Hermes AI agents and their workflows.

# Hermes Agent Control Room

A public template for setting up an **Agent Control Room** first, then scaling from one Hermes agent to direct specialists, orchestrated teams, and automated workflows.
  • mediumabout#2
    Update the 'About' description for clarity and keywords

    Why:

    CURRENT
    Control Room-first template for managing Hermes agents from one VPS agent to specialist teams and orchestrated workflows
    COPY-PASTE FIX
    A template for an AI Agent Control Room, designed for documenting, governing, and orchestrating Hermes AI agents and their workflows, scaling from single agents to specialist teams.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or a demo) to the repository's homepage field.

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 DmitrySolana/Molt-Pi-Maker
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. Microsoft Semantic Kernel · recommended 1×
  3. OpenAI Assistants API · recommended 1×
  4. Haystack · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How to orchestrate and manage multiple AI agents for complex automated workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. OpenAI Assistants API
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. Apache Airflow
    8. Prefect

    AI recommended 8 alternatives but never named DmitrySolana/Molt-Pi-Maker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help document and govern AI agent teams and their operational runbooks?
    you: not recommended
    AI recommended (in order):
    1. Confluence
    2. Jira
    3. Git
    4. Lucidchart
    5. draw.io (Diagrams.net) (jgraph/drawio)
    6. ServiceNow
    7. Read the Docs (readthedocs/readthedocs.org)

    AI recommended 7 alternatives but never named DmitrySolana/Molt-Pi-Maker. 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 DmitrySolana/Molt-Pi-Maker?
    pass
    AI named DmitrySolana/Molt-Pi-Maker explicitly

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

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

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

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DmitrySolana/Molt-Pi-Maker — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite