RRepoGEO

REPOGEO REPORT · LITE

ksimback/hermes-ecosystem

Default branch main · commit 3325b23b · scanned 6/4/2026, 12:27:41 AM

GitHub: 940 stars · 79 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 ksimback/hermes-ecosystem, 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 README H1 to explicitly state the project's domain

    Why:

    CURRENT
    # 🗺️ Hermes Atlas
    COPY-PASTE FIX
    # 🗺️ Hermes Atlas: The AI Agent Ecosystem Map
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, containing the text of the MIT License.
  • mediumtopics#3
    Expand repository topics to include more specific keywords for AI agent ecosystems

    Why:

    CURRENT
    ai-agents, ecosystem-map, hermes-agent, hermes-atlas, nous-research
    COPY-PASTE FIX
    ai-agents, ecosystem-map, hermes-agent, hermes-atlas, nous-research, ai-agent-ecosystem, ai-agent-tools, ai-agent-integrations, community-directory

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 ksimback/hermes-ecosystem
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. AgentVerse · recommended 1×
  4. OpenAI GPTs Store · recommended 1×
  5. Hugging Face Hub · recommended 1×
  • CATEGORY QUERY
    Looking for a curated directory of plugins and extensions for advanced AI agent frameworks.
    you: not recommended
    AI recommended (in order):
    1. AgentVerse
    2. LangChain
    3. LlamaIndex
    4. OpenAI GPTs Store
    5. Hugging Face Hub
    6. Awesome-AI-Agents

    AI recommended 6 alternatives but never named ksimback/hermes-ecosystem. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a community-curated map of tools and integrations for AI agents?
    you: not recommended
    AI recommended (in order):
    1. Awesome-AGI
    2. LlamaIndex
    3. LangChain
    4. Hugging Face
    5. AI Agent Hub
    6. OpenAI
    7. Anthropic
    8. Google DeepMind
    9. Reddit
    10. r/singularity
    11. r/agi
    12. r/LocalLLaMA

    AI recommended 12 alternatives but never named ksimback/hermes-ecosystem. 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 ksimback/hermes-ecosystem?
    pass
    AI named ksimback/hermes-ecosystem explicitly

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

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

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

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ksimback/hermes-ecosystem — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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