RRepoGEO

REPOGEO REPORT · LITE

alchaincyf/hermes-agent-orange-book

Default branch main · commit e1189087 · scanned 5/23/2026, 9:23:08 PM

GitHub: 3,846 stars · 397 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
10 /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
0 / 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 alchaincyf/hermes-agent-orange-book, 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
    Clarify the README's opening to prevent miscategorization

    Why:

    CURRENT
    A practical guide to Hermes Agent, the open-source AI Agent framework by Nous Research. The first Agent that ships with reins built in — and the reins keep growing.
    COPY-PASTE FIX
    This repository is a practical guide to **Hermes Agent**, an open-source AI Agent framework by Nous Research. *Note: This guide is part of the 'Orange Book' series and is not related to the chemical Agent Orange or the FDA Orange Book.* Hermes Agent is the first AI Agent that ships with reins built in — and the reins keep growing.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, agent-framework, nous-research, hermes-agent, ai-guide, orange-book-series, generative-ai, llm-agents, ai-memory, skill-creation
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Choose an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and include its full text.

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 alchaincyf/hermes-agent-orange-book
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. BabyAGI · recommended 2×
  3. LangChain · recommended 2×
  4. LlamaIndex · recommended 2×
  5. CrewAI · recommended 2×
  • CATEGORY QUERY
    What open-source AI agent frameworks offer built-in self-improving learning loops and memory systems?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain
    4. LlamaIndex
    5. CrewAI
    6. OpenDevin

    AI recommended 6 alternatives but never named alchaincyf/hermes-agent-orange-book. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a practical guide for implementing AI agents with automatic skill creation and memory orchestration.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. BabyAGI
    5. Microsoft AutoGen
    6. Haystack
    7. CrewAI

    AI recommended 7 alternatives but never named alchaincyf/hermes-agent-orange-book. 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 alchaincyf/hermes-agent-orange-book?
    pass
    AI did not name alchaincyf/hermes-agent-orange-book — 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 alchaincyf/hermes-agent-orange-book in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name alchaincyf/hermes-agent-orange-book — 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?

  • In one sentence, what problem does the repo alchaincyf/hermes-agent-orange-book solve, and who is the primary audience?
    pass
    AI did not name alchaincyf/hermes-agent-orange-book — 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?

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alchaincyf/hermes-agent-orange-book — 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