RRepoGEO

REPOGEO REPORT · LITE

hexabot-ai/Hexabot

Default branch main · commit 9be74dcc · scanned 6/14/2026, 12:41:26 PM

GitHub: 974 stars · 218 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 hexabot-ai/Hexabot, 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 clearly state it's an AI automation platform/framework

    Why:

    CURRENT
    Automate the Boring, Keep the Magic Build and run agentic workflows across channels with YAML, tools, MCP, memory and RAG.
    COPY-PASTE FIX
    Hexabot v3 is an open-source AI automation platform and framework for developers, combining workflows, actions, agents, and conversational channels in one runtime. Build and run agentic workflows across channels with YAML, tools, MCP, memory and RAG.
  • mediumtopics#2
    Add more specific framework-related topics

    Why:

    CURRENT
    agent, agentic, agents, ai, ai-automation, artificial-intelligence, automation, bot-framework, chatbot, chatgpt, claude-ai, conversational-ai, deepseek, framework, gemini, llama, llm, mistral, ollama, workflow
    COPY-PASTE FIX
    agent, agentic, agents, ai, ai-automation, artificial-intelligence, automation, bot-framework, chatbot, chatgpt, claude-ai, conversational-ai, deepseek, framework, gemini, llama, llm, mistral, ollama, workflow, llm-framework, ai-framework, agent-framework, workflow-engine, rag-framework
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Hexabot is released under [License Name(s) or description of terms]. See the [LICENSE file](./LICENSE) for full details.

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 hexabot-ai/Hexabot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 2×
  2. run-llama/llama_index · recommended 2×
  3. microsoft/semantic-kernel · recommended 1×
  4. Zapier · recommended 1×
  5. Make · recommended 1×
  • CATEGORY QUERY
    How to build custom AI agents and automate complex workflows across multiple channels?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    3. LlamaIndex (run-llama/llama_index)
    4. Zapier
    5. Make
    6. Airflow (apache/airflow)
    7. Prefect (PrefectHQ/prefect)
    8. Dagster (dagster-io/dagster)
    9. OpenAI Assistants API
    10. Hugging Face Transformers Agents (huggingface/transformers)

    AI recommended 10 alternatives but never named hexabot-ai/Hexabot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source framework helps create conversational AI bots with agentic capabilities and RAG?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGen (microsoft/autogen)
    5. Open-Assistant Conversations (LAION-AI/Open-Assistant)
    6. Rasa (RasaHQ/rasa)

    AI recommended 6 alternatives but never named hexabot-ai/Hexabot. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 hexabot-ai/Hexabot?
    pass
    AI named hexabot-ai/Hexabot explicitly

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

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

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

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