RRepoGEO

REPOGEO REPORT · LITE

homeassistant-ai/ha-mcp

Default branch master · commit 2d18016d · scanned 5/16/2026, 3:06:32 AM

GitHub: 2,900 stars · 116 forks

AI VISIBILITY SCORE
28 /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
2 / 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 homeassistant-ai/ha-mcp, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    home-assistant, ai, llm, smart-home, natural-language-processing, voice-control, home-automation, mcp, model-context-protocol
  • highreadme#2
    Clarify README H1 to emphasize AI integration for Home Assistant

    Why:

    CURRENT
    # The Unofficial and Awesome Home Assistant MCP Server
    COPY-PASTE FIX
    # ha-mcp: Model Context Protocol (MCP) Server for Home Assistant AI Assistants
  • mediumhomepage#3
    Add project homepage URL

    Why:

    COPY-PASTE FIX
    https://homeassistant-ai.github.io/ha-mcp/

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 homeassistant-ai/ha-mcp
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
home-assistant/core
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. home-assistant/core · recommended 1×
  2. Amazon Alexa · recommended 1×
  3. Echo devices · recommended 1×
  4. Alexa Skills Kit · recommended 1×
  5. Google Assistant · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI assistant to control my smart home devices with natural language?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Amazon Alexa
    3. Echo devices
    4. Alexa Skills Kit
    5. Google Assistant
    6. Google Nest devices
    7. Google's Smart Home Actions platform
    8. Apple HomeKit
    9. Siri
    10. HomePod
    11. OpenHAB (openhab/openhab-core)
    12. Node-RED (node-red/node-red)
    13. Mycroft AI (MycroftAI/mycroft-core)

    AI recommended 13 alternatives but never named homeassistant-ai/ha-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build a natural language interface for managing home automation and device states?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Rasa
    3. Dialogflow
    4. Amazon Lex
    5. Snips
    6. Mycroft AI

    AI recommended 6 alternatives but never named homeassistant-ai/ha-mcp. 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 homeassistant-ai/ha-mcp?
    pass
    AI did not name homeassistant-ai/ha-mcp — 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 homeassistant-ai/ha-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named homeassistant-ai/ha-mcp 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 homeassistant-ai/ha-mcp solve, and who is the primary audience?
    pass
    AI named homeassistant-ai/ha-mcp explicitly

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

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MARKDOWN (README)
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homeassistant-ai/ha-mcp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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