RRepoGEO

REPOGEO REPORT · LITE

openilink/openilink-hub

Default branch main · commit d01bb26c · scanned 5/22/2026, 9:41:59 AM

GitHub: 1,271 stars · 95 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
33 /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
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 openilink/openilink-hub, 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 a clear value proposition and production readiness statement to the README opening.

    Why:

    CURRENT
    The README starts with a disclaimer, followed by a logo and a bolded description.
    COPY-PASTE FIX
    Insert the following sentence immediately after the initial disclaimer and before the logo/bolded text: "OpeniLink Hub is a robust, self-hosted platform for managing WeChat bots, offering an extensive app marketplace and integrations with over 20 services like Lark, Slack, and Discord. It is designed for immediate deployment and production use."
  • mediumtopics#2
    Expand topics with more specific and commonly searched terms.

    Why:

    CURRENT
    ai-chatbot, ai-tools, app-marketplace, bot-management, chatbot, dingtalk, discord, golang, ilink, lark, notion, react, self-hosted, slack, webhook, wechat, wechat-bot
    COPY-PASTE FIX
    ai-chatbot, ai-tools, app-marketplace, bot-management, chatbot, dingtalk, discord, golang, ilink, lark, notion, react, self-hosted, slack, webhook, wechat, wechat-bot, bot-platform, integration-platform, productivity-tools, communication-platform, wechat-integration, multi-bot-management, open-source-platform
  • mediumcomparison#3
    Add a "Comparison with Alternatives" section to the README.

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled "Why Choose OpeniLink Hub?" or "Comparison with Alternatives". This section should briefly outline OpeniLink Hub's unique focus on WeChat bot management, its integrated app marketplace, and its role as a central hub for multi-platform communication, distinguishing it from general chatbot frameworks or workflow automation tools.

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 openilink/openilink-hub
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Botpress
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Botpress · recommended 2×
  2. Rasa · recommended 1×
  3. Chatwoot · recommended 1×
  4. n8n · recommended 1×
  5. Activepieces · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted platform to manage multiple chat bots and integrate with productivity apps.
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa
    3. Chatwoot
    4. n8n
    5. Activepieces
    6. StackStorm

    AI recommended 6 alternatives but never named openilink/openilink-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom AI chatbot for WeChat with integrations to Slack and Discord?
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa Open Source
    3. Microsoft Bot Framework
    4. Azure Bot Service
    5. Azure AI services
    6. Azure Cognitive Services
    7. LUIS
    8. Google Dialogflow
    9. Dialogflow ES
    10. Dialogflow CX
    11. Node.js
    12. Python
    13. Bolt for Python/JavaScript
    14. discord.py
    15. discord.js
    16. OpenAI
    17. GPT-4o
    18. Cohere
    19. Command
    20. Hugging Face Transformers
    21. ManyChat
    22. Chatfuel

    AI recommended 22 alternatives but never named openilink/openilink-hub. 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 openilink/openilink-hub?
    pass
    AI named openilink/openilink-hub explicitly

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

  • If a team adopts openilink/openilink-hub in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name openilink/openilink-hub — 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 openilink/openilink-hub solve, and who is the primary audience?
    pass
    AI named openilink/openilink-hub explicitly

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite