RRepoGEO

REPOGEO REPORT · LITE

DingTalk-Real-AI/dingtalk-workspace-cli

Default branch main · commit 45cb237f · scanned 5/24/2026, 6:06:50 PM

GitHub: 1,958 stars · 116 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 DingTalk-Real-AI/dingtalk-workspace-cli, 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 the repository

    Why:

    COPY-PASTE FIX
    dingtalk, cli, enterprise-collaboration, ai-agents, automation, cross-platform, workspace-management
  • highreadme#2
    Clarify the README's introductory paragraph

    Why:

    CURRENT
    <p align="center"><code>dws</code> — DingTalk Workspace on the command line, built for humans and AI agents.</p>
    COPY-PASTE FIX
    <p align="center"><code>dws</code> — The official cross-platform CLI for managing and automating tasks across the DingTalk enterprise communication and collaboration platform, built for humans and AI agents.</p>
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/DingTalk-Real-AI/dingtalk-workspace-cli

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 DingTalk-Real-AI/dingtalk-workspace-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/openai-python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/openai-python · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. Zapier CLI · recommended 1×
  5. Make.com · recommended 1×
  • CATEGORY QUERY
    How to automate enterprise communication tasks using a command-line interface for AI agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (openai/openai-python)
    2. LangChain (langchain-ai/langchain)
    3. Hugging Face Transformers (huggingface/transformers)
    4. Zapier CLI
    5. Make.com
    6. Microsoft Graph API
    7. Slack API
    8. requests (psf/requests)
    9. axios (axios/axios)
    10. node-fetch (node-fetch/node-fetch)

    AI recommended 10 alternatives but never named DingTalk-Real-AI/dingtalk-workspace-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What cross-platform CLI tools exist for managing various enterprise collaboration features centrally?
    you: not recommended
    AI recommended (in order):
    1. Microsoft 365 CLI
    2. Azure CLI
    3. Google Cloud CLI
    4. Slack CLI
    5. Zoom CLI
    6. GitHub CLI
    7. Jira CLI

    AI recommended 7 alternatives but never named DingTalk-Real-AI/dingtalk-workspace-cli. 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 DingTalk-Real-AI/dingtalk-workspace-cli?
    pass
    AI named DingTalk-Real-AI/dingtalk-workspace-cli explicitly

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

  • If a team adopts DingTalk-Real-AI/dingtalk-workspace-cli in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DingTalk-Real-AI/dingtalk-workspace-cli 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 DingTalk-Real-AI/dingtalk-workspace-cli solve, and who is the primary audience?
    pass
    AI named DingTalk-Real-AI/dingtalk-workspace-cli explicitly

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

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DingTalk-Real-AI/dingtalk-workspace-cli — 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