RRepoGEO

REPOGEO REPORT · LITE

NoDeskAI/nodeskclaw

Default branch main · commit bb38ecd6 · scanned 6/10/2026, 9:36:59 PM

GitHub: 763 stars · 142 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
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 NoDeskAI/nodeskclaw, 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

2 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 explicitly state its purpose and clarify what it is not

    Why:

    CURRENT
    DeskClaw

**Co-operate with AI.** The open-source platform where humans and AI run businesses together -- from strategy to execution.

DeskClaw is the operating platform for human-AI co-managed organizations. Through Cyber Workspaces, humans and AI operate as partners in a shared digital space -- humans provide strategic judgment, AI delivers relentless execution, and together they build something neither could alone.
    COPY-PASTE FIX
    **DeskClaw: The Open-Source Operating Platform for Human-AI Co-Managed Organizations.**

DeskClaw is not an API client or a web scraping tool. It's a comprehensive operating platform where humans and AI partner to run businesses together, from strategy to execution. Through Cyber Workspaces, humans provide strategic judgment, AI delivers relentless execution, and together they build something neither could alone.
  • mediumabout#2
    Improve the repository description for clarity

    Why:

    CURRENT
    Humans and AI work together ❤️
    COPY-PASTE FIX
    An open-source operating platform for human-AI co-managed organizations, enabling partners to run businesses together.

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 NoDeskAI/nodeskclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Microsoft Azure AI Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Azure AI Platform · recommended 1×
  2. Google Cloud AI Platform · recommended 1×
  3. AWS AI Services · recommended 1×
  4. Azure Machine Learning · recommended 1×
  5. Google AI Platform Notebooks · recommended 1×
  • CATEGORY QUERY
    How to build a platform for human-AI co-management of business operations?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Azure AI Platform
    2. Google Cloud AI Platform
    3. AWS AI Services
    4. Azure Machine Learning
    5. Google AI Platform Notebooks
    6. Amazon SageMaker
    7. Kubernetes
    8. Docker
    9. Apache Kafka
    10. React
    11. Angular
    12. Vue.js
    13. Node.js
    14. Express.js
    15. PostgreSQL
    16. MongoDB
    17. Grafana
    18. Prometheus
    19. InfluxDB
    20. Kibana
    21. Elasticsearch
    22. Jupyter Notebooks
    23. Google Colab

    AI recommended 23 alternatives but never named NoDeskAI/nodeskclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools facilitate shared digital workspaces for human-AI task delegation?
    you: not recommended
    AI recommended (in order):
    1. CiviCRM (civicrm/civicrm-core)
    2. OpenProject (opf/openproject)
    3. Taiga (taigaio/taiga)
    4. Kanboard (kanboard/kanboard)
    5. Nextcloud (nextcloud/server)
    6. Mattermost (mattermost/mattermost-server)
    7. Jira

    AI recommended 7 alternatives but never named NoDeskAI/nodeskclaw. 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 NoDeskAI/nodeskclaw?
    pass
    AI named NoDeskAI/nodeskclaw explicitly

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

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

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

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NoDeskAI/nodeskclaw — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite