RRepoGEO

REPOGEO REPORT · LITE

kanwas-ai/kanwas

Default branch master · commit 7c2292ae · scanned 6/8/2026, 4:57:30 AM

GitHub: 700 stars · 94 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 kanwas-ai/kanwas, 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 README's opening to clarify its core function as a shared context board

    Why:

    CURRENT
    Kanwas is a multiplayer workspace for AI work. Teams and an AI agent share the same documents, evidence, and decisions, with the agent's tool calls streaming into the same timeline everyone sees.
    COPY-PASTE FIX
    Kanwas is a shared context board and multiplayer workspace designed for human teams and AI agents to collaborate seamlessly. It allows you to centralize documents, evidence, and decisions, with AI agent tool calls streaming directly into a shared timeline, enabling true human-AI teaming without visual programming.
  • mediumtopics#2
    Expand repository topics to include more specific AI collaboration terms

    Why:

    CURRENT
    agents, canvas, collaboration, context-management
    COPY-PASTE FIX
    agents, canvas, collaboration, context-management, ai-collaboration, human-ai-teaming, ai-workspace, project-planning-ai
  • lowlicense#3
    Add a clear statement about the license in the README

    Why:

    COPY-PASTE FIX
    Kanwas is licensed under [Specify License Name(s) and terms here, e.g., 'a custom license. See the LICENSE file for full details.']. Please review the LICENSE file for specific terms and conditions.

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 kanwas-ai/kanwas
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Microsoft Loop · recommended 1×
  3. Notion AI · recommended 1×
  4. Slack · recommended 1×
  5. Google Workspace · recommended 1×
  • CATEGORY QUERY
    What tools facilitate shared context and real-time collaboration between human teams and AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Loop
    3. Notion AI
    4. Slack
    5. Google Workspace
    6. Jira

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking a collaborative workspace for developers to plan projects with AI assistance and integrate design specs.
    you: not recommended
    AI recommended (in order):
    1. Linear
    2. Jira Software
    3. ClickUp
    4. Notion
    5. GitHub Projects
    6. Asana
    7. Miro

    AI recommended 7 alternatives but never named kanwas-ai/kanwas. 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 kanwas-ai/kanwas?
    pass
    AI named kanwas-ai/kanwas explicitly

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

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

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

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kanwas-ai/kanwas — 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