RRepoGEO

REPOGEO REPORT · LITE

langchain-ai/open-canvas

Default branch main · commit 0310cecd · scanned 5/13/2026, 1:52:59 AM

GitHub: 5,445 stars · 855 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 langchain-ai/open-canvas, 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 the README H1 and opening paragraph to clarify its core purpose

    Why:

    CURRENT
    # Open Canvas
Open Canvas is an open source web application for collaborating with agents to better write documents.
    COPY-PASTE FIX
    # Open Canvas: Collaborative AI Writing & Document Iteration Web Application
Open Canvas is an open source web application designed for collaborating with AI agents to enhance writing, content creation, and document iteration. It provides a better user experience for working with LLMs beyond traditional chat interfaces, allowing users to start from existing documents or code.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-writing, llm-application, content-generation, collaborative-editor, document-editor, langchain, web-application, agentic-ai, memory, generative-ai
  • mediumreadme#3
    Clarify the LangChain connection early in the README

    Why:

    COPY-PASTE FIX
    Built on the LangChain framework, Open Canvas showcases advanced agentic capabilities for personalized and persistent content generation.

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 langchain-ai/open-canvas
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. streamlit/streamlit · recommended 1×
  3. gradio-app/gradio · recommended 1×
  4. facebook/react · recommended 1×
  5. vuejs/core · recommended 1×
  • CATEGORY QUERY
    Find an open-source web application for collaborative AI content generation with memory.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Streamlit (streamlit/streamlit)
    3. Gradio (gradio-app/gradio)
    4. React (facebook/react)
    5. Vue.js (vuejs/core)
    6. Chroma (chroma-ai/chroma)
    7. Pinecone
    8. OpenAI
    9. Hugging Face
    10. Open-Assistant (LAION-AI/Open-Assistant)
    11. LocalGPT (PromtEngineer/localGPT)
    12. PrivateGPT (imartinez/privateGPT)
    13. Flask (pallets/flask)
    14. Django (django/django)
    15. Hugging Face Spaces
    16. GPT-Engineer (AntonOsika/gpt-engineer)

    AI recommended 16 alternatives but never named langchain-ai/open-canvas. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are alternatives to chat-first AI writing tools for document iteration?
    you: not recommended
    AI recommended (in order):
    1. Scrivener
    2. Quip
    3. Notion
    4. Google Docs
    5. Grammarly for Google Docs
    6. Microsoft Word
    7. Microsoft Editor
    8. Ulysses
    9. Obsidian

    AI recommended 9 alternatives but never named langchain-ai/open-canvas. 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 langchain-ai/open-canvas?
    pass
    AI did not name langchain-ai/open-canvas — 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 langchain-ai/open-canvas in production, what risks or prerequisites should they evaluate first?
    pass
    AI named langchain-ai/open-canvas 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 langchain-ai/open-canvas solve, and who is the primary audience?
    pass
    AI named langchain-ai/open-canvas 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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  • Brand-free category queries5 vs 2 in Lite
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