REPOGEO REPORT · LITE

langchain-ai/open-canvas

Default branch main · commit 0310cecd · scanned 6/23/2026, 10:38:00 AM

GitHub: 5,471 stars · 869 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

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 README's opening to emphasize AI agent-powered editor

Why:

CURRENT

# Open Canvas

TRY IT OUT HERE

Open Canvas is an open source web application for collaborating with agents to better write documents.

COPY-PASTE FIX

# Open Canvas: An AI Agent-Powered Collaborative Editor for Code and Documents

TRY IT OUT HERE

Open Canvas is an open-source web application providing a rich editor experience for collaborating with AI agents to write, refine, and generate code and documents, featuring built-in memory and custom actions.

hightopics#2

Add relevant topics to the repository

Why:

CURRENT

(none)

COPY-PASTE FIX

llm, ai-agents, collaborative-editor, web-application, langchain, memory, code-editor, document-editor, generative-ai, ux

mediumabout#3

Update the repository description for clarity and keywords

Why:

CURRENT

📃 A better UX for chat, writing content, and coding with LLMs.

COPY-PASTE FIX

An open-source web application and collaborative editor for writing code and documents with AI agents, featuring built-in memory and custom actions.

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

Of all named tools, what % are you?

Top rival

Quillbot

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Quillbot · recommended 1×
ckeditor/ckeditor5 · recommended 1×
tinymce/tinymce · recommended 1×
OpenAI API · recommended 1×
GPT-3/4 · recommended 1×

CATEGORY QUERY
What are open source web tools for collaborative document writing with AI agents and memory?
you: not recommended
AI recommended (in order):
1. Quillbot
2. CKEditor 5 (ckeditor/ckeditor5)
3. TinyMCE (tinymce/tinymce)
4. OpenAI API
5. GPT-3/4
6. Hugging Face Transformers (huggingface/transformers)
7. GPT-2
8. T5 model
9. Etherpad Lite (ether/etherpad-lite)
10. Foswiki (foswiki/foswiki)
AI recommended 10 alternatives but never named langchain-ai/open-canvas. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to improve LLM interaction for coding and writing, starting with existing content?
you: not recommended
AI recommended (in order):
1. GitHub Copilot
2. ChatGPT
3. Claude
4. Cursor
5. Perplexity AI
6. QuillBot
7. Grammarly
AI recommended 7 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?

Embed your GEO score

Drop this badge into the README of langchain-ai/open-canvas. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/langchain-ai/open-canvas.svg)](https://repogeo.com/en/r/langchain-ai/open-canvas)

HTML

<a href="https://repogeo.com/en/r/langchain-ai/open-canvas"><img src="https://repogeo.com/badge/langchain-ai/open-canvas.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite