REPOGEO REPORT · LITE

yctimlin/mcp_excalidraw

Default branch main · commit c12ff87f · scanned 6/28/2026, 2:47:30 AM

GitHub: 2,102 stars · 225 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

22 /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

1 / 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 yctimlin/mcp_excalidraw, 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 to clarify 'MCP' and emphasize AI agents
Why:
CURRENT
```
# Excalidraw MCP Server & Agent Skill
```
COPY-PASTE FIX
```
# Excalidraw for AI Agents: Model Context Protocol (MCP) Server & Skill
```

hightopics#2

Add specific topics to improve categorization

Why:

COPY-PASTE FIX

excalidraw, ai-agents, model-context-protocol, mcp, programmatic-diagrams, claude-code, codex-cli, canvas-control, real-time-sync

mediumreadme#3

Refine the README's opening paragraph to highlight AI agent control

Why:

CURRENT

Run a live Excalidraw canvas and control it from AI agents. This repo provides: MCP Server**: Connect via Model Context Protocol (Claude Desktop, Cursor, Codex CLI, etc.) Agent Skill**: Portable skill for Claude Code, Codex CLI, and other skill-enabled agents

COPY-PASTE FIX

Empower your AI agents to programmatically create, edit, and synchronize Excalidraw diagrams in real-time. This repository provides a Model Context Protocol (MCP) server and a portable agent skill, enabling AI assistants like Claude Code, Cursor, and Codex CLI to directly control a live Excalidraw canvas.

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 yctimlin/mcp_excalidraw

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

mermaid-js/mermaid

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

mermaid-js/mermaid · recommended 1×
GPT-4 · recommended 1×
Claude · recommended 1×
Llama 3 · recommended 1×
OpenAI API · recommended 1×

CATEGORY QUERY
How can I automate diagram creation and editing using AI agents for a canvas?
you: not recommended
AI recommended (in order):
1. Mermaid.js (mermaid-js/mermaid)
2. GPT-4
3. Claude
4. Llama 3
5. OpenAI API
6. Anthropic API
7. PlantUML (plantuml/plantuml)
8. Draw.io (jgraph/drawio)
9. Konva.js (konvajs/konva)
10. Fabric.js (fabricjs/fabric.js)
11. Pixi.js (pixijs/pixi.js)
12. Microsoft Visio
13. Lucidchart
AI recommended 13 alternatives but never named yctimlin/mcp_excalidraw. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools allow AI agents to programmatically control and synchronize a drawing canvas?
you: not recommended
AI recommended (in order):
1. P5.js
2. Processing
3. Konva.js
4. Fabric.js
5. Pygame
6. Qt
7. HTML5 Canvas API
AI recommended 7 alternatives but never named yctimlin/mcp_excalidraw. 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 yctimlin/mcp_excalidraw?
pass
AI did not name yctimlin/mcp_excalidraw — 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 yctimlin/mcp_excalidraw in production, what risks or prerequisites should they evaluate first?
pass
AI named yctimlin/mcp_excalidraw 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 yctimlin/mcp_excalidraw solve, and who is the primary audience?
pass
AI did not name yctimlin/mcp_excalidraw — 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?

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MARKDOWN (README)

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yctimlin/mcp_excalidraw — 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