RRepoGEO

REPOGEO REPORT · LITE

yctimlin/mcp_excalidraw

Default branch main · commit c12ff87f · scanned 5/17/2026, 2:13:38 AM

GitHub: 1,924 stars · 196 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 README H1 and opening paragraph for clarity

    Why:

    CURRENT
    # Excalidraw MCP Server & Agent Skill

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
    # Excalidraw for AI Agents: Model Context Protocol (MCP) Server & Skill

This repository provides a **Model Context Protocol (MCP) Server** and an **Agent Skill** to enable AI agents (e.g., Claude Code, Cursor, Codex CLI) to programmatically create, edit, and export diagrams on a live Excalidraw canvas with real-time synchronization.
  • hightopics#2
    Add descriptive topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    excalidraw, ai-agents, programmatic-diagrams, claude-code, model-context-protocol, mcp, real-time-canvas, diagramming-tool, agent-skill, llm-tools
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## How We Differ from Other Diagramming Tools (Mermaid, PlantUML, etc.)

Unlike static diagram-as-code tools such as Mermaid.js or PlantUML, this project provides a live, interactive Excalidraw canvas that AI agents can manipulate in real-time. It focuses on dynamic, agent-driven diagram creation and editing rather than generating static images from text.

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
0%
Of all named tools, what % are you?
Top rival
mermaid-js/mermaid
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mermaid-js/mermaid · recommended 1×
  2. GPT-4 · recommended 1×
  3. graphviz/graphviz · recommended 1×
  4. jgraph/drawio · recommended 1×
  5. plantuml/plantuml · recommended 1×
  • CATEGORY QUERY
    How can I programmatically generate and edit diagrams using AI agents?
    you: not recommended
    AI recommended (in order):
    1. Mermaid.js (mermaid-js/mermaid)
    2. GPT-4
    3. Graphviz (graphviz/graphviz)
    4. Draw.io (jgraph/drawio)
    5. PlantUML (plantuml/plantuml)
    6. Microsoft Visio

    AI recommended 6 alternatives but never named yctimlin/mcp_excalidraw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to synchronize real-time canvas diagrams with AI assistant interactions.
    you: not recommended
    AI recommended (in order):
    1. Pusher Channels
    2. Konva.js
    3. Fabric.js
    4. Ably
    5. Socket.IO
    6. Liveblocks
    7. Firebase Realtime Database
    8. AWS AppSync

    AI recommended 8 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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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