REPOGEO REPORT · LITE

hustcc/mcp-mermaid

Default branch main · commit 13497062 · scanned 6/25/2026, 9:16:51 PM

GitHub: 595 stars · 53 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

33 /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

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 hustcc/mcp-mermaid, 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 to clarify AI agent focus

Why:

CURRENT

# MCP Mermaid Generate mermaid diagram and chart with AI MCP dynamically. Also you can use:

COPY-PASTE FIX

# MCP Mermaid: AI Agent Tool for Dynamic Mermaid Diagram Generation
`mcp-mermaid` is a powerful tool designed for AI agents and generative AI workflows to dynamically create, customize, and export Mermaid diagrams and charts. It fully supports all Mermaid features and syntax, offering flexible output formats for seamless integration into AI-driven applications.

mediumtopics#2

Update repository topics to reflect AI agent and diagram generation focus

Why:

CURRENT

mcp, mcp-server, mermaid, mermaidjs

COPY-PASTE FIX

mermaid, mermaidjs, ai-agent, generative-ai, diagram-generation, chart-generation, workflow-automation, ai-tools

lowcomparison#3

Add a 'Comparison' or 'Why Choose mcp-mermaid?' section to the README

Why:

COPY-PASTE FIX

Add a new section (e.g., 'Why Choose `mcp-mermaid` for AI Workflows?') that explicitly highlights its unique features for AI agents, such as dynamic configuration support for large AI models, advanced export formats (like `svg_url`, `png_url`), and validation capabilities, differentiating it from standard Mermaid CLIs or editors.

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 hustcc/mcp-mermaid

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI GPT-4

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI GPT-4 · recommended 1×
LangChain · recommended 1×
Semantic Kernel · recommended 1×
Mermaid.js · recommended 1×
Node.js · recommended 1×

CATEGORY QUERY
How to dynamically create and customize Mermaid diagrams using an AI agent?
you: not recommended
AI recommended (in order):
1. OpenAI GPT-4
2. LangChain
3. Semantic Kernel
4. Mermaid.js
5. Node.js
6. mermaid-cli
7. puppeteer
8. Python
9. pyppeteer
10. selenium
AI recommended 10 alternatives but never named hustcc/mcp-mermaid. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool for generating and exporting Mermaid charts to various image formats for AI workflows?
you: not recommended
AI recommended (in order):
1. Mermaid CLI (mermaid-js/mermaid-cli)
2. Markdown Preview Enhanced (shd101wyy/markdown-preview-enhanced)
3. Mermaid Live Editor (mermaid-js/mermaid-live-editor)
4. Pandoc (jgm/pandoc)
5. pandoc-mermaid (raghur/pandoc-mermaid)
6. GitHub
7. GitLab
8. Azure DevOps
9. PlantUML (plantuml/plantuml)
10. PlantUML Server (plantuml/plantuml-server)
AI recommended 10 alternatives but never named hustcc/mcp-mermaid. 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 hustcc/mcp-mermaid?
pass
AI did not name hustcc/mcp-mermaid — 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 hustcc/mcp-mermaid in production, what risks or prerequisites should they evaluate first?
pass
AI named hustcc/mcp-mermaid 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 hustcc/mcp-mermaid solve, and who is the primary audience?
pass
AI named hustcc/mcp-mermaid 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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HTML

<a href="https://repogeo.com/en/r/hustcc/mcp-mermaid"><img src="https://repogeo.com/badge/hustcc/mcp-mermaid.svg" alt="RepoGEO" /></a>

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hustcc/mcp-mermaid — 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