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OpenTalk2HTML-NotMD MCP Server

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AI talks to you through beautiful pages — not overwhelming markdown dumps.

OpenTalk2HTML-NotMD is an MCP server that transforms how AI agents communicate with you. Instead of drowning in raw markdown files that nobody can read, AI builds clean, organized HTML pages — reports, dashboards, landing pages, invoices, anything — delivered instantly, no browser required.


The Vision

AI should communicate with humans the way humans communicate with each other: through well-designed pages, not raw text files.

Every time an AI agent dumps markdown on you, it's choosing the easiest path for the machine — not the best path for you. OpenTalk2HTML-NotMD changes that. It gives AI agents a tool to create proper, structured, beautiful HTML pages that you can actually read, scan, and share.

One command. Any AI platform. Real pages.

npx -y @aimino/fast-html-mcp-server

The Problem → The Solution

🚫 You're stuck with this ✅ You get this instead
Raw markdown walls you can't scan Clean HTML pages with navigation and sections
## Headings and - bullets everywhere Styled reports, dashboards, and data tables
Scroll for 20 minutes to find one number Jump between sections, read what matters
One massive file you'll never open again Beautiful pages you'll actually share
AI choosing what's easy for it AI building what's good for you

See It In Action

OpenTalk2HTML-NotMD Demo

AI builds a real dashboard page in seconds — no browser, no Playwright, no Docker.


Quick Start

npx -y @aimino/fast-html-mcp-server

Add to Claude Desktop, Cursor, VS Code, or any MCP client:

{
  "mcpServers": {
    "open-talk-2-html-not-md": {
      "command": "npx",
      "args": ["-y", "@aimino/fast-html-mcp-server"]
    }
  }
}

That's it. Your AI agent now talks to you through pages.


What Does This Look Like?

An AI agent using OpenTalk2HTML-NotMD can build you:

You ask for... Instead of markdown AI creates
"Show me Q3 numbers" ## Q3\n- Revenue: $1.2M\n- Users: 45K A styled report with tables & badges
"Make an invoice" # Invoice\n**Client:** Acme Corp A proper invoice page
"Dashboard please" ## Metrics\n**ARR:** $10M Analytics dashboard with visuals
"Pitch deck for investors" Raw text with --- slides Slide deck with real design
"API documentation" Markdown with ``` blocks Proper API docs page

See all 22+ use cases in the interactive showcase.


How It Works

OpenTalk2HTML-NotMD is a five-tier MCP server purpose-built for AI-to-human communication:

OpenTalk2HTML-NotMD MCP Server
├── Assembly   → render_page (compose pages from components)
├── Patch      → patch_html, set_attribute, edit_html_range (make surgical edits)
├── Read       → read_html (inspect with 97% token savings)
├── Raw        → write_raw_html, format_html, preview_html
├── Email      → render_email, html_to_email (send to inbox)
└── Consistency→ propagate_edit, check_consistency (keep data in sync)

AI builds, edits, reads, and refines HTML pages — the same way you'd work with a document, except it happens in milliseconds and costs pennies.


Why This Exists

The Markdown Trap

AI agents default to markdown because it's the easiest output format. But markdown was designed for lightweight text formatting, not for communicating complex AI outputs to humans. The result:

  • Users drown in walls of raw text
  • No structure — everything is flat, nothing is scannable
  • No visuals — tables, charts, and badges are ASCII at best
  • No sharing — you can't send a markdown file to a colleague

The HTML Alternative

HTML fixes all of this: structure, navigation, styling, visuals, sharing — built in, no browser needed on the server side. The AI creates real pages that humans can actually consume.

OpenTalk2HTML-NotMD bridges the gap: AI writes HTML instead of markdown, and you get pages you can read, scan, and share.


Tools

Tier Tool What It Does
Assembly render_page Compose a page from components & template
Assembly register_template Add your own template at runtime
Patch patch_html Replace content by CSS selector
Patch set_attribute Change an attribute by CSS selector
Patch edit_html_range Replace lines (most token-efficient edit)
Read read_html Inspect HTML in 4 modes (97% token savings)
Raw write_raw_html Write raw HTML to file
Raw format_html Beautify HTML
Raw preview_html Preview without writing to disk
Email render_email Build email-safe HTML
Email html_to_email Convert web HTML to email-safe
Consistency propagate_edit Update all cross-references
Consistency check_consistency Audit for stale references
Utility list_components Browse available components
Utility list_templates Browse available templates
Utility get_template_schema See template variables
Utility get_component_schema See component props

Components & Templates

22 Components

Layout: header, footer, sidebar, card-deck, grid Data: data-table, stats-grid, timeline, financial-table, evidence-grid Visual: risk-matrix, valuation-chart, prisma-flow Media: figure, image-gallery Interactive: tabs, accordion Utility: hero, callout, code-block, citation-block

25+ Templates

Reports: report, exploration, research, code-review, equity-research, lit-review, research-briefing, scientific-paper, journal-club, earnings-summary, industry-overview

Business: invoice, budget, financial-summary, data-sheet, dashboard, financial-dashboard

Communication: newsletter, changelog, faq, meeting-notes, comparison, landing-page, error-page

Presentation: pitch-deck, deck, design, prototyping, illustrations

Developer: api-doc, custom-editor, minimal, documentation


Performance Benchmarks

Operation OpenTalk2HTML-NotMD Alternatives
Cold start → first render ~1.5s Playwright/Puppeteer: 5-15s
page render ~900ms Handlebars: similar
Patch by #id ~200ms Cheerio: 2-5s
Patch by CSS selector ~800ms Regex: 1-3s
5 sequential patches ~2s total Re-parsing: 10s+
Compression ratio 40-70% html-minifier: 10-30%
AI-compressed read (106KB page) ~1,000 tokens (97% saved) Raw: 30,553 tokens

Why is it this fast?

  1. #id fast-path — direct text substitution instead of full AST parsing (~10x faster)
  2. Pre-compiled doT.js — templates compiled at startup, not render time
  3. No browser runtime — operates on strings and AST, zero headless overhead

Architecture

The Ping-Pong Loop

1. Discover   → list templates & components
2. Build      → render a page
3. Inspect    → read it back (97% token savings)
4. Refine     → patch, edit, set attributes
5. Consistency→ propagate edits across sections

Key Design Decisions

  • doT.js — 10x faster compile time than Handlebars/EJS
  • #id fast-path — direct string substitution for id-targeted edits
  • parse5 — safe AST-based HTML patching (not regex)
  • DOMPurify — XSS prevention on all output
  • Atomic writes — tmp file + rename to prevent corruption
  • ESM — Node.js 20+, TypeScript, ES modules

Token Efficiency (Why AI Agents Love This)

Designed from the ground up for AI token budgets:

Reading a 106KB HTML Page

Mode Tokens Savings Use
Text 1,000 97% Token-minimal reading
Compressed 3,909 87% Summary + stats
Content 7,991 74% Typed blocks
Structure 9,163 70% Tree overview

Editing (500-line page, one value change)

Approach Tokens When to use
patch_html by id ~2,396 Small targets
edit_html_range ~48 Large containers, surgical changes

Development

git clone https://github.com/Aimino-Tech/OpenTalk2HTML-NotMD.git
cd OpenTalk2HTML-NotMD
npm install
npm run build
npm run dev              # hot reload
npm test                 # vitest

License

GNU General Public License v3.0 — see LICENSE.


Built by Aimino Tech — making AI communicate like a human.