Instant Feedback Loop
Why Run GEO in Your Development Loop?
Sub-2-Second Audit SLA
Coding agents need immediate answers. EthosTron Live executes a high-speed parallel probe of robots.txt, HTML markup, and microdata without heavy browser spin-up delays.
Winning Intent Topologies
Rather than generic advice, the tool uses proven semantic topologies from real frontier LLM citation benchmarks to generate 45–60 word Direct-Answer blocks engineered for citation.
Zero Database Pollution
Anonymous IDE quickscans remain 100% read-only and decoupled from customer accounts, logging non-blocking telemetry and generating personalized claim links for seamless activation.
MCP Tool Suite
Core Tools Available to Your Agent
aiethos_geo_quickscan
Rapid On-Page Generative Engine Optimization Assessment
Capabilities:
- AI Bot Crawlability: Evaluates
GPTBot,PerplexityBot,ClaudeBot, andGoogle-Extendeddirectives. - Schema.org Verification: Detects
Organization,TechArticle,FAQPage, andSoftwareApplicationJSON-LD. - Inverted-Pyramid Analysis: Validates lead paragraph word count (optimal: 45–65 words).
aiethos_preview_ethostron_fix
Instant Direct-Answer & Schema.org Block Synthesis
Capabilities:
- Inverted-Pyramid Copy: Synthesizes a copy-paste ready 45–60 word declarative answer block for target queries.
- Semantic Topology Matching: Maps structure to intent (Comparative Benchmark, Troubleshooting, Definitive Architecture).
- Schema Microdata: Outputs ready-to-inject JSON-LD snippets tailored to the content.
aiethos_check_llm_citations
Benchmark Model Presence & Competitor Dominance
Capabilities:
- Model Presence: Rapidly checks whether a brand is recognized and cited across OpenAI, Gemini, and Claude.
- Competitor Dominance: Identifies which industry peers are winning share of model citations.
How the MCP GEO Score (0–100) is Calculated
The MCP GEO score evaluates the core on-page requirements for AI search indexing through a deterministic 100-point framework:
1. AI Crawler Access
Inspects robots.txt. Full points if GPTBot (+10), PerplexityBot (+10), ClaudeBot (+5), and Google-Extended (+5) are permitted.
2. Schema.org Microdata
Evaluates structured JSON-LD presence (+15), brand entity grounding with Organization (+10), and high-citation types like FAQPage or TechArticle (+15).
3. Direct-Answer Readability
Measures opening paragraph word count against the inverted-pyramid sweet spot: 45–65 words (+30). Suboptimal lengths receive partial credit (+15).
Multi-Assistant Compatibility
Connect EthosTron Live to Any AI Assistant
EthosTron Live supports both local MCP (stdio) for IDE assistants and standard OpenAPI Actions for cloud-based LLM assistants like ChatGPT:
GitHub Copilot (VS Code)
Native MCP integration via .vscode/mcp.json
Add to your workspace .vscode/mcp.json, or run Command Palette > Copilot: Manage MCP Servers:
{
"mcp": {
"servers": {
"ethostron": {
"command": "npx",
"args": ["-y", "@aiethos/ethostron-mcp"]
}
}
}
}In Copilot Chat: Ask @ethostron Audit https://example.com for GEO
ChatGPT (Custom GPT Actions)
Cloud Run OpenAPI Action integration
In ChatGPT, create or edit a Custom GPT, navigate to Configure > Actions > Create new action, and import the live OpenAPI schema:
Schema URL: https://aiethos-backend-978593064341.us-west2.run.app/openapi.json Authentication: None (Public Developer Endpoints)
In ChatGPT: Ask "Audit https://stripe.com for GEO and suggest direct answer blocks"
Google Gemini & Antigravity
Gemini agent config via mcp_config.json
Add to your Antigravity or Gemini agent configuration in .gemini/config/mcp_config.json:
{
"mcpServers": {
"ethostron": {
"command": "npx",
"args": ["-y", "@aiethos/ethostron-mcp"]
}
}
}Agent Prompt: "Use ethostron MCP tool to audit https://acme.io for AI citation readiness"
Claude Desktop
Edit claude_desktop_config.json
Add to claude_desktop_config.json (under %APPDATA%\Claude or ~/Library/Application Support/Claude):
{
"mcpServers": {
"ethostron": {
"command": "npx",
"args": ["-y", "@aiethos/ethostron-mcp"]
}
}
}In Claude: Click the tool hammer icon and prompt: "Audit https://linear.app for GEO"
Cursor / Windsurf
Settings > Features > MCP Servers
In Cursor or Windsurf settings, add a new stdio tool, or add to .cursor/mcp.json:
{
"mcpServers": {
"ethostron": {
"command": "npx",
"args": ["-y", "@aiethos/ethostron-mcp"]
}
}
}In Cursor Chat: Prompt: "Check citation gaps on my website using aiethos_geo_quickscan"
Cline / Roo Code / Continue
Autonomous agents in Visual Studio Code
In Cline or Roo Code MCP settings (.cline/mcp_settings.json):
{
"mcpServers": {
"ethostron": {
"command": "npx",
"args": ["-y", "@aiethos/ethostron-mcp"]
}
}
}In Cline: The agent automatically calls EthosTron Live to verify and fix Schema.org microdata.
From IDE Quickscan to Autonomous Remediation
Every MCP quickscan includes a personalized Claim Link. Activating your domain connects your repository to the full AIEthos intelligence suite:
- Deep 20-page whole-domain crawl with client-side SPA rendering
- Cross-source factual verification and hallucination detection via Tavily
- Multi-model consensus scoring across OpenAI, Gemini, and Claude
- Automated GitHub Pull Request remediation workflows
Frequently Asked Questions
EthosTron Live FAQ
What is the Model Context Protocol (MCP)?
The Model Context Protocol is an open standard developed by Anthropic that allows AI agents and LLMs to safely connect to external data sources and tools. EthosTron Live implements this standard so any compliant AI assistant can call AIEthos diagnostic APIs natively.
Does EthosTron Live modify my website directly?
No. EthosTron Live is 100% read-only. It generates sample content templates and microdata recommendations that you or your coding agent can inspect and choose to paste into your codebase.
What are the free tier scan limits?
The free anonymous tier allows up to 5 quickscans per domain per day. If you require continuous monitoring or automated CI/CD checks, you can claim your website on AIEthos.