OCEANSIDE, Calif. - s4story -- AIEthos LLC, a pioneer in Generative Engine Optimization (GEO) and AI search visibility, today announced the general availability of EthosTron Live MCP. Built on the open Model Context Protocol (MCP), the server connects AI coding assistants and frontier language models directly to real-time GEO diagnostics, enabling software engineers and marketers to audit AI crawler accessibility, validate Schema.org microdata, and generate type-safe direct answers inside their development environments.

As frontier engines like ChatGPT Search, Google Gemini, Claude, and Perplexity replace ten-blue-link pages with zero-click answer synthesis, brand discovery now depends on technical codebase architecture rather than legacy keyword tagging.

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"In the era of zero-click generative search, entity resolution and bot accessibility depend directly on underlying code," said Robert Cunningham, Founding Team Member at AIEthos. "By embedding EthosTron Live into IDEs like Cursor, Claude Desktop, and VS Code via MCP, developers can build citability into source code before pull requests merge."

"Frontier LLMs construct knowledge graphs to synthesize answers," added Barry Fitzgerald, Founding Team Member at AIEthos. "Without structured microdata, models hallucinate or cite competitors. EthosTron Live MCP bridges the gap between raw code and AI perception, providing automated inverted-pyramid copy and Schema.org JSON-LD in under two seconds."

Key Capabilities

EthosTron Live MCP provides three core diagnostic and remediation tools:

1. Sub-Two-Second GEO Quick-Scans (aiethos_geo_quickscan): Inspects robots.txt directives for major AI crawlers (GPTBot, PerplexityBot, ClaudeBot, Google-Extended), audits Schema.org coverage, evaluates 45-65 word direct-answer extraction targets, and calculates a baseline GEO readiness score.

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2. Schema.org and Direct-Answer Synthesis (aiethos_preview_ethostron_fix): Generates ready-to-paste JSON-LD structured data and grounded direct-answer copy tailored across eight vertical topologies, verifying every entity against actual DOM text.

3. Frontier Model Citation Benchmarking (aiethos_check_llm_citations): Simulates live retrieval across ChatGPT, Gemini, Claude, and Perplexity to measure citation share and benchmark visibility against competitors.

Availability

EthosTron Live MCP is open-sourced under the Apache-2.0 license and supports both local stdio execution (npx @aiethos/ethostron-mcp) and remote Server-Sent Events (SSE) connections. Free quick-scans require no API key. Teams can claim domains on AIEthos to activate continuous multi-page tracking and automated PR remediation.

To access documentation or deploy the server, visit https://aiethos.ai/ethostron-live or inspect the repository at https://github.com/AIEthos-ai/ethostron-mcp.