GEO & SEO Audit MCP Server (Open-Source Probe)

Local-first Python MCP server for Claude Desktop and Cursor that scores any URL across 65 GEO and technical SEO checkpoints, verifies AI crawlers (GPTBot, ClaudeBot, PerplexityBot), and generates JSON-LD, llms.txt, and 4-page PDF reports.

Documentation

Dejun Chen | AI Systems Architect & Product Builder (UseTheLever)

AI Systems Architect & Product Builder | Creator of UseTheLever (Production MCP Servers, FinTech Decision Engines & Multi-Agent AIGC Pipelines) | Python · TypeScript · Cloudflare

I build deterministic AI systems, production Model Context Protocol (MCP) servers, and commercial web applications that bridge the gap between raw LLM capabilities and reliable business execution.

Instead of building fragile prompt wrappers that hallucinate metrics, my work focuses on evidence-backed engineering, stateless edge architectures, and multi-agent workflows governed by strict programmatic quality gates.

Live Production Systems (https://usethelever.com)

1. GEO & SEO Readiness MCP Server 2.1 (geo-seo-mcp-pro)

A local-first Python stdio MCP server and 4-page A4 white-label PDF audit engine. Evaluates RFC 9309 robots.txt rules across 6 AI search/training crawlers (OAI-SearchBot, PerplexityBot, Claude-SearchBot, GPTBot, ClaudeBot, Google-Extended), validates /llms.txt, extracts SPA JSON-LD via 2-second headless Chromium DOM observation, and enforces comparability circuit breakers.

2. Modaoshi — U.S. Stock Bar-by-Bar Replay Trainer

A browser-based historical trading decision simulator pre-loaded with 88 classic setups and 3,999 U.S. equities, built on Cloudflare Pages/Functions with stateless license verification.

3. U.S. Market Regime Traffic Light Dashboard

An automated daily end-of-day macro risk engine synthesizing QQQ trend structure, VIX volatility ratios, SMH relative strength, and 25-day institutional distribution counts.

4. WDI (Women's Decision Intelligence) & Industrial AIGC Production Suites

A 75-file bilingual decision-support MCP/Skill utilizing 6-Dimension Constraint Accounting and 4-Tier Evidence Grading, alongside automated Python/FFmpeg physical QC suites (EBU R128 -14 LUFS loudness & frame-energy auditing) for vertical short drama production.

Open To

  • Principal AI Workflow Architect / AI Product Lead / Technical Showrunner roles
  • Custom MCP Server & Multi-Agent Pipeline development for enterprises and agencies
  • Strategic partnerships & B2B licensing
  • Contact: merciai@agent.qq.com / alicechendejun@gmail.com
  • Portfolio: https://usethelever.com | Machine Index: https://usethelever.com/llms.txt