Building open-source systems around AI Visibility, GEO/AEO, SEO Automation, Agent Infrastructure, and MCP Tools.
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I engineer open, reproducible software and empirical research frameworks at the intersection of Generative Engine Optimization (GEO), Answer Engine Optimization (AEO), AI Agent Infrastructure, and Autonomous Remediation Systems.
No exaggerated marketing claims. No speculative algorithm reverse-engineering. Every framework provides verifiable code, transparent execution provenance, and empirical test suites.
Discovery (AnswerPath) ──▶ Measurement (GEO-Scope) ──▶ Diagnostics (SAGE) ──▶ Remediation (SiteProbe)
The core pipeline for discovering demand, measuring observed multi-model AI visibility, auditing static retrieval signals, and automating code remediation.
| Repository | Purpose & Technical Role | Interfaces | Evidence & Status |
|---|---|---|---|
geo-scope |
Multi-model empirical AI visibility benchmark engine measuring brand mentions, recommendations, top-1 share, and citation grounding. | CLI · Python · MCP | 130 tests · 2026.1 Release Dataset |
answerpath-geo |
Privacy-first SEO/GEO question discovery and search intent mining engine; separates observed demand from generated hypotheses. | CLI · Python · MCP | 16 tests · 30 Stratified Benchmark Prompts |
sage-audit |
Unified 3-Pillar static audit engine: L1 Technical SEO, L2 Semantic Extractability, L3 JSON-LD AEO, L4 Citation Survival Proxy (CSP). | CLI · Python · MCP | 45 tests · MAVI Diagnostic Layers |
siteprobe |
Autonomous website crawler & safe code fixer; applies atomic patches for /llms.txt, robots.txt AI bots, and Schema.org graphs. |
CLI · MCP · Agent Skill | 88 tests · Verified Rollback Engine |
mcp-geo-server |
FastMCP server exposing live GEO/AEO audit tools for Cursor IDE, Claude Desktop, Antigravity, and AI coding agents. | MCP (stdio / SSE) | 12 tests · Protocol Verified |
Production-ready skills, workflow patterns, and token-optimized developer resources for autonomous coding agents.
| Repository | Purpose & Technical Role | Target Agents | Coverage |
|---|---|---|---|
mcp-agent-skills-hub |
Curated catalog of production agent skills and MCP configuration templates. | Claude Code · Cursor · Codex · Antigravity | 20+ Skills · Multi-runtime |
n8n-agent-skills |
Production n8n workflow architecture, node routing, linting, and error-handling skills. | Claude Code · Codex · OpenCode | Enterprise n8n Patterns |
lean-agent-skills |
Token-efficient, low-context agent skills optimized for reduced prompt overhead and fast execution. | Cursor · Copilot · Antigravity | Context-Compressed Skills |
agent-project-discovery-skill |
Universal workspace startup and codebase orientation skill for automated agent onboarding. | Claude Code · Cursor · Codex | Multi-language Discovery |
awesome-skills |
Community-curated index of Agent Skills, MCP tools, and developer workflows. | Multi-Agent | Curated Catalog |
Specialized engines, Laravel packages, and application backends powered by the AI Visibility Stack.
| Repository | Purpose & Technical Role | Tech Stack | Status |
|---|---|---|---|
laravel-ai-summary |
Provider-agnostic, multi-fallback AI summarization engine for Laravel (OpenAI, Gemini, Claude, Groq, Mistral). | PHP 8.2+ · Laravel 10/11 | 8 tests · CI Verified |
geo-aeo-news-engine |
Autonomous news rewriting, digital PR syndication, and entity-optimized press release engine. | Python · DOCX · JSON-LD | Operational Tool |
ivna-app |
Intelligent news aggregation and multilingual publishing mobile application. | Flutter / Dart · Clean Architecture | Application Client |
hamzad-ai-gateway-resources |
Public architectural patterns, fallback routing schemas, and latency optimization templates for AI gateways. | Architecture · YAML / JSON | Open Specifications |
- Empirical Observation Over Speculation: We measure real completions returned by multi-provider AI routes. We never claim to possess or reverse-engineer private AI ranking algorithms.
- Separation of Priors & Observations: Theoretical ranking factor weights (SAGE) are explicitly separated from recorded empirical model observations (GEO-Scope).
- Cryptographic Reproducibility: Benchmark releases include complete raw completions, request metadata, and SHA-256 checksums verified by automated test suites.
We actively invite developers, researchers, and engineers to explore, reproduce, and build upon this open-source stack:
-
🔬 Reproduce Empirical Experiments: Clone
geo-scopeorsage-auditand verify SHA-256 benchmark datasets locally in$<60$ seconds. - 📖 Review Scientific Methodology: Inspect our Empirical Benchmark Methodology and Evidence Taxonomy.
- 💡 Suggest Improvements & Features: Join active GitHub Discussions across General, Research, Ideas, Help, and Show & Tell.
-
🛠️ Build Integrations & Agent Skills: Integrate FastMCP tools into your AI agent workflows via
mcp-geo-server. - 🚀 First Contribution: Follow our First Contribution Guide and Research Collaboration Framework.
فارسی | معرفی به زبان فارسی
من در تقاطع بهینهسازی برای موتورهای هوش مصنوعی (GEO)، سئوی مبتنی بر هوش مصنوعی (AEO)، زیرساختهای ایجنتهای نرمافزاری و سیستمهای خودکار اصلاح کد فعالیت میکنم. تمامی ابزارها به صورت منبعباز و همراه با دادههای تجربی و آزمونهای قابل بازتولید منتشر شدهاند:
- پایپلاین دیدهپذیری هوش مصنوعی:
geo-scope(بنچمارک تجربی)،answerpath-geo(کشف پرسشها)،sage-audit(موتور ارزیابی ۳ لایه)،siteprobe(ربات اصلاح خودکار کد) وmcp-geo-server. - زیرساخت ایجنتها: مهارتهای تخصصی ایجنت برای Claude Code، Cursor، Codex و Antigravity.
- یادداشتها و مقالات پژوهشی: در Molavi.pro فارسی در دسترس است.
Türkçe | Türkçe Açıklama
Üretken Arama Motoru Optimizasyonu (GEO), Cevap Motoru Optimizasyonu (AEO), yapay zekâ aracı altyapıları ve otomatik kod düzeltme sistemleri üzerine açık kaynaklı araçlar ve ampirik benchmarklar geliştiriyorum:
- Yapay Zekâ Görünürlük Yığını:
geo-scope,answerpath-geo,sage-audit,siteprobe,mcp-geo-server. - Ajan Mühendisliği: Cursor, Claude Code ve Codex için üretim odaklı ajan becerileri.
- Araştırmalar: Molavi.pro Türkçe.
Azərbaycan dili | Azərbaycan dilində
Süni intellekt axtarış sistemlərində görünürlük (GEO/AEO), avtonom agent infrastrukturları və kod təmiri sistemləri üzrə açıq mənbəli alətlər hazırlayıram:
- Süni İntellekt Görünürlük Şəbəkəsi:
geo-scope,answerpath-geo,sage-audit,siteprobe. - Tədqiqat və Məqalələr: Molavi.pro Azərbaycan.
العربية | التعريف باللغة العربية
أعمل على تطوير أنظمة مفتوحة المصدر واختبارات تجريبية قابلة لإعادة الإنتاج حول تحسين محركات الذكاء الاصطناعي (GEO)، وبنية الوكلاء الأذكياء (Agent Infrastructure)، والأدوات البرمجية الذكية:
- حزمة ظهور الذكاء الاصطناعي:
geo-scopeوanswerpath-geoوsage-auditوsiteprobeوmcp-geo-server. - الأبحاث والملاحظات: متوفرة على Molavi.pro العربية.