RAE — Remote Agent Executor
AI × Operations
Flagship · Go · MCP Server
What if an AI agent could safely run your servers? RAE is an Ansible-like
remote-execution engine, written in pure Go, that speaks the Model Context
Protocol — so Claude, Gemini, or any MCP client can inventory hosts, run
playbooks, and learn from every execution.
- MCP server exposing 10 operational tools to AI agents over SSH.
- Adaptive memory in SQLite — learns command patterns, suggests next steps.
- NLP intent recognition (TF-IDF + cosine) in Indonesian and English.
- Anomaly detection flags unusual failure rates before they become incidents.
- Ansible-compatible YAML inventory; concurrent SSH pooling; dry-run mode.
GoMCPSQLite
SSHNLPCobra
An agent at work
User → AI: "update semua server"
AI → RAE: list_hosts()
← web01 (ubuntu), db01 (ubuntu)
AI → RAE: run_command(host="web01",
cmd="apt upgrade -y", sudo=true)
← status: ok
AI → RAE: get_suggestions(...)
← "Biasanya setelah update, Anda
restart nginx. Lakukan sekarang?"
AI → User: "Semua server updated ✓"
Shopping Agent
Agentic AI
A multi-agent system that researches, compares, and checks out products on online shops autonomously — agents divide the work of searching, evaluating, and acting through a real browser.
LangGraphPythonPlaywrightMulti-Agent
AI Intelligence System
Agentic AI
A personal AI chief-of-staff that runs unattended: daily intelligence briefings, contextual reminders, and system health reports — delivered before I ask.
LLMHermesCronAutomation
Smart Home Automation
IoT & Edge
A fully self-hosted smart home: AI-assisted control of air-conditioning, security, and energy monitoring — local-first, cloud-optional, and private by design.
Home AssistantMQTTTuyaNode-REDESP32
JurnalSearch
Research Tool
An academic search engine that queries CrossRef, Semantic Scholar, Google Scholar, and OpenAlex in parallel — enriched with Scopus Quartile, SINTA, and SJR rankings, streamed live over SSE, exportable to CSV/BibTeX.
PythonFlaskaiohttpPandas
School Information System
EdTech
Education-management modules for schools — student attendance, discipline-point tracking, and e-report cards (e-raport) — built to slot cleanly alongside Moodle e-learning when schools are ready to integrate.
PHPMySQLMoodle-ready
Multi-Cloud Hosting Platform
Cloud & Ops
A self-managed hosting platform serving schools and SMBs across Indonesia — provisioning, SSL, DNS, and mail, spread across GCP, AWS, and Alibaba Cloud.
HestiaCPNginxGCPAWSAliyun
IoT & DevOps Curriculum
Training
Authored open course materials and working source code for fundamental and advanced IoT classes (ESP32/C++), plus DevOps modules used in professional training programs.
ESP32C++CurriculumDevOps