Javier Aguilar
I design AI systems that actually work
For teams automating complex, manual processes
AI Engineer · Automation · Agentic Systems
Founder of AGILabs
Trusted by
Simple KYC 
Sapira.ai 
Hastings Direct 
NTT Data Delivered solutions for
American Express 
Westpac 
Telefonica 
Tirea What I Build
AI systems that solve real problems
AI Automation
End-to-end pipelines that run without human intervention. Research, coding, deployment, and review workflows orchestrated by multi-agent systems.
AI Assistants
Interactive assistants embedded in Slack, web apps, or any workflow. Connected to real tools — databases, APIs, infrastructure — to act, not just answer.
Domain Systems
Specialized applications for regulated industries and complex business domains. Classification, document parsing, risk assessment, and full product development.
MCP & Connectors
The integration layer powering everything above. Model Context Protocol servers connecting LLMs to Bitbucket, PostgreSQL, Langfuse, Azure, Kubernetes, and more.
Skills
Reusable agent workflows I package as Claude skills — the layer I reach for before MCP.
Demo Video
Records narrated product-demo and verification videos of any web app by driving a real browser and assembling beat-narrated MP4s.
Feature Dev
Guides new-feature development: architecture planning, implementation and PR creation.
Responsible-AI Audit
Audits a repository against a Responsible-AI checklist, spawning parallel agents to close code-actionable gaps and tracking compliance.
Featured Projects
Less hype. More working systems.
Data Source Automator
End-to-end pipeline: research → specs → code → deploy → verify with automated feedback loops and self-healing.
DevOps Assistant
Slack-based AI agent for infrastructure diagnostics. Queries Kubernetes, Azure, CI/CD pipelines, and documentation autonomously.
MCP Server: Bitbucket
Model Context Protocol server for Bitbucket API operations. Manage repositories, pull requests, and code reviews through LLMs.
Steel Pricing Platform
Full pricing management system for a steel industry corporation. AI assistant, email-to-table updates with approval, and PDF tariff digitization.
Industry Classifier
Industry classification with risk assessment. Official registry connectivity and adverse media screening.
Vitamin D Explorer
Live product: a solar vitamin D calculator PWA in six languages. Computes synthesis windows from solar geometry, live UV and skin type — and exposes the same engine to agents over MCP.
How I Work
AI drafts, humans verify. I build systems with human-in-the-loop for quality and trust.
Discovery Call
Architecture Design
Development
Human Review
Deployment
Pricing
Transparent pricing for AI automation projects
Engagement Tiers
Discovery Call
30-minute call to understand your needs
Technical Audit
Architecture review with recommendations document
Implementation
Full project based on scope
Ongoing / Retainer
Continuous or open-ended work, billed by the day
Project Types
Custom Skill
Reusable agent skill packaged for your stack
Agent Pipeline
Multi-agent workflow automation, incl. custom MCP servers & integrations
Industry Classifier
Classification + risk assessment
Full Platform
End-to-end solution
Let's Talk
Book a free 30-minute discovery call to discuss your project