At Mantaro, we bridge the gap between advanced artificial intelligence and real-world product engineering. We don't just talk about AI — we build it, deploy it, and embed it into the core of your products. From autonomous AI agents and intelligent workflow automation to on-device inference at the edge, our deep expertise in hardware, software, and systems engineering delivers AI solutions that work in the real world.
AI Agents & Intelligent Workflow Automation
The next frontier of AI isn't just answering questions — it's taking action. Mantaro designs and builds autonomous AI agents that monitor, analyze, decide, and act on your behalf. Our agent architectures combine LLM reasoning with real-world tool use, browser automation, and structured data pipelines to automate complex business workflows end-to-end.
- Autonomous Monitoring Agents: AI-driven systems that continuously monitor data sources — job boards, sensor feeds, market data — using LLM-powered analysis to score, filter, and alert on relevant opportunities or anomalies in real time.
- Intelligent Lead Generation & Outreach: End-to-end prospect discovery pipelines that scrape the web, identify decision-makers, craft personalized outreach using LLMs, and manage approval workflows — all integrated with your existing CRM and communication tools.
- Browser Automation with AI: Agents that navigate websites, fill forms, authenticate, and extract data — guided by LLM intelligence for adaptive decision-making when page structures change.
- Multi-Provider LLM Architecture: Our agent framework supports seamless integration with OpenAI, Anthropic Claude, Google Gemini, and local models via Ollama and LM Studio — with automatic fallback, retry logic, and cost optimization built in.
Model Context Protocol (MCP) Tool Development
Mantaro is a pioneer in developing professional-grade MCP tools that give AI assistants access to real computational capabilities. Our MCP engineering calculators — now featuring over 50 tools — demonstrate how AI can be extended beyond conversation into precise, domain-specific problem solving.
- Custom MCP Tool Development: We design and build MCP-compliant tool servers tailored to your domain, enabling AI systems to perform accurate calculations, query databases, control hardware, and interact with external APIs.
- Engineering Calculator Suite: Our flagship MCP toolkit covers PCB design, RF circuits, transmission line impedance, filter design, antenna engineering, impedance matching, and circuit analysis — with real-time calculations, KiCad schematic generation, E-series component selection, and DigiKey parts search integration.
- AI-Assisted Hardware Design: By combining LLM reasoning with Python-based engineering calculators via MCP, we enable AI assistants to solve real hardware design problems — calculating impedances, selecting components, and generating schematics with mathematical precision.
- Platform Integration: Our MCP tools are deployed across multiple AI platforms including the Mantaro website AI assistant and third-party AI workspaces such as SimTheory, making professional engineering tools accessible through natural conversation. See the complete tool list: MCP Calculator List.
Try Our Interactive AI Assistant
Ask questions about our services or try our MCP-based engineering calculators firsthand. Our AI assistant can calculate impedances, design filters, look up components on DigiKey, and generate KiCad schematics — all through natural conversation.
Launch AI AssistantIntelligent Embedded Systems & On-Device AI
The future of smart devices is on the edge. We specialize in deploying AI models that run directly on your hardware, ensuring low latency, enhanced privacy, and operational reliability — even without a constant cloud connection. Whether it's a battery-powered sensor, a scientific instrument, or a complex industrial controller, we optimize AI for performance in resource-constrained environments.
- Real-Time Data Processing: Enable instant decision-making by processing sensor data directly on the device.
- Computer Vision at the Edge: Integrate object detection, classification, and recognition into your products for enhanced interaction and automation.
- Scientific & Biomedical AI: Deploy AI-enhanced instrumentation for applications like rapid detection, quality monitoring, and data analysis in laboratory and field environments.
AI for IoT and Industrial Control
Transform your operational data into a strategic asset. We build AI-driven systems that enhance the efficiency, safety, and reliability of your IoT and industrial applications. From factory floors to remote installations, our solutions provide the foresight needed to prevent failures and optimize performance.
- Predictive Maintenance: Analyze sensor data from machinery to predict failures before they happen, reducing downtime and maintenance costs.
- Anomaly Detection: Automatically identify unusual patterns in operational data that could indicate equipment malfunction, security breaches, or quality control issues.
- Smart Automation: Create adaptive control systems that learn from their environment to optimize processes, conserve energy, and improve output.
Our AI Technology Stack
We select the right tool for every challenge, whether it requires the power of a large-scale cloud model, the privacy of a locally-hosted solution, or the efficiency of a compact edge-native framework.
- Foundation Models: Deep integration with leading LLM providers including OpenAI, Anthropic Claude, and Google Gemini for complex reasoning, analysis, and natural language tasks.
- Local & Hybrid AI: On-premise and hybrid deployments using Ollama, LM Studio, and fine-tuned open-source models — ensuring data privacy, reducing API costs, and enabling offline operation.
- Model Context Protocol (MCP): Custom MCP tool servers that extend AI capabilities with domain-specific calculations, data access, and real-world integrations.
- AI Agent Frameworks: Purpose-built agent architectures with browser automation, structured data pipelines, memory systems, and multi-step reasoning for autonomous task execution.
- Development & Deployment: Production-grade tooling including the HuggingFace ecosystem for model training and fine-tuning, vector databases for semantic memory, and robust CI/CD pipelines for AI system deployment.
Ready to build the next generation of intelligent products? Let's talk about how Mantaro's AI and engineering expertise can bring your vision to life.