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Features and manifesto

Our manifesto posits that AI is the next layer in your infrastructure stack. For this layer to be sustainable, it requires a structure that is transparent, controlled, and deeply rooted in rigorous engineering. Below are our features, categorized by the four pillars of Grounded Vibe Coding.

1. The Graph as a First-Class Object

Mastering complexity through visualization. In a world where AI generates the code, human understanding of the system becomes the bottleneck. We elevate the graph as the primary interface.

Foundation Patterns

Solid architectural building blocks and solution templates designed to scale.

Search Nodes

Navigate complexity by quickly finding any code in any node in your workflow.

Integrated Code Editor

Develop, tweak, and fine-tune logic directly within the nodes in a one-stop shop.

Search Projects

Full transparency and searchability across code, assets, and team members.

2. Human Strategy & Control

Steer the AI; don’t let it take the helm. The promise of automation is to eliminate repetition, but the strategy must always remain human.

AskAI

Use our code agent or write your own custom version that acts on your specific terms and instructions.

Pod Inspection / Shell

Deep-dive debugging to understand exactly what is happening under the hood.

Localbot

Run your workflows locally for full control and rapid iteration before deployment. With our k3s plugin you can manage a whole cluster.

Ollama Service

Orchestrate and run customized, local Large Language Models (LLMs).

3. The Infrastructure Foundation

Reliability and security rooted deep within the data model. Security isn’t “patch-on” middleware—it’s a core part of the architecture. We build on proven tech to eliminate technical debt.

Team Share

Database security model for granular and secure data sharing across organizations.

Vault & File Server

S3-compatible storage and SSH access to manage and protect your data capital.

Secret Store Integration

Seamless management of external API keys and resources with deep integration.

MySQL & MariaDB

Industry-standard storage, now enhanced with Vector Store support.

Tailscale VPN

Enterprise-grade network isolation and secure connectivity for your entire stack.

4. Hybrid Execution & Scalability

Seamless orchestration across environments. To avoid friction, the system must be able to breathe and grow without being torn up by the roots.

Argot LLM Proxy

A central gateway to any LLM via a universal credit system.

Internal Compute

On-demand access to GPU, CPU, and disk resources for heavy workloads.

RabbitMQ

Robust messaging to scale transactions and asynchronous logic flows let your workflows speak between each other or with GUI controls.

k3s Plugin

Move workflows seamlessly from local environments to on-premise clusters.

Credit Provisioning

Simple B2B integration for resource management, auditing, and budgeting.

The Grounded Vibe: “Execution is automated, but strategy stays in your hands. We make systems transparent, predictable, and genuinely human to understand.”

Get to know The Platform

Getting Started - Thinking with Nodes

MainlyAI is a node-based platform for building AI workflows. What does this mean?

Example Projects