Bridging the Gap Between
LLM Demos and Production
The Agentic Stack is a collection of fragmented tools. metahub provides the Integrated Control Plane required to turn fragile LLM demos into mission-critical autonomous systems.
The Fragmented Reality
Building an agent today means stitching together specialized tools that weren't designed to work together.
The Integration Tax
Engineers spend 70% of their time stitching incompatible APIs for memory, tracing, and model orchestration instead of building core agent logic.
Non-Deterministic Failures
Without a unified observability layer like Lighthouse, multi-step agent flows fail in silence, making production debugging nearly impossible.
Isolated Security
Guardrails are often an afterthought. metahub bakes Mesh safety protocols directly into the execution graph, not as a wrapper.
The metahub Agentic Stack
The definitive Integrated Control Plane for autonomous AI. Instead of searching GitHub for tools, you can deploy a standardized infrastructure where orchestration, memory, and evaluation are pre-optimized to work together.
- ✅ Spider: The Orchestration standard for deterministic reasoning.
- ✅ CortexDB: Unified Memory layer for state and context persistence.
- ✅ Lighthouse: Deep-trace Observability for multi-agent chains.
- ✅ Mesh: Integrated security protocols and real-time guardrails.
- ✅ Vantage: Closed-loop Evaluation and autonomous alignment.
One Command. Zero Fragmentation.
The metahub stack ensures that every component is aware of the others, creating a seamless data flow from execution to evaluation.
Closed-Loop Evaluation
Failures caught by Vantage are automatically fed back into Spider to refine planning prompts, creating a self-improving system.
Context-Aware Tracing
Every trace in Lighthouse is linked to a CortexDB memory fragment, allowing you to see exactly what an agent "remembered" during a specific failure.
Deep-Graph Security
Mesh validates the output of every node in the Spider graph in real-time, preventing prompt injection before it hits your downstream tools.
Deploy the Full Architecture
Stop stitching. The metahub CLI initializes a pre-integrated environment with the core 5 pillars already configured and communicating.