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What is ZizkaDB?

ZizkaDB by Zizka AI is an operational database and intelligence layer built for teams running AI agents in production. The platform helps teams understand why an agent did what it did by capturing agent decisions, causal lineage, replayable sessions, behavioral baselines, and drift alerts. ZizkaDB is designed for situations where production agents change behavior after prompt tweaks, skip tool policies, answer the same question differently, or produce failures that ordinary logs cannot explain. With ZizkaDB, teams can replay a full session, inspect the decision trail, identify the exact source of behavior change, and confirm when a baseline has been restored. The platform supports event logging from Python, TypeScript, MCP, and REST, with one API key per agent and no heavy infrastructure project required. Teams can run ZizkaDB as an open source AGPL stack with Docker Compose or use the managed cloud version. The self-hosted version includes Activity, Behavior, Reports, and Suggestions, while managed cloud adds Fleet ranking across agents and projects. ZizkaDB also supports semantic search on history, time travel, cross-agent fleet queries, and checksum-backed events for tamper-evident decision history. Enterprise options include single-tenant VPC deployment, up to 50 agents, a Fleet dashboard, integration workshops, and dedicated support. The platform positions itself between traces, memory systems, and vector databases by focusing specifically on agent decisions, lineage, behavioral drift, and operational debugging. By combining production replay, causal lineage, drift alerts, behavioral reporting, self-hosting, managed cloud, SDKs, MCP support, and enterprise deployment, ZizkaDB helps AI teams stop debugging agents in the dark.

What is Metorial?

Metorial is an open-source integration platform specifically designed for developers, streamlining the creation, deployment, monitoring, and scaling of agentic AI applications by connecting models to a variety of tools, data sources, and APIs via the Model Context Protocol. With an extensive library featuring over 600 validated MCP “servers,” developers can effortlessly augment their agents with capabilities such as interfacing with platforms like Slack, Google Calendar, Notion, APIs, databases, and other systems, all achievable with minimal effort through just a few clicks or a single API call. The serverless architecture of Metorial is crafted for scalability, allowing the deployment of MCP servers with merely three clicks or an API request, thus accommodating "zero to millions" of requests while offering built-in observability features that encompass comprehensive logging, tracing, session replay, and error notifications. Furthermore, developers have access to a complete suite of SDKs, including Python and TypeScript, ensuring that every interaction is trackable, which enables teams to efficiently audit and enhance agent performance. Metorial can be utilized both on-premises and via cloud solutions, offering enterprise-level security alongside support for multi-tenant architectures, making it a versatile solution suitable for a wide array of applications. This adaptability not only allows organizations to customize the platform according to their specific requirements but also ensures that stringent security measures are consistently maintained throughout its use. As a result, Metorial positions itself as an essential tool for developers looking to leverage AI in a secure and scalable manner.

Media

Media

Integrations Supported

CrewAI
LangChain

Integrations Supported

Canva
Close
Discord
Dodo Payments
Exa
Figma
Firecrawl
Gemini
GitHub
Gmail
Grok
Linear
Mistral AI
Model Context Protocol (MCP)
QuickBooks Online
Semgrep
Sentry
WhatsApp

API Availability

API Availability

Has API

Pricing Information

Free
Open Source
Free Version

Pricing Information

$35 per month
Free Version

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
On-Site Training

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

Metorial

Date Founded

2025

Company Location

United States

Company Website

metorial.com

Categories and Features

Database

Backup and Recovery
Creation / Development
Data Replication
Data Search
Data Security
Database Conversion
Monitoring
Performance Analysis
Queries
Relational Interface
Virtualization

Categories and Features

AI Automation

Not specified

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