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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 KERNEL?

KERNEL is a cloud-based infrastructure designed specifically for developers who are building AI agents to automate web interactions. It provides managed browser sessions that allow these agents to navigate websites, interact with content, and perform tasks through programming instead of relying on conventional local browser setups. The platform is built for production environments and includes features such as persistent browser profiles, live session monitoring, and capabilities for recording and replaying sessions, along with tools for effective browser access management. With KERNEL, teams can easily integrate their agent workflows through the platform's APIs, SDKs, and hosted MCP server, making it perfect for web research, data gathering, and other tasks that require web interaction. Moreover, KERNEL offers a variety of subscription plans that cater to individuals, startups, and large organizations, each offering differing levels of browser concurrency, usage credits, and access to advanced features such as managed authentication, stealth mode, and region-specific browsers. As a result, KERNEL not only meets diverse web automation requirements but also enhances the efficiency of teams working on complex projects. In conclusion, KERNEL emerges as a robust solution that addresses a wide array of needs in the realm of web automation.

Media

Media

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Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

Anthropic
Claude Code
Cloudflare
Cursor
Link
Model Context Protocol (MCP)
Playwright
Stripe
Visual Studio Code
Zed

API Availability

API Availability

Has API

Pricing Information

Free
Open Source
Free Version

Pricing Information

$0/month
Free plan: $0/month plus usage charges; includes $5/month in usage credits. Hobbyist: $30/month plus usage, with $10/month in usage credits. Start-up: $200/month plus usage, with $50/month in usage credits and a free trial. Usage is charged at $0.0000166667 per GB-second; idle time and proxies are not charged. Enterprise pricing is custom.
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

24 Hour Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

Kernel

Date Founded

2025

Company Location

United States

Company Website

www.kernel.sh/

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

Browser Automation

Not specified

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