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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 SuperPentest?

SuperPentest is a cloud-based autonomous penetration testing solution tailored for security teams focused on assessing web applications, APIs, and AI systems. Users provide a defined testing scope along with necessary credentials, enabling the platform to examine the authorized assets, scrutinize application behaviors and business logic, and compile results supported by verifiable request and response evidence. Any identified vulnerabilities undergo a re-evaluation in controlled environments before being reported, and tests that yield ambiguous outcomes are explicitly marked as such. Reports offer not only remediation recommendations but also insights on testing coverage, and teams can schedule follow-up assessments to confirm that corrections have been made and to monitor any changes. This versatile service accommodates both one-time evaluations and continuous testing strategies, ensuring all assessments align with a formally approved written scope. Through its comprehensive and systematic approach, SuperPentest ultimately equips organizations to significantly improve their security defenses against potential threats. By utilizing this platform, teams can stay proactive in their security measures and adapt to evolving challenges in the digital landscape.

Media

Media

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Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

GitHub
Slack

API Availability

API Availability

Pricing Information

Free
Open Source
Free Version

Pricing Information

€990/month
The Standard plan is €990/month; the Deep plan is €2,900/month. Annual billing includes two months free. A one-off Deep assessment is €3,500.
Free Trial Offered?

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub
Online Training

Training Options

Not specified

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

SuperPentest

Date Founded

2026

Company Location

United Kingdom

Company Website

superpentest.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 Pentesting

Not specified

Penetration Testing

Not specified

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