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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 Outcrawl?

Outcrawl is a cloud service designed specifically for developers, offering web data and browser infrastructure to facilitate the creation of AI agents and data pipelines. The platform provides an API along with developer tools that enable users to extract data from particular URLs in either Markdown or structured JSON format, as well as to explore websites, perform web searches, and access page content. Additionally, it allows users to initiate cloud browser sessions using the Chrome DevTools Protocol and carry out various browser-agent tasks. The service operates on a shared credit system, with costs varying according to the specific operations executed. Developers can interact with Outcrawl through SDKs available in TypeScript and Python, a command-line interface, or an MCP server, and they can connect browser sessions effortlessly using Playwright over CDP. Furthermore, the platform supports the recording of sessions and agent executions, which provides users with the ability to replay actions step-by-step for thorough analysis. This makes it a valuable resource for automated research and web data collection, as well as for conducting browser-based workflows and executing tasks that require website interactions. By enhancing productivity and simplifying the development process, Outcrawl ensures that developers can efficiently manage a diverse array of web-oriented tasks while optimizing their workflow and results. As a result, users can focus on innovation and creativity without getting bogged down by the technical complexities often associated with web data extraction and automation.

Media

Media

Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

Model Context Protocol (MCP)
Playwright

API Availability

API Availability

Has API

Pricing Information

Free
Open Source
Free Version

Pricing Information

$49/month
Builder plan: $49/month for 10,000 credits. The free tier includes 1,000 credits per month and requires no payment card; credit consumption varies by operation.
Free Version

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS
Windows
Mac

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based 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

Aeonmind LLC

Date Founded

2025

Company Location

United States

Company Website

outcrawl.ai/

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

Web Scraping APIs

Not specified

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