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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 DeepSeek Harness?

DeepSeek Harness is an adaptable open-source framework designed to empower AI agents in navigating complex real-world environments by improving their contextual awareness, tool application, and task management capabilities. By leveraging the Cordis plugin architecture, users can select, alter, and reconfigure various functionalities without needing to change the core source code. Each plugin plays a vital role, offering essential components such as models, tools, skills, and session management, while Cordis facilitates the smooth integration of these plugins along with their dependencies, services, and event management. An append-only session log meticulously records details from each execution, capturing system prompts, reasoning mechanisms, tool engagements, outcomes, subagent scheduling, and context modifications. Developers can utilize the Trajectory view to scrutinize these logs, which are organized by source, and can also employ features like resume, fork, search, and replay that work effortlessly with the same event stream. This organized methodology not only improves troubleshooting but also significantly boosts the overall effectiveness of AI development and its subsequent deployment. Additionally, the framework's flexibility ensures that it can evolve alongside advancements in AI technology, making it a robust choice for developers in the field.

Media

Media

Integrations Supported

CrewAI
DeepSeek
DeepSeek -V4.1-Flash
DeepSeek-V4-Flash
DeepSeek-V4-Pro
Docker MCP Gateway
GLM-5.3-Flash
LangChain

Integrations Supported

CrewAI
DeepSeek
DeepSeek -V4.1-Flash
DeepSeek-V4-Flash
DeepSeek-V4-Pro
Docker MCP Gateway
GLM-5.3-Flash
LangChain

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Open Source
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Zizka AI SL

Date Founded

2026

Company Location

Spain

Company Website

zizka.ai

Company Facts

Organization Name

DeepSeek

Date Founded

2023

Company Location

China

Company Website

deepseek.com/harness/en/

Categories and Features

Database

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

Categories and Features

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