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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 Beacon?

Beacon is an open-source framework for telemetry and memory, tailored specifically for AI coding agents. This innovative tool captures agent sessions across diverse environments such as local setups, continuous integration (CI) systems, and cloud platforms, creating a searchable repository that benefits both individual developers and teams. With this functionality, users can effectively analyze workflows, troubleshoot agent performance issues, evaluate usage trends, identify potential security risks, and convert recorded sessions into reusable skills and agent memory. Beacon supports various agent frameworks, including Claude Code, Cursor, Codex, and OpenCode, as well as more than 20 other agent harnesses, while the Observe SDK enhances the instrumentation of cloud agents. It operates seamlessly in local environments or can connect to Beacon Cloud, which provides hosted session histories, valuable insights, analytics, collaborative features, and access to the MCP. The free plan of Beacon Cloud includes 50 findings, the ability to search session histories via the MCP, and options for sharing sessions. In contrast, the Pro version offers unlimited findings, expansive agent memory capabilities, reusable skills, comprehensive MCP access, and real-time notifications. Additionally, the Enterprise tier is tailored for large organizations, featuring organization-wide findings, deployment capabilities for endpoints and CI, approval workflows, single sign-on (SSO), role-based access control, audit logging, and dedicated customer support services. Each subscription tier is thoughtfully crafted to accommodate the diverse needs of developers and organizations striving to optimize their AI coding processes and enhance productivity.

Media

Media

No images available

Integrations Supported

CrewAI
Docker MCP Gateway
LangChain

Integrations Supported

Claude Code
Cursor
Model Context Protocol (MCP)
OpenAI Codex
OpenCode

API Availability

API Availability

Has API

Pricing Information

Free
Open Source
Free Version

Pricing Information

$0
Beacon Cloud is free. Beacon Cloud Pro is $20/month, billed annually. Beacon Cloud Team is $30/seat/month plus a $10/month base fee, billed annually, for up to 20 seats. Enterprise pricing is custom.
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Windows
Mac
Linux

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

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

Asymptote Labs

Date Founded

2025

Company Location

United States

Company Website

beacon.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

AI Memory Layers

Not specified

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