AgentIndex icon
AgentIndex
arrca-graph logo
arrca-graph
★ 13
vs
ZizkaDB logo
ZizkaDB
★ 145

arrca-graph vs ZizkaDB

arrca-graph: This project provides a live Kubernetes service dependency graph, or service map, built from OpenTelemetry traces and the Kubernetes API. It allows users and LLMs to query service relationships, understand cluster structure, and analyze dependencies for tasks like safe deprecation and blast radius assessment.; ZizkaDB: ZizkaDB is a self-hosted audit trail for AI agents, designed to help you understand why an agent misbehaves. It provides a causal graph to trace back from any agent step to its root cause, making debugging and analysis straightforward.

01

TL;DR

arrca-graph logo
arrca-graphObservability · ★ 13

Safely deprecating services by identifying all callers of specific API versions.

Read arrca-graph full review →
ZizkaDB logo
ZizkaDBObservability · ★ 145

Debugging Misbehaving AI Agents

Read ZizkaDB full review →
02

Side-by-Side Comparison

Field
arrca-graph logoarrca-graph
ZizkaDB logoZizkaDB
Category
Observability
Observability
Stars
★ 13
★ 145
License
Apache-2.0
NOASSERTION
Install Command
REGISTRY=<your-registry> ./deploy.sh
curl -fsSL https://raw.githubusercontent.com/Zizka-ai/ZizkaDB/main/scripts/quickstart-remote.sh | bash
Updated
4mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Kubernetes Observability, Service Dependency Mapping, OpenTelemetry Tracing
AI Agent Debugging, Audit Trail, Causal Tracing
03

Features

arrca-graph logoarrca-graph
01Dynamically builds a relationship graph (service map) from Kubernetes API and OpenTelemetry trace spans.
02Functions without requiring service mesh sidecars or direct kernel access.
03Stores a lightweight, distilled relationship graph optimized for querying by scripts and LLMs, unlike raw trace storage.
04Provides query capabilities via REST API and a Multimodal Conversational Platform (MCP) server for LLM interaction.
ZizkaDB logoZizkaDB
01Causal Tracing with `db.why()`
02Interactive Dashboard for Causal Chains
03Agent Behavior Drift Detection
04Time-Travel and Context Reconstruction
04

Use Cases

arrca-graph logoarrca-graph
↳Safely deprecating services by identifying all callers of specific API versions.
↳Assessing the blast radius of changes by determining upstream dependencies of a deployment.
↳Identifying unused APIs or dead code by finding exposed endpoints with no callers.
↳Understanding data-store reach by pinpointing services that interact with a specific database.
↳Analyzing cross-zone traffic patterns for services.
ZizkaDB logoZizkaDB
↳Debugging Misbehaving AI Agents
↳Understanding Agent Decision-Making
↳Auditing Agent Interactions and History
↳Detecting Agent Behavior Drift
FAQ

FAQ

What is the difference between arrca-graph and ZizkaDB?
Both arrca-graph and ZizkaDB are in the Observability category. arrca-graph has 13 stars, while ZizkaDB has 145 stars.
Which is better, arrca-graph or ZizkaDB?
The best choice depends on your use case. Choose arrca-graph if Safely deprecating services by identifying all callers of specific API versions., and ZizkaDB if Debugging Misbehaving AI Agents.
Is arrca-graph free or open source?
Yes, arrca-graph is open source on GitHub (Apache-2.0).
Is ZizkaDB free or open source?
Yes, ZizkaDB is open source on GitHub (NOASSERTION).
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Related

Alternatives to arrca-graph →Alternatives to ZizkaDB →arrca-graph details →ZizkaDB details →