
CodeMap4AI
Sourcegraph
Codebase Understanding for AI Coding Agents

Conduktor
UI for Apache Kafka
Kpow by Factor House
KafkaHQ
Lenses.io
Redis Commander
Another Redis DeskTop Manager
Self-hosted console for Kafka, Redis, RabbitMQ and Apache Artemis: one permission model, production guardrails and a tamper-evident audit trail.

Which is more popular?
Website, pricing, platforms and company facts side by side.
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| Website | constellationdev.io | broka.dev |
| Pricing | ||
| Platforms | ||
| Company | Startup from the United States · 1 - 9 employees · 2026 | Startup from Turkey · 1 - 9 employees · 2026 |
| Listed in |
In their own words, as submitted to SaaSHub.


AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not...
BROKA is a self-hosted operations console for Kafka, Redis, RabbitMQ and Apache Artemis, with Memcached operated as a cache. It runs on your own infrastructure with Docker Compose; there is no hosted version. – One permission model: users, teams and scoped roles across every broker you connect. –...
What each product offers, as listed by its team.


No features have been listed yet.
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of BROKA yet.
Walkthroughs and reviews on video.
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BROKA — One platform for your messaging infrastructure
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing ConstellationDev and BROKA.
BROKA's answer:
BROKA operates Kafka, Redis, RabbitMQ and Apache Artemis, with Memcached as a cache, from one self-hosted console. They share one permission model, one set of environments and one tamper-evident audit trail.
Most tools cover a single broker, so a team that runs several ends up with a separate UI, login and permission set for each.
BROKA's answer:
BROKA's answer:
Platform, SRE and backend teams who operate message brokers and caches in production, and the team leads who need to know who can change what, and who did.
BROKA's answer:
Inside one company, different teams often run different brokers with different tools: one team on Kafka with its own UI, another on the RabbitMQ management UI, a third on the Redis CLI. Each has its own logins and permissions, and nobody has one picture of which service uses which topic or queue, who owns it, or who changed what.
The changes that hurt are usually the routine ones, like an offset reset on the wrong consumer group or a purge on the wrong queue. BROKA puts those brokers under the same roles, guardrails and audit trail.
BROKA's answer:
Share your experience with using ConstellationDev and BROKA. For example, how are they different and which one is better?
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