Hasarak vs Swarmia
Hasarak is a Swarmia alternative for teams that want automatically managed agents to investigate engineering work across GitHub, Linear, Slack, Gmail, and any MCP-enabled tool. Hasarak keeps agents and context current, evaluates them, and personalizes findings for each team and user.
Signals point at a pattern. Hasarak investigates the specific case behind it.
The work of keeping agents useful is part of the service.
Agents drift as code, teams and priorities change. With Hasarak nobody on your team has to write agents, compare them or keep them current.
Hand-managed agents
Hasarak
Hasarak and Swarmia, side by side
| Buyer need | Hasarak | Swarmia |
|---|---|---|
| Agent management | Hasarak automatically manages agent updates and evaluations; no recurring agent upkeep for your team. | Vendor-provided signals and AI analysis. |
| Current context | Keeps agents and connected working context up to date. | Signals refresh daily as underlying data changes. |
| Personalization | Investigations and findings adapt to the team and individual user. | Team and organization signals, with personal or team notification delivery. |
| Integrations | GitHub, Linear, Slack, Gmail, and any MCP-enabled tool. | Connected engineering work data and Slack/Teams notifications. |
| Bring your own subscription | Yes. Run managed agents on your own Claude or ChatGPT subscription. | Not documented for Signals. Swarmia has its own plans; MCP connects data to your existing AI tools. |
| Investigation focus | Conflicts, drift, risks, and unanswered requests across tools. | Stale PRs and review bottlenecks; capacity-change signals are in beta. |
| Evidence and next steps | Findings include source evidence and a suggested action for review. | AI analyzes work behind a signal and suggests actions. |
| Review workflow | Dedicated inbox with snooze, dismiss, and done controls. | Signals can be resolved or snoozed and delivered in digests. |
Why choose Hasarak over Swarmia
Hasarak is the better fit when you want personalized investigations handled continuously without taking on agent maintenance. The system keeps its agents and context current and evaluates the agents for you. When a plan diverges from implementation or a request goes unanswered, you receive a finding with evidence and a suggested next step. That makes ongoing investigation support part of the service.
When to choose Swarmia
Choose Swarmia when engineering flow signals and team improvement patterns are the main job. Swarmia supplies its own signals and analysis.
FAQ
Do we need to maintain Hasarak's agents?
No. Hasarak manages their updates and evaluations and keeps the experience current and personalized. Your team reviews findings and decides which suggested actions to take.
Connect your tools. Hasarak manages the agents.
GitHub, Linear, Slack, Gmail and any MCP-enabled tool.