hasarak

Hasarak vs Jellyfish

Personalized engineering agents

Hasarak is a Jellyfish alternative for teams seeking personalized engineering investigations. Hasarak keeps agents and working context up to date and handles evaluations for the team. Findings connect relevant source evidence to a suggested next step, without the team owning agent maintenance.

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How the approaches compare

Proactive insight that arrives as a case to resolve.

Jellyfish
Assistant continuously scans the engineering system for emerging risks
Hasarakautomatic
Managed agents investigate conflicts, drift, risks, and unanswered requests
Jellyfish
Insights tailored to role and access, at several organizational levels
Hasarakautomatic
Investigations adapt to the team and user automatically
Jellyfish
Answers and recommendations with paths to investigate further
Hasarakautomatic
Findings include source evidence and suggested actions
Jellyfish
Conversations and shareable insights for planning and leadership
Hasarak
A findings inbox with snooze, dismiss, and done states
Agent upkeep

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

01Write and revise agent instructions
02Try different agents to find what works
03Build eval sets and review test runs
04Refresh the context agents rely on
05Tune agents for each team and person
Repeat whenever the work changes

Hasarak

Agents come built for engineering work
Hasarak picks and updates the agents
Evaluations run as part of the service
Working context stays current automatically
Findings are personalized per team and user
Your team reviews findings and approves actions.
Feature comparison

Hasarak and Jellyfish, side by side

Buyer needHasarakJellyfish
Agent managementHasarak automatically manages agent updates and evaluations for the team.Vendor-provided Assistant and proactive engineering insights.
Current contextKeeps agents and connected working context up to date.Assistant continuously scans the engineering system for emerging signals.
PersonalizationInvestigations adapt to the team and user automatically.Insights are tailored to role and access, with views at several organizational levels.
IntegrationsGitHub, Linear, Slack, Gmail, and any MCP-enabled tool.Engineering tool data and organizational context.
Bring your own subscriptionYes. Run managed agents on your own Claude or ChatGPT subscription.Not documented for Assistant. Jellyfish prices its platform by seats and selected modules.
Proactive workInvestigates conflicts, drift, risks, and unanswered requests.Surfaces emerging risks, guidance, and trends.
Evidence and next stepsFindings include source evidence and suggested actions.Answers and recommendations with paths to investigate further.
Review workflowA findings inbox with snooze, dismiss, and done states.Conversations and shareable insights for planning and leadership.

Why choose Hasarak over Jellyfish

Hasarak is the better fit when you want personalized investigations that arrive with evidence and an action to review. It handles the agents' updates and evaluations and keeps context current, so ongoing investigation support does not create another maintenance responsibility for your team. The user receives a concrete case to assess, such as a plan that no longer matches implementation.

When to choose Jellyfish

Choose Jellyfish when its engineering intelligence and organizational views match the work you need to do. Its Assistant already offers proactive and personalized insights.

FAQ

How does Hasarak keep engineering agents useful as work changes?

Hasarak manages their ongoing updates and evaluations, keeps working context current, and personalizes findings for each team and user.

Connect your tools. Hasarak manages the agents.

GitHub, Linear, Slack, Gmail and any MCP-enabled tool.

More comparisons

Jellyfish capabilities are based on its public product pages, checked September 2026: