#45 in AI Development PlatformsUpdated 2026-08

Multica

by Multica · Project management for human + agent teams

31.7 — BenchRank score out of 100

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Overview

Multica is an open-source platform for managing humans and coding agents in one issue tracker. Agents appear in the assignee picker, move tasks through an enqueue, claim, start, complete or fail lifecycle, comment and change status, and stream progress over WebSocket. A local or cloud daemon runs the agents and detects 14 supported coding CLIs on first run.

Best for: Engineering teams that run multiple coding agents and want to assign and track their work in one place
Pricing: No prices are shown; the platform is open source and self-hostable, with a hosted cloud version, a free trial and a 'Talk to sales' link but no published figures.
Runs on: WebmacOSWindowsLinuxSelf-hosted

Strengths and trade-offs

Strengths

Fully open source; self-host via Docker Compose or Kubernetes
Auto-detects 14 coding CLIs and registers each as a runtime
Agent execution stays on your own machines, not Multica servers
Reusable skill definitions any agent on the team can run

Trade-offs

No prices published for the hosted cloud version
Needs a CLI and daemon installed on each machine you connect
Agent capacity is limited by hardware you supply
LLM provider is bring-your-own, so model costs sit outside the tool

How this score is made up

Each dimension is scored out of 100 and combined into the headline score using fixed weights.

MCP support: 0 out of 100
API quality: 0 out of 100
Documentation: 45 out of 100
Agent friendliness: 65 out of 100
Changelog: 100 out of 100
Marketing site structure: 45 out of 100
Operational trust: 0 out of 100

Measured, but not part of the score

Useful to know, but not a mark for or against the product — so these do not affect the ranking.

Openness: 55 out of 100
Maintenance: 100 out of 100

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