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Compare/mngr vs Xum

mngrvsXum

Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.

mngr
Imbue · Agent harness
OSS
Panel
7.1
2 spec wins
Reliability
6.7
Usefulness
7.3
Cost
8.3
Longevity
6.0

“It gives you push, pull, clone and snapshot for agents, so you can now have a merge conflict with a colleague you invented.”

Xum
Coder · Agent harness
OSS
Panel
6.8
2 spec wins
Reliability
6.3
Usefulness
6.3
Cost
8.3
Longevity
6.2

“It renders mermaid diagrams and LaTeX in your terminal, so the agent can now hand you an architecture you did not ask for, beautifully.”

Spec by spec

SpecmngrXum
Architecture
CategoryAgent harnessAgent harness
Runslocal, cloud, sandboxlocal
Platformsmacos, linuxmacos, linux
Context windownot documentednot documented
Protocols
MCP clientNoNo
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsYesYes
Git operationsYesYes
Browser controlNoNo
Sandboxed executionYesAgents can be placed in Docker containers, on Modal or on remote hosts, with SSH key isolation, network allowlists and full container control. No
Multi-agent orchestrationYesYes
Headless / CI modeYesNo
Models
Backbonevia managed agents (Claude Code, Codex, OpenCode)Anthropic, OpenAI, Grok, Ollama, OpenRouter
Bring your own modelYesmngr ships no model; the model comes from whichever agent CLI it launches. Yes
Local modelsNoYes
Cost
Pricing modelbyokbyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseMITAGPL-3.0
GitHub stars4112,045

Which one would each critic pick

CriticmngrXumPick
El Juez——not enough reviews
El Amigo7.57.3mngr — Pick it when you are running more agents than you can remember; pick a single terminal session if you have never once wondered what an agent was waiting for.
El Crítico6.86.3mngr — It is built on four systems it does not own, and a failure is one of four failures, logged in four places, none of which is the tool you were using at the time.
El Profesor6.86.8no preference
La Inversora6.56.5no preference
La Jefa7.06.3mngr — Key isolation per agent, network allowlists and full container control across sixty engineers, and the cost is compute rather than seats, which is a line I already forecast.
El Hacker8.07.8mngr — MIT, plugins to extend it, and the same commands drive Claude Code, Codex or OpenCode, so the harness stops being a thing I choose once and then live with forever.

Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.

Want a third column? The compare tool handles any two agents. Three-way comparisons are on the roadmap once the spec rows are all verified.