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Compare/CC GUI vs GitLab Duo

CC GUIvsGitLab Duo

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

CC GUI
CodeMoss AI · Agent harness
OSSMCP
Panel
6.9
3 spec wins
Reliability
6.5
Usefulness
7.3
Cost
7.8
Longevity
6.0

“Session history has search, favourites and export, so you can now bookmark your favourite conversation with a robot.”

GitLab Duo
GitLab · Agent harness
MCP
Panel
6.8
4 spec wins
Reliability
6.7
Usefulness
6.5
Cost
5.8
Longevity
8.0

“It has shipped a Security Analyst agent, so the robot now files the vulnerability the other robot wrote.”

Spec by spec

SpecCC GUIGitLab Duo
Architecture
CategoryAgent harnessAgent harness
Runslocallocal, cloud
Platformsmacos, linux, windowsmacos, linux, windows, web
Context windownot documentednot documented
Protocols
MCP clientYesYes
MCP serverNoYes
Capabilities
Runs terminal commandsYesThe plugin itself is a front end; command execution and file editing happen in the CLI engine it launches. Yes
Multi-file editsYesYes
Git operationsNoYes
Browser controlNoNo
Sandboxed executionNoNo
Multi-agent orchestrationYesA built-in agent system automates complex tasks and the plugin can switch between eight different CLI engines. Yes
Headless / CI modeNoYesFlows started from the GitLab UI execute in GitLab CI/CD runners.
Models
BackboneClaude, OpenAI, Grok, Kimi, DeepSeek, OpenCodeAnthropic Claude
Bring your own modelYesYesOnly through the GitLab Duo Self-Hosted deployment on Self-Managed instances.
Local modelsNoYesGitLab Self-Managed instances can run Duo against self-hosted models through a self-installed AI Gateway; GitLab.com uses GitLab-selected models.
Cost
Pricing modelbyokseat
Starts at$0/mon/a
Free tierYesNo
Bring your own keyYesNo
Openness
Open sourceYesNo
LicenseMITproprietary
GitHub stars6,759n/a

Which one would each critic pick

CriticCC GUIGitLab DuoPick
El Juez——not enough reviews
El Amigo7.37.0CC GUI — Pick this if you live in a JetBrains IDE and want the Claude Code panel without a second window; pick Swttch if you only ever use one engine and want a thinner wrapper.
El Crítico6.36.5GitLab Duo — An agent with shell access and commit rights runs inside the system that holds the source, the pipelines and the deploy credentials, with no container boundary of its own.
El Profesor7.57.0CC GUI — The listing documents its own network path: requests go direct to the official API unless a proxy is set, the route is labelled first, and no credential is read without a dialog.
La Inversora7.38.0GitLab Duo — Bundling the entry tier into Premium and Ultimate is an attach-rate play, not a product launch: the AI is defending the subscription, not selling itself.
La Jefa5.37.3GitLab Duo — The add-on seats are quoted rather than listed, and Agent Platform usage draws down purchased Credits, so sixty developers is one number I cannot compute in advance.
El Hacker8.04.8CC GUI — MIT with a gradlew buildPlugin target, so the fork path is a clone away, and MCP servers attach to the panel rather than to whichever CLI happens to be running.

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.