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Compare/Codeg vs Proliferate

CodegvsProliferate

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

Codeg
xintaofei · Agent harness
OSSMCP
Panel
6.3
2 spec wins
Reliability
5.7
Usefulness
6.3
Cost
8.0
Longevity
5.2

“It talks to you over Telegram, Lark and WeChat, so your build now has a group chat and it is not the one you wanted.”

Proliferate
Proliferate · Agent harness
OSSMCP
Panel
6.6
1 spec wins
Reliability
6.3
Usefulness
7.0
Cost
7.2
Longevity
6.0

“It can run your dependency bumps nightly, so now the robots have a shift and you have a merge queue.”

Spec by spec

SpecCodegProliferate
Architecture
CategoryAgent harnessAgent harness
Runslocal, cloudlocal, cloud
Platformsmacos, linux, windows, webmacos
Context windownot documentednot documented
Protocols
MCP clientYesYes
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsYesYes
Git operationsYesYes
Browser controlNoYesBrowser Use and Computer Use are listed among the integrations shared across agents.
Sandboxed executionNoNo
Multi-agent orchestrationYesYesAgents run side by side on separate tasks and can also delegate to child subagents within a task.
Headless / CI modeYesAutomations run a saved composer configuration headlessly, on a cron schedule or on demand; there is no documented CI integration. No
Models
Backbonevia managed agents (Claude Code, Codex, OpenCode, Pi, Grok and 10 more), any ACP-compatible agentvia managed agents (Claude Code, Codex, OpenCode, Cursor, Grok)
Bring your own modelYesYes
Local modelsNoNo
Cost
Pricing modelbyokbyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseApache-2.0AGPL-3.0
GitHub stars3,772511

Which one would each critic pick

CriticCodegProliferatePick
El Juez——not enough reviews
El Amigo6.57.3Proliferate — Pick it if you want several agents working at once and each behaving exactly as its own CLI does; pick Warren if the runs belong on a server rather than your laptop.
El Crítico5.86.3Proliferate — Workflows schedule recurring and event-driven runs, and those agents execute on your machine with no container boundary documented anywhere around them.
El Profesor6.07.0Proliferate — Tools, skills and servers are configured once and shared by every agent, so behaviour differences between five harnesses are attributable to the harnesses rather than to their setup.
La Inversora6.06.0no preference
La Jefa6.05.5Codeg — Free for sixty engineers with a container deployment my team can run, and the automations schedule themselves here rather than in the pipeline system we already operate.
El Hacker7.57.8Proliferate — AGPL-3.0, an MCP client, and Computer Use and Browser Use shared across every agent, with my own keys and subscriptions doing the paying.

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

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