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Compare/Agentara vs ccswarm

Agentaravsccswarm

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

Agentara
MagicCube · Agent harness
OSS
Panel
5.8
1 spec wins
Reliability
5.2
Usefulness
5.5
Cost
7.7
Longevity
4.8

“It schedules your agent with cron patterns, which is how a side project quietly becomes a pager rotation of one.”

ccswarm
nwiizo · Agent harness
OSS
Panel
5.8
3 spec wins
Reliability
6.0
Usefulness
5.7
Cost
6.7
Longevity
4.7

“It can scaffold a fresh repository where the tests already pass, which is the most honest demonstration environment on this board.”

Spec by spec

SpecAgentaraccswarm
Architecture
CategoryAgent harnessAgent harness
Runslocallocal
Platformsmacos, linuxmacos, linux
Context windownot documentednot documented
Protocols
MCP clientNoNo
MCP serverNoNo
Capabilities
Runs terminal commandsYesAgentara launches the Claude Code and Codex CLIs as managed sessions; it does not expose a shell tool of its own. Yes
Multi-file editsYesFiles are changed by the Claude Code or Codex session Agentara runs in the configured workspace, not by Agentara itself. YesCode changes are made by the provider CLI (Claude Code or Codex) that ccswarm drives.
Git operationsNoYes
Browser controlNoNo
Sandboxed executionNoNo
Multi-agent orchestrationNoYes
Headless / CI modeNoYes
Models
BackboneClaude Code, OpenAI CodexClaude Code, Codex
Bring your own modelYesYes
Local modelsNoNo
Cost
Pricing modelbyokbyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseunspecifiedMIT
GitHub stars515153

Which one would each critic pick

CriticAgentaraccswarmPick
El Juez——not enough reviews
El Amigo6.36.3no preference
El Crítico5.55.5no preference
El Profesor6.36.3no preference
La Inversora5.55.0Agentara — An MIT badge in the README with no LICENSE file in the repository is not a licence, and 504 stars around a single maintainer is not a company.
La Jefa4.85.8ccswarm — Every run leaves an NDJSON trail we can replay, diff and roll back, and there is still no console, no single sign-on and no per-seat anything.
El Hacker6.55.8Agentara — It rides the Claude Code and Codex logins already on my machine and ships its skills in the repository, but it speaks no MCP, so my servers stay outside.

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.