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Compare/Agent TARS vs ccswarm

Agent TARSvsccswarm

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

Agent TARS
ByteDance · Agent harness
OSSMCP
Panel
5.8
4 spec wins
Reliability
5.5
Usefulness
6.2
Cost
6.8
Longevity
4.8

“Its own showcase hands it a $5,000 budget and a Ritz-Carlton booking, which is one way to find out whether an agent stops.”

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

SpecAgent TARSccswarm
Architecture
CategoryAgent harnessAgent harness
Runslocallocal
Platformsmacos, windowsmacos, linux
Context windownot documentednot documented
Protocols
MCP clientYesNo
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsNoYesCode changes are made by the provider CLI (Claude Code or Codex) that ccswarm drives.
Git operationsNoYes
Browser controlYesNo
Sandboxed executionNoNo
Multi-agent orchestrationNoYes
Headless / CI modeYesYes
Models
BackboneClaude, Doubao, Seed-VL, UI-TARSClaude Code, Codex
Bring your own modelYesYes
Local modelsYesNo
Cost
Pricing modelbyokbyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseApache-2.0MIT
GitHub stars39,180153

Which one would each critic pick

CriticAgent TARSccswarmPick
El Juez——not enough reviews
El Amigo6.36.3no preference
El Crítico5.55.5no preference
El Profesor6.06.3ccswarm — The flow declares plan, a consensus stage, implementation, review and fix as separate steps, which puts verification inside the loop rather than after it.
La Inversora5.35.0Agent TARS — A ByteDance research project: no pricing, free remote operators, weights on Hugging Face and ModelScope, and the business is Doubao tokens on Volcengine; strategic projects get shelved, not sold.
La Jefa5.05.8ccswarm — 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 Hacker7.05.8Agent TARS — Apache-2.0, --provider --model --apiKey on the command line, MCP servers mounted as tools, a UI TARS SDK for building my own GUI agent, and Midscene if I only want the browser half.

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

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