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Compare/Codel vs SWE-agent

CodelvsSWE-agent

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

Codel
Serhii Semenov · Autonomous SWE
#257OSS
Panel
4.0
1 spec wins
Reliability
3.5
Usefulness
4.2
Cost
6.7
Longevity
1.5

“It picks the Docker base image from your task description, which is either clever or how you end up compiling PHP.”

SWE-agent
Princeton University and Stanford University · Autonomous SWE
#144OSS
Panel
5.1
3 spec wins
Reliability
5.5
Usefulness
4.8
Cost
6.5
Longevity
3.7

“Maintenance-only and superseded by a version with mini in the name, which is the most honest changelog on this board.”

Spec by spec

SpecCodelSWE-agent
Architecture
CategoryAutonomous SWEAutonomous SWE
Runslocal, sandboxlocal, sandbox
Platformsmacos, linux, windowsmacos, linux
Context windownot documentednot documented
Protocols
MCP clientNoNo
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsYesYes
Git operationsNoYes
Browser controlYesNo
Sandboxed executionYesYes
Multi-agent orchestrationNoNo
Headless / CI modeNoYes
Models
BackboneGPT, LlamaClaude, GPT, any LiteLLM-supported model
Bring your own modelYesYes
Local modelsYesYes
Cost
Pricing modelbyokbyok
Starts atn/a$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseAGPL-3.0MIT
GitHub stars2,47520,455

Which one would each critic pick

CriticCodelSWE-agentPick
El Juez——not enough reviews
El Amigo3.85.0SWE-agent — SWE-agent is a research harness in maintenance mode, so read it, benchmark with it, and do not build your daily workflow on it; its own maintainers point you to mini-swe-agent.
El Crítico3.84.8SWE-agent — Maintenance-only by the maintainers' own statement, so what you are evaluating is a research artifact whose fixes now go to its successor.
El Profesor4.35.8SWE-agent — The agent-computer interface remains a principled design, its 2024 figure is properly scoped, and its newer results are described as leading without a number.
La Inversora3.54.0SWE-agent — There is no company here to outlive anything, only two universities and a successor project, so the 18-month question is about the fork tree, not the cap table.
La Jefa3.03.8SWE-agent — A maintenance-only research harness with no vendor, no contract and no SSO cannot pass a procurement review, however good its sandbox is.
El Hacker5.57.5SWE-agent — MIT, Docker-sandboxed, any LiteLLM model including my local server, and every prompt in the repo; maintenance-only just means the code stops changing under me.

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.