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Compare/FleetCode vs UmaDev

FleetCodevsUmaDev

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

FleetCode
built-by-as · Agent harness
OSSMCP
Panel
6.4
3 spec wins
Reliability
6.2
Usefulness
6.2
Cost
8.2
Longevity
5.2

“An Electron app whose entire job is to open terminals, which is the most modern thing to happen to the command line this year.”

UmaDev
umacloud · Agent harness
OSS
Panel
6.4
0 spec wins
Reliability
6.5
Usefulness
6.7
Cost
6.8
Longevity
5.5

“It assigns product, architecture, UI, frontend, backend, QA, security and DevOps seats, which is not a CLI flag, it is a reorganisation.”

Spec by spec

SpecFleetCodeUmaDev
Architecture
CategoryAgent harnessAgent harness
Runslocallocal
Platformsmacos, linux, windowsmacos, linux, windows
Context windownot documentednot documented
Protocols
MCP clientYesNo
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsYesFile edits are made by the Claude Code or Codex session FleetCode spawns, not by FleetCode itself. YesCode is generated and written by the base CLI UmaDev drives; the coordinator role plans and gates rather than editing files.
Git operationsYesNo
Browser controlNoNo
Sandboxed executionNoNo
Multi-agent orchestrationYesMultiple agent sessions run in parallel in separate worktrees; they do not coordinate with each other. Yes
Headless / CI modeNoNo
Models
BackboneClaude Code, CodexClaude Code, Codex, OpenCode, Grok Build, Kimi Code
Bring your own modelYesYes
Local modelsNoNoAn optional local embedding model is used for retrieval only; the coding model always comes from the base CLI.
Cost
Pricing modelbyokbyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyYesYes
Openness
Open sourceYesYes
LicenseISCMIT
GitHub stars424260

Which one would each critic pick

CriticFleetCodeUmaDevPick
El Juez——not enough reviews
El Amigo7.36.8FleetCode — Pick it if parallel agents keep colliding in one checkout; pick a single branch and a terminal if you have never actually needed two at once.
El Crítico6.36.0FleetCode — The row records that the parallel sessions do not coordinate with each other, so multi-agent here means several agents unaware of each other rather than a team.
El Profesor6.57.0UmaDev — Roles exchange bounded artefacts and structured verdicts, and the tool reports incomplete work as incomplete rather than presenting every run as a success.
La Inversora6.05.8FleetCode — 424 stars, one author, no company and no paid surface: a worktree manager for two vendors' CLIs, which is a feature those vendors will ship themselves.
La Jefa5.35.8UmaDev — The coordinator leaves an audit trail, which is more than most of this category offers, and there is still no SSO and nothing tying that trail to a person.
El Hacker7.37.0FleetCode — ISC, and MCP servers register over stdio or SSE for the sessions it spawns, with a setup command running in the shell before the agent starts.

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.