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Compare/Agent Orchestrator (AO) vs BitFun

Agent Orchestrator (AO)vsBitFun

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

Agent Orchestrator (AO)
Untrivial AI · Agent harness
OSS
Panel
6.0
1 spec wins
Reliability
5.7
Usefulness
5.8
Cost
6.8
Longevity
5.7

“Has a column called Needs You, which is the first honest name for a notification since the pager.”

BitFun
GCWing · Agent harness
OSSMCP
Panel
6.8
4 spec wins
Reliability
6.2
Usefulness
7.2
Cost
8.0
Longevity
5.7

“Customising it has four tiers, which is three more tiers than most people reach before they go back to the defaults.”

Spec by spec

SpecAgent Orchestrator (AO)BitFun
Architecture
CategoryAgent harnessAgent harness
Runslocallocal
Platformsmacos, windows, linuxmacos, linux, windows
Context windownot documentednot documented
Protocols
MCP clientNoYes
MCP serverNoNo
Capabilities
Runs terminal commandsYesYes
Multi-file editsNoYes
Git operationsYesYes
Browser controlYesYes
Sandboxed executionNoNo
Multi-agent orchestrationYesYesCustom agents are the first of BitFun's four customisation tiers.
Headless / CI modeNoNo
Models
Backbonevia managed agents (Claude Code, Codex, Cursor, OpenCode, Aider, GitHub Copilot, Droid, Kimi Code, Pi, Devin and others)any
Bring your own modelNoYesBitFun is described as model-agnostic: you pick a provider, enter its API key and choose models at first run.
Local modelsNoNo
Cost
Pricing modelfreebyok
Starts at$0/mo$0/mo
Free tierYesYes
Bring your own keyNoYes
Openness
Open sourceYesYes
LicenseApache-2.0MIT
GitHub stars12,6002,370

Which one would each critic pick

CriticAgent Orchestrator (AO)BitFunPick
El Juez——not enough reviews
El Amigo6.87.3BitFun — Pick it if you think in dashboards rather than transcripts; pick a terminal agent if a scrolling log is genuinely how you like to work.
El Crítico6.06.5BitFun — It drives the browser, the terminal, desktop applications, the filesystem and remote workspaces, and the row records no sandbox around any of it.
El Profesor6.56.8BitFun — The loop is stated as plan, edit, test and commit inside a working repository, which places verification inside the tool rather than after it.
La Inversora4.86.5BitFun — 2,047 stars, a personal namespace and no price anywhere: distribution is real, the business is not, and the two rarely stay apart for long.
La Jefa5.56.0BitFun — Sync between devices runs through a zero-knowledge relay we deploy ourselves, which answers data residency and leaves SSO, SCIM and audit unanswered.
El Hacker6.57.5BitFun — MIT on the core, MCP servers plus Codex-compatible hooks and skills, and a provider key of my choosing; the weights still live at somebody's endpoint.

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.