AgentIndex icon
AgentIndex
agent-fleet-o logo
agent-fleet-o
★ 76
vs
bernstein logo
bernstein
★ 1.4k

agent-fleet-o vs bernstein

agent-fleet-o: FleetQ is an open-source AI agent orchestration platform for building, running, and monitoring autonomous multi-agent systems. It features a visual DAG builder, human-in-the-loop approvals, MCP server integration, and full audit trail. Works with major LLM providers and supports self-hosted or cloud deployment.; bernstein: Bernstein is a deterministic orchestrator for AI coding agents. It decomposes a goal into tasks, spawns agents in parallel on isolated branches, verifies results with quality gates, and merges only passing code. It supports 31+ agent adapters and can run on any model or provider.

01

TL;DR

agent-fleet-o logo
agent-fleet-oVision / Multimodal · ★ 76

Autonomous dev pipelines: agent opens PR, CI runs, reviewer agent approves, merges, and deploys

Read agent-fleet-o full review →
bernstein logo
bernsteinCode Assistant · ★ 1.4k

Speed up feature development by dividing complex tasks among multiple AI agents

Read bernstein full review →
02

Side-by-Side Comparison

Field
agent-fleet-o logoagent-fleet-o
bernstein logobernstein
Category
Vision / Multimodal
Code Assistant
Stars
★ 76
★ 1.4k
License
AGPL-3.0
Apache-2.0
Install Command
git clone https://github.com/escapeboy/agent-fleet-o.git && cd agent-fleet && make install
curl -fsSL https://bernstein.run/install.sh | sh
Updated
3d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agent-orchestration, agentic-ai, ai-agents
a2a, agent-orchestration, agentic-ai
03

Features

agent-fleet-o logoagent-fleet-o
01Visual DAG workflows with 8 node types
02Multi-agent crews with 7 process types
03Budget controls with credit ledger and pessimistic locking
04Agent evolution for self-improvement via LLM analysis
05MCP server with 450+ tools across 45 domains
bernstein logobernstein
01Parallel multi-agent execution with deterministic scheduling
02Over 30 agent adapters and pluggable sandboxes (local, Docker, E2B, Modal)
03Quality gates and janitor verification (tests, lint, type checks, PII scan)
04Built-in cost tracking, observability, and replayable audit logs
05MCP server mode, skill packs, and declarative YAML plans
04

Use Cases

agent-fleet-o logoagent-fleet-o
↳Autonomous dev pipelines: agent opens PR, CI runs, reviewer agent approves, merges, and deploys
↳Customer support triage: bug report widget triggers agent to extract reproduction steps and generate fixes
↳Multi-agent research: crew of Strategist, Researcher, and Writer with QA reviewer
bernstein logobernstein
↳Speed up feature development by dividing complex tasks among multiple AI agents
↳Automate CI/CD pipelines with headless mode and structured output
↳Combine different models for code generation and review in one session
FAQ

FAQ

What is the difference between agent-fleet-o and bernstein?
Both agent-fleet-o and bernstein are in the Vision / Multimodal category. agent-fleet-o has 76 stars, while bernstein has 1.4k stars.
Which is better, agent-fleet-o or bernstein?
The best choice depends on your use case. Choose agent-fleet-o if Autonomous dev pipelines: agent opens PR, CI runs, reviewer agent approves, merges, and deploys, and bernstein if Speed up feature development by dividing complex tasks among multiple AI agents.
Is agent-fleet-o free or open source?
Yes, agent-fleet-o is open source on GitHub (AGPL-3.0).
Is bernstein free or open source?
Yes, bernstein is open source on GitHub (Apache-2.0).
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