AgentIndex icon
AgentIndex
apra-fleet logo
apra-fleet
★ 105
vs
atlas logo
atlas
★ 85

apra-fleet vs atlas

apra-fleet: Apra Fleet is an open-source MCP server that pairs AI coding agents into doer-reviewer loops for higher quality code, and orchestrates them across machines via SSH when you need distributed power. It works with Claude Code, Gemini, Codex and other AI coding assistants. The built-in Project Manager skill enables structured multi-step workflows with planning, verification checkpoints, and progress tracking.; atlas: Atlas is an open-source local-first cognitive memory system that implements AGM-compliant belief revision on a property graph. It adds a propagation engine called Ripple that recomputes downstream beliefs when an upstream fact changes. The system runs entirely on your laptop and includes a hash-chained ledger, continuous ingestion from multiple sources, and API surfaces for integration.

01

TL;DR

apra-fleet logo
apra-fleetWorkflow Automation · ★ 105

Pair two local agents for code review on a single machine

Read apra-fleet full review →
atlas logo
atlasVision / Multimodal · ★ 85

Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price.

Read atlas full review →
02

Side-by-Side Comparison

Field
apra-fleet logoapra-fleet
atlas logoatlas
Category
Workflow Automation
Vision / Multimodal
Stars
★ 105
★ 85
License
NOASSERTION
NOASSERTION
Install Command
curl -fsSL https://github.com/Apra-Labs/apra-fleet/releases/latest/download/apra-fleet-installer-darwin-arm64 -o apra-fleet-installer && chmod +x apra-fleet-installer && ./apra-fleet-installer install
git clone https://github.com/RichSchefren/atlas && cd atlas && docker compose up -d && python3 -m venv .venv && source .venv/bin/activate && pip install -e ".[dev]"
Updated
1d ago
3w ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agentic-workflow, ai-agents, ai-coding
agm, ai-agents, anthropic
03

Features

apra-fleet logoapra-fleet
01Doer-reviewer loops for two-agent code review
02Multi-machine orchestration via SSH
03Project Manager skill for structured multi-step workflows
04Support for multiple LLM providers (Claude, Gemini, Codex, Copilot)
05Secure credential store with out-of-band password entry
atlas logoatlas
01AGM-compliant belief revision (49/49 postulates verified)
02Ripple propagation engine for downstream belief reassessment
03Hash-chained SHA-256 ledger with tamper detection
04Continuous ingestion from 6 streams (Obsidian, Limitless, Screenpipe, etc.)
05MCP, HTTP, and gRPC API surfaces with adapters for agent runtimes
04

Use Cases

apra-fleet logoapra-fleet
↳Pair two local agents for code review on a single machine
↳Distribute build, test, and development tasks across multiple machines
↳Automate remote operations like log analysis, patch distribution, and infrastructure management
atlas logoatlas
↳Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price.
↳Partner or person status change: a team member leaving triggers confidence drops in decisions and commitments that depended on them.
↳Deadline slips: a milestone moving weeks later triggers re-evaluation of all downstream project beliefs and contradictions.
FAQ

FAQ

What is the difference between apra-fleet and atlas?
Both apra-fleet and atlas are in the Workflow Automation category. apra-fleet has 105 stars, while atlas has 85 stars.
Which is better, apra-fleet or atlas?
The best choice depends on your use case. Choose apra-fleet if Pair two local agents for code review on a single machine, and atlas if Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price..
Is apra-fleet free or open source?
Yes, apra-fleet is open source on GitHub (NOASSERTION).
Is atlas free or open source?
Yes, atlas is open source on GitHub (NOASSERTION).
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Related

Alternatives to apra-fleet →Alternatives to atlas →apra-fleet details →atlas details →