AgentIndex icon
AgentIndex
atlas logo
atlas
★ 85
vs
Terradev logo
Terradev
★ 25

atlas vs Terradev

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.; Terradev: Terradev is a cross-cloud compute-provisioning CLI that compresses and stages datasets, provisions optimal instances and nodes, and deploys 3-5x faster than sequential provisioning. It supports 21+ GPU cloud providers and includes automatic topology optimization, local GPU discovery, and advanced inference optimization.

01

TL;DR

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 →
Terradev logo
TerradevVision / Multimodal · ★ 25

Deploy LLM inference services with optimized vLLM and LoRA adapters

Read Terradev full review →
02

Side-by-Side Comparison

Field
atlas logoatlas
Terradev logoTerradev
Category
Vision / Multimodal
Vision / Multimodal
Stars
★ 85
★ 25
License
NOASSERTION
Apache-2.0
Install Command
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]"
pip install terradev-cli
Updated
3w ago
1mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
agm, ai-agents, anthropic
anthropic, claude-code, cloud-gpu
03

Features

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
Terradev logoTerradev
01Automatic NUMA alignment, GPUDirect RDMA, and topology optimization
02Support for 21+ GPU cloud providers with unified CLI
03Local GPU discovery and hybrid compute pools
04vLLM auto-optimization with 6 critical knobs
05Topology-optimized Kubernetes cluster creation
04

Use Cases

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.
Terradev logoTerradev
↳Deploy LLM inference services with optimized vLLM and LoRA adapters
↳Run distributed training with automatic topology and NCCL tuning
↳Production multi-tenant deployment with InferX, burst handling, and failover
FAQ

FAQ

What is the difference between atlas and Terradev?
Both atlas and Terradev are in the Vision / Multimodal category. atlas has 85 stars, while Terradev has 25 stars.
Which is better, atlas or Terradev?
The best choice depends on your use case. Choose atlas if Pricing change invalidates positioning: updating a program price triggers reassessment of all value claims that depended on the old price., and Terradev if Deploy LLM inference services with optimized vLLM and LoRA adapters.
Is atlas free or open source?
Yes, atlas is open source on GitHub (NOASSERTION).
Is Terradev free or open source?
Yes, Terradev is open source on GitHub (Apache-2.0).
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Related

Alternatives to atlas →Alternatives to Terradev →atlas details →Terradev details →