Ross ROSS = Recommend OSS · open-source software intelligence for agents

itigges22/ATLAS

Adaptive Test-time Learning and Autonomous Specialization observed · 2026-08-28

github.com/itigges22/ATLAS · Python · AGPL-3.0 (copyleft) observed · 2026-08-28

Health v2 · maintenance only

76/100

  • Activity 99
  • Release rhythm 80
  • Longevity 15
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 36
  • age_days: 213
  • days_rel: 58
  • days_push: 9
  • n_releases_24m: 4

Full methodology

Adoption not part of the score

2078 stars · 186 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

ATLAS is a local-first coding agent that wraps compact open models with planning, candidate generation, quality scoring, sandboxed testing, and repair loops. It runs model-agnostically on your own hardware (e.g., GGUF models on NVIDIA GPUs) without hosted APIs or per-token fees.

Use cases

  • run a coding agent entirely on local hardware
  • make small open models handle real software tasks
  • verify generated code with sandboxed compile-test-repair loops
  • avoid per-token API costs for AI-assisted coding
  • adaptively allocate more compute for harder coding tasks

When to choose

  • you want a privacy-preserving, local coding agent with no cloud dependency
  • you run compact open-weight models (e.g., GGUF) and want frontier-style verification around them
  • you prefer AGPL-licensed tooling with sandboxed code execution

When to avoid

  • you need a hosted agent with frontier proprietary models out of the box
  • you lack local GPU/hardware to run models efficiently
  • you need a lightweight autocomplete assistant rather than an agentic pipeline

Facets

application · maturity active

agent-framework llm-inference developer-tools testing cli developer-tools large-language-models self-hosted python cli cross-platform self-hosted coding-agent local-first gguf model-agnostic tui sandboxed-execution test-time-compute ai-agents

1 source

Member repositories

RepositoryRoleHealth v2
itigges22/ATLASmain76

For agents

markdown · JSON · MCP: product_card(name="itigges22/ATLAS")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem