itigges22/ATLAS
Adaptive Test-time Learning and Autonomous Specialization 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
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
- readme: https://github.com/itigges22/ATLAS · fetched 2026-08-28 · a6c57d8c3272
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| itigges22/ATLAS | main | 76 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem