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

skyllwt/AutoSci

Karpathy's LLM-Wiki vision, fully realized — wiki-centric full-lifecycle AI research platform powered by Claude Code observed · 2026-08-28

github.com/skyllwt/AutoSci · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

59/100

  • Activity 99
  • Release rhythm 35
  • Longevity 10

Flags: no_releases young

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 146
  • days_rel: n/a
  • days_push: 9
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1649 stars · 210 forks observed · 2026-08-28

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

AutoSci is a wiki-centric AI research platform that automates the full scientific research lifecycle — reading literature, thinking, running experiments, writing, and evolving — powered by Claude Code (with Codex and OpenCode previews). It implements Karpathy's LLM-Wiki vision with memory that compounds across projects via components like SciMem, SciFlow, SciDAG, and SciEvolve.

Use cases

  • automate literature reviews on a research topic
  • generate a wiki of knowledge from arxiv papers
  • run an AI agent that reads papers and writes research notes
  • manage a full AI-assisted scientific research lifecycle
  • build compounding research memory across projects
  • get daily arxiv paper recommendations by email
  • use claude code as a research assistant

When to choose

  • you want an AI agent to automate reading, synthesizing, and writing research content
  • you already use Claude Code and want a research-oriented workflow on top of it
  • you need a wiki-style knowledge base that grows with each research project

When to avoid

  • you need a fully stable, production-hardened tool — it is in internal beta
  • you don't use Claude Code, Codex, or OpenCode as your coding agent runtime
  • you need offline research without LLM API access

Facets

application · maturity experimental

agent-framework llm-inference rag workflow-automation documentation search-engine artificial-intelligence large-language-models developer-tools python cli cross-platform ai-research-agent claude-code wiki scientific-research llm-agent knowledge-management arxiv codex opencode ai-agents research natural-language-processing

1 source

Member repositories

RepositoryRoleHealth v2
skyllwt/AutoScimain59

For agents

markdown · JSON · MCP: product_card(name="skyllwt/AutoSci")

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