skyllwt/AutoSci

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

1.7kStars on the repository
30Mods indexed here, across every type
3d agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

ask

01

skyllwt/AutoSci

Skill Claude CodeCodex

Ask the wiki a question, retrieve and synthesize relevant pages, optionally crystallize the answer back into the wiki.

1.7k +5 3d ago A 22 tokens original MIT

check

02

skyllwt/AutoSci

Skill Claude CodeCodex

Scan the full wiki to detect health issues and produce a tiered fix-recommendation report (covers all entity types in runtime/schema/entities.yaml + graph consistency).

1.7k +5 3d ago A 32 tokens original MIT

daily-arxiv

03

skyllwt/AutoSci

Skill Claude CodeCodex

Run or manage the daily arXiv recommendation feed. Use for one-off fresh-paper recommendations, scheduled GitHub Actions setup/status/disable, email digests, and explicit high-confidence auto-ingest through /ingest.

1.7k +5 3d ago A 44 tokens original MIT

discover

04

skyllwt/AutoSci

Skill Claude CodeCodex

Build a ranked shortlist of candidate papers (anchor-driven, topic-driven, or derived from current wiki state) that the user — or an upstream skill — may decide to feed into /ingest. Use whenever the user asks "what should I read next", "find papers similar to this one", "recommend related work", "what's around this…

1.7k +5 3d ago A 91 tokens original MIT

edit

05

skyllwt/AutoSci

Skill Claude CodeCodex

Add or remove raw sources, or update wiki content, per user request.

1.7k +5 3d ago A 16 tokens original MIT

exp-design

06

skyllwt/AutoSci

Skill Claude CodeCodex

Idea-driven experiment design with iterative ablation — method candidate generation (direct / hybrid / cross-idea combination) → benchmark selection → iterative ablation (non-linear: ablation can trigger method simplification and re-planning) → sensitivity analysis → main experiment → optional generalization → deep…

1.7k +5 3d ago A 76 tokens original MIT

exp-eval

07

skyllwt/AutoSci

Skill Claude CodeCodex

Experiment verdict gate — Review LLM independently judges results → 4 verdict paths → auto-update the linked idea's status / failurereason and graph edges.

1.7k +5 3d ago A 29 tokens original MIT

exp-pilot-eval

08

skyllwt/AutoSci

Skill Claude CodeCodex

Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilotresult, failurereason if failed), generate PILOTVERDICTREPORT. Called by /ideate Phase 5 after /exp-pilot-run.

1.7k +5 3d ago A 46 tokens original MIT

exp-pilot-run

09

skyllwt/AutoSci

Skill Claude CodeCodex

Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.

1.7k +5 3d ago A 54 tokens original MIT

exp-run

10

skyllwt/AutoSci

Skill Claude CodeCodex

Full experiment execution pipeline — prepare code → deploy(Confirm with the user before operation and ask the applicant to conduct manual inspection) → monitor → collect results, supporting three run modes.

1.7k +5 3d ago A 35 tokens original MIT

exp-status

11

skyllwt/AutoSci

Skill Claude CodeCodex

View the status of all running experiments; optionally auto-collect completed experiments and advance the pipeline.

1.7k +5 3d ago A 18 tokens original MIT

ideate

12

skyllwt/AutoSci

Skill Claude CodeCodex

Multi-phase research idea generation pipeline: landscape scan → dual-model brainstorm → filter & validation → write to wiki → pilot.

1.7k +5 3d ago A 23 tokens original MIT

ingest

13

skyllwt/AutoSci

Skill Claude CodeCodex

Ingest a paper into the wiki — creates pages (papers + concepts + methods + people) and builds all cross-references and graph edges. Trigger whenever the user says "ingest", "add this paper", drops a .pdf / .tex / arXiv URL, or asks to fold a paper into the knowledge base.

1.7k +5 3d ago A 69 tokens original MIT

init

14

skyllwt/AutoSci

Skill Claude CodeCodex

Bootstrap ΩmegaWiki from user sources plus optional discovery, then ingest the final paper set in parallel.

1.7k +5 3d ago A 19 tokens original MIT

novelty

15

skyllwt/AutoSci

Skill Claude CodeCodex

Multi-source novelty verification — WebSearch + Semantic Scholar + wiki + Review LLM cross-verify — outputs novelty score and recommendations. Optionally writes the score back to an idea page with --write.

1.7k +5 3d ago A 40 tokens original MIT

paper-compile

16

skyllwt/AutoSci

Skill Claude CodeCodex

LaTeX compile → PDF — latexmk compile + auto-fix + page count/anonymity/font/[UNCONFIRMED] checks + submission checklist.

1.7k +5 3d ago B 31 tokens original MIT

paper-draft

17

skyllwt/AutoSci

Skill Claude CodeCodex

Draft a LaTeX paper from PAPERPLAN — write each section from wiki sources + generate figures/tables + BibTeX verification + de-AI polish.

1.7k +5 3d ago A 31 tokens original MIT

paper-plan

18

skyllwt/AutoSci

Skill Claude CodeCodex

Compile a paper outline from the idea graph — evidence map → narrative structure → section plan + figure plan + citation plan, Review LLM review mandatory.

1.7k +5 3d ago A 29 tokens original MIT

poster

19

skyllwt/AutoSci

Skill Claude CodeCodex

Generate an academic poster from a drafted paper — distill sections into a single-page HTML poster with figures and inter-section transitions.

1.7k +5 3d ago A 24 tokens original MIT

prefill

20

skyllwt/AutoSci

Skill Claude CodeCodex

Seed wiki/foundations/ with domain background knowledge so subsequent /ingest does not create duplicate concept pages for textbook material.

1.7k +5 3d ago A 24 tokens original MIT

rebuttal

21

skyllwt/AutoSci

Skill Claude CodeCodex

Parse review comments → atomize concerns (Rvx-Cy) → map to wiki ideas/methods → check evidence → Review LLM stress-test → generate rebuttal.

1.7k +5 3d ago A 34 tokens original MIT

refine

22

skyllwt/AutoSci

Skill Claude CodeCodex

General-purpose multi-round iterative improvement — repeatedly calls /review on any research artifact, parses feedback, applies fixes, updates wiki, until the target score is reached.

1.7k +5 3d ago A 31 tokens original MIT

research

23

skyllwt/AutoSci

Skill Claude CodeCodex

End-to-end research orchestrator — idea discovery → experiment design → execution → verdict → paper writing, with human gates and session-resumable state.

1.7k +5 3d ago B 29 tokens original MIT

reset

24

skyllwt/AutoSci

Skill Claude CodeCodex

Reset wiki state to a clean scaffold by scope (wiki / raw / log / checkpoints / all). Useful during development or carefree restarts after a botched setup.

1.7k +5 3d ago A 33 tokens original MIT