GitHub organization
Agent skills by AI4Scientist
- skills
- 76
- repository
- 1
Repositories by AI4Scientist
Skills by AI4Scientist, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a… | AI4Scientist/ | 128 | 6 repos | ~2.3k | Automated safety check: Pass | No licence | 4 mo ago |
| 2 | Generate publication-quality figures and tables from experiment results. | AI4Scientist/ | 128 | 6 repos | ~2.9k | Automated safety check: Notes | No licence | 4 mo ago |
| 3 | Writes rigorous mathematical proofs for ML/AI theory. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 6 repos | ~1.9k | Automated safety check: Pass | No licence | 4 mo ago |
| 4 | A skill your agent uses when main results pass result-to-claim (claimsupported=yes or partial) and ablation studies are needed for paper submission. | AI4Scientist/ | 128 | 5 repos | ~1.3k | Automated safety check: Notes | No licence | 4 mo ago |
| 5 | Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)… | AI4Scientist/ | 128 | — | ~7.7k | Automated safety check: Notes | No licence | 4 mo ago |
| 6 | 6.Arxiv Search, download, and summarize academic papers from arXiv. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~2.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 7 | Workflow 1.5: Bridge between idea discovery and auto review. | AI4Scientist/ | 128 | 5 repos | ~3.8k | Automated safety check: Notes | No licence | 4 mo ago |
| 8 | Monitor running experiments, check progress, collect results. | AI4Scientist/ | 128 | 5 repos | ~1.1k | Automated safety check: Pass | No licence | 4 mo ago |
| 9 | 9.Dse Loop Autonomous design space exploration loop for computer architecture and EDA. | AI4Scientist/ | 128 | 5 repos | ~3.2k | Automated safety check: Warn | No licence | 4 mo ago |
| 10 | Verify research idea novelty against recent literature. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~823 | Automated safety check: Pass | No licence | 4 mo ago |
| 11 | Compile LaTeX paper to PDF, fix errors, and verify output. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~2.5k | Automated safety check: Notes | No licence | 4 mo ago |
| 12 | 12.Idea Creator Generate and rank research ideas given a broad direction. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~3.9k | Automated safety check: Warn | No licence | 4 mo ago |
| 13 | Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. | AI4Scientist/ | 128 | 5 repos | ~2.9k | Automated safety check: Notes | No licence | 4 mo ago |
| 14 | Send notifications to Feishu/Lark. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 4 repos | ~1.6k | Automated safety check: Pass | No licence | 4 mo ago |
| 15 | 15.Pixel Art Generate pixel art SVG illustrations for READMEs, docs, or slides. | AI4Scientist/ | 128 | 4 repos | ~1.3k | Automated safety check: Pass | No licence | 4 mo ago |
| 16 | Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. | AI4Scientist/ | 128 | 4 repos | ~4k | Automated safety check: Notes | No licence | 4 mo ago |
| 17 | A skill your agent uses when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. | AI4Scientist/ | 128 | 4 repos | ~2.3k | Automated safety check: Notes | No licence | 4 mo ago |
| 18 | Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. | AI4Scientist/ | 128 | 4 repos | ~2.5k | Automated safety check: Notes | No licence | 4 mo ago |
| 19 | Run GPU workloads on Modal — training, fine-tuning, inference, batch processing. | AI4Scientist/ | 128 | 4 repos | ~3.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 20 | Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). | AI4Scientist/ | 128 | 4 repos | ~1.3k | Automated safety check: Notes | No licence | 4 mo ago |
| 21 | 21.Vast GPU Rent, manage, and destroy GPU instances on vast.ai. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 4 repos | ~3.7k | Automated safety check: Notes | No licence | 4 mo ago |
| 22 | 22.Rebuttal Workflow 4: Submission rebuttal pipeline. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 5 repos | ~5.2k | Automated safety check: Notes | No licence | 4 mo ago |
| 23 | Communications-domain literature review with Claude-style knowledge-base-first retrieval. | AI4Scientist/ | 128 | 5 repos | ~2.2k | Automated safety check: Notes | No licence | 4 mo ago |
| 24 | 24.Alphaxiv Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. | AI4Scientist/ | 128 | 3 repos | ~2k | Automated safety check: Notes | No licence | 4 mo ago |
| 25 | 25.Deepxiv Search and progressively read open-access academic papers through DeepXiv. | AI4Scientist/ | 128 | 3 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 26 | 26.Exa Search AI-powered web search via Exa with content extraction. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 3 repos | ~1.8k | Automated safety check: Notes | No licence | 4 mo ago |
| 27 | SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention. | AI4Scientist/ | 128 | 3 repos | ~3.9k | Automated safety check: Notes | No licence | 4 mo ago |
| 28 | Search research papers via Gemini for broad literature discovery. | AI4Scientist/ | 128 | 3 repos | ~2.2k | Automated safety check: Notes | No licence | 4 mo ago |
| 29 | Workflow 1 adaptation for robotics and embodied AI. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 3 repos | ~3.8k | Automated safety check: Notes | No licence | 4 mo ago |
| 30 | Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved critical… | AI4Scientist/ | 128 | 3 repos | ~5.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 31 | Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. | AI4Scientist/ | 128 | 3 repos | ~2.7k | Automated safety check: Notes | No licence | 4 mo ago |
| 32 | 32.Openalex Search academic papers via OpenAlex API for open citation data, institutional affiliations, and funding information. | AI4Scientist/ | 128 | 3 repos | ~2.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 33 | Assess patent novelty and non-obviousness against prior art. | AI4Scientist/ | 128 | 3 repos | ~1.4k | Automated safety check: Notes | No licence | 4 mo ago |
| 34 | Get an external patent examiner review of a patent application. | AI4Scientist/ | 128 | 3 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 35 | Search patent databases and academic literature for prior art relevant to an invention. | AI4Scientist/ | 128 | 3 repos | ~1.4k | Automated safety check: Notes | No licence | 4 mo ago |
| 36 | Get a deep critical review of research from Claude via claude-review MCP. | AI4Scientist/ | 128 | 3 repos | ~1.3k | Automated safety check: Pass | No licence | 4 mo ago |
| 37 | A skill your agent uses when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. | AI4Scientist/ | 128 | 3 repos | ~2k | Automated safety check: Notes | No licence | 4 mo ago |
| 38 | Generate publication-quality AI illustrations for academic papers using Gemini image generation. | AI4Scientist/ | 128 | 4 repos | ~7.2k | Automated safety check: Notes | No licence | 4 mo ago |
| 39 | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. | AI4Scientist/ | 128 | 4 repos | ~1.1k | Automated safety check: Pass | No licence | 4 mo ago |
| 40 | Analyze ML experiment results, compute statistics, generate comparison tables and insights. | AI4Scientist/ | 128 | 5 repos | ~417 | Automated safety check: Notes | No licence | 4 mo ago |
| 41 | Draft patent claims for an invention. An agent skill from AI4Scientist/nano-scientist. | AI4Scientist/ | 128 | 2 repos | ~2.4k | Automated safety check: Notes | No licence | 4 mo ago |
| 42 | Write detailed embodiment descriptions for patent specifications. | AI4Scientist/ | 128 | 2 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 43 | Process user-provided patent figures and generate formal drawing descriptions. | AI4Scientist/ | 128 | 2 repos | ~1.2k | Automated safety check: Notes | No licence | 4 mo ago |
| 44 | 44.Figure Spec Generate deterministic publication-quality architecture, workflow, and pipeline diagrams from structured JSON (FigureSpec) into editable SVG. | AI4Scientist/ | 128 | 2 repos | ~2.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 45 | Structure a raw invention idea into a formal invention disclosure. | AI4Scientist/ | 128 | 2 repos | ~1.7k | Automated safety check: Notes | No licence | 4 mo ago |
| 46 | Compile patent application into jurisdiction-specific filing format. | AI4Scientist/ | 128 | 2 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 47 | Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. | AI4Scientist/ | 128 | 2 repos | ~3.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 48 | 48.Paper Talk End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. | AI4Scientist/ | 128 | 2 repos | ~5.1k | Automated safety check: Notes | No licence | 4 mo ago |
Questions, answered from the data.
What is the best skill by AI4Scientist?
Formula Derivation from AI4Scientist/nano-scientist ranks first of the 76 skills by AI4Scientist listed here, with the highest score: its repository has 128 GitHub stars, 6 other GitHub owners carry a copy, its SKILL.md loads about 2.3k tokens and it passes the automated safety check with no findings. Next come Paper Figure and Proof Writer.
Are AI4Scientist's skills official?
None yet. All 76 skills by AI4Scientist listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.