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By AI4Scientist
Skills
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| # | 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 | 38.Qzcli Manage GPU compute jobs on the Qizhi (启智) platform using qzcli — a kubectl-style CLI tool. | AI4Scientist/ | 128 | 3 repos | ~1.9k | Automated safety check: Notes | No licence | 4 mo ago |
| 39 | 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 |
| 40 | 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 |
| 41 | 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 |
| 42 | 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 |
| 43 | Write detailed embodiment descriptions for patent specifications. | AI4Scientist/ | 128 | 2 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 44 | 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 |
| 45 | 45.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 |
| 46 | 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 |
| 47 | Compile patent application into jurisdiction-specific filing format. | AI4Scientist/ | 128 | 2 repos | ~1.6k | Automated safety check: Notes | No licence | 4 mo ago |
| 48 | 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 |
