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miwrite-read
Local-only close reading for papers, reports, policy texts, and chapters.
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Skill 资源库
AI Skill 资源库
把 Skill 的源码、资源快照、README、包体和安装信号放进一个可搜索、可筛选的公开目录。
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model-pruning
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or enabli…
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music-generation
Use this skill when the user requests to generate, create, compose, or produce music or songs — background music, theme songs, jingles, or instrumental tracks. Generates a song from a style/mood promp…
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nemo-curator
GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+ heuristics), semantic deduplication, PII redaction, N…
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nnsight-remote-interpretability
Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability experiments on massive models (…
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opentargets-database
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optimizing-attention-flash
Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory iss…
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paper-discovery
Retrieve scholarly literature across the five package APIs into a provenance-rich inventory.
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miwrite-report-mode
Local-only conversion of research material into briefs, memos, and decision-facing reports.
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moe-training
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), implementing sparse architectures l…
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napari-workflow-builder
build reproducible napari-centered bioimage analysis workflows in python using numpy, scipy, scikit-image, tifffile, pandas, matplotlib, and napari. use when the task involves interactive image inspec…
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nemo-guardrails
NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection, PII filtering, toxicity detection. Uses Colang 2.…
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notebooklm-brief-verifier
Compare a downloaded NotebookLM brief against the source bundle research-hub uploaded, and report missed sources, unsupported claims, contradictions, and recommended follow-up prompts. Use when the us…
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opentrons-lab-automation
Use OpentronsAgent for Opentrons lab automation workflows. Applies when requests mention Opentrons lab automation protocols robots, or when a user needs guarded API/tool access, provenance review, or …
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oss-contribution
Strategy for contributing to open source projects effectively. Covers identifying tractable issues (good first issue, help wanted), reading unfamiliar codebases efficiently, communicating with maintai…
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paper-memory-builder
Convert a paper draft + figures + Zotero metadata into reusable .paper/claims.yml and .paper/figures.yml files so the academic-writing-skills skill can do writing, revision, and audit passes without r…
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miwrite-review
Local-only manuscript, report, and chapter review.
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multi-perspective
Explore a research question through several independent analytical perspectives and synthesize their agreements and disagreements. Use when one line of reasoning is insufficient and distinct viewpoint…
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ncbi-sequence-fetch
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neurokit2
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Use this skill when processing cardiovascular signals, brain activi…
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openapi-spec-generation
Generate and maintain OpenAPI 3.1 specifications from code, design-first specs, and validation patterns. Use when creating API documentation, generating SDKs, or ensuring API contract compliance.
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optimize-for-gpu
GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT. Use whenever the user mentions GPU/CUDA/NVIDIA acceleration, or wants…
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oss-project-setup
Setting up an open source project from scratch with the right files, conventions, and infrastructure to invite contributions and ensure long-term maintainability. Covers license selection (MIT, Apache…
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paper-readability-check
Check an academic paper draft against sentence- and paragraph-level readability criteria, then produce revised text and a before/after report with checklist references. Use for paper drafts, manuscrip…
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