Skill Directory

AI Skill Directory

Browse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.

personTashanworldAPI key: unconfirmed

miwrite-lit

Local-only literature synthesis from user-provided notes, excerpts, and local files.

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personTashanworldAPI key: unconfirmed

miwrite-read

Local-only close reading for papers, reports, policy texts, and chapters.

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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

miwrite-organize

Local-only material organization for mixed notes, interviews, reports, and project files.

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personTashanworldAPI key: unconfirmed

miwrite-report-mode

Local-only conversion of research material into briefs, memos, and decision-facing reports.

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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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personTashanworldAPI key: unconfirmed

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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