PluginBench

AI Skills

Installable SKILL.md packages that extend AI coding agents with reliable workflows and domain-specific judgment — ranked by installs, sourced from skills.sh.

9,639 skills
OP

openclaude-multi-llm

aradotso/trending-skills

Use Claude Code's full tool system with any OpenAI-compatible LLM — GPT-4o, DeepSeek, Gemini, Ollama, and 200+ models via environment variable configuration.

660 installs
TA

tao-finetune-cosmos-reason

nvidia/skills

Cosmos3-Nano video QA supervised fine-tuning with FSDP parallelism. Use when training or evaluating video

659 installs
US

usfiscaldata

k-dense-ai/scientific-agent-skills

Query the U.S. Treasury Fiscal Data REST API for federal financial data. No API key required. Use for national debt (Debt to the Penny), Daily Treasury Statements, Monthly Treasury Statements, Treasury securities auctions, interest rates, foreign exchange rates, savings bonds, or U.S. government revenue and spending statistics.

659 installsAudited
OP

opentrons-integration

k-dense-ai/scientific-agent-skills

Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-vendor automation or broader equipment control use pylabrobot.

659 installsAudited
QU

qutip

k-dense-ai/scientific-agent-skills

Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for quantum algorithms and hardware execution.

659 installsAudited
QA

qa-expert

charon-fan/agent-playbook

Quality assurance expert for testing strategies and quality gates. Use when planning test coverage, setting up QA processes, or improving quality standards.

659 installsAudited
RO

rowan

k-dense-ai/scientific-agent-skills

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue docking, protein-ligand cofolding, MSA generation, molecular dynamics, permeability, descriptor workflows, and related small-molecule or protein modeling tasks. Ideal for programmatic batch screening, multi-step chemistry pipelines, and workflows that would otherwise require maintaining local HPC/GPU infrastructure.

659 installs
NE

neuropixels-analysis

k-dense-ai/scientific-agent-skills

Analyze Neuropixels extracellular recordings end-to-end with SpikeInterface. Covers loading SpikeGLX/Open Ephys/NWB data, preprocessing, drift/motion correction, Kilosort4 (and CPU) spike sorting, quality metrics, and unit curation (threshold-based, model-based UnitRefine, and AI-assisted visual review). Use when working with Neuropixels 1.0/2.0 recordings, spike sorting, or extracellular electrophysiology analysis.

659 installsAudited
PY

python-cybersecurity-tool-development

mindrally/skills

Guidelines for building Python cybersecurity tools with secure coding practices, async scanning, and structured security testing.

659 installs
RU

rust-skill-creator

zhanghandong/rust-skills

Use when creating skills for Rust crates or std library documentation. Keywords: create rust skill, create crate skill, create std skill, 创建 rust skill, 创建 crate skill, 创建 std skill, 动态 rust skill, 动态 crate skill, skill for tokio, skill for serde, skill for axum, generate rust skill, rust 技能, crate 技能, 从文档创建skill, from docs create skill

659 installs
TA

tao-finetune-clip

nvidia/skills

CLIP vision-language model for image-text retrieval, zero-shot classification, embedding extraction, ONNX

659 installs
KO

kotlin-backend-jpa-entity-mapping

Official
kotlin/kotlin-agent-skills

>

659 installsAudited
DO

domain-driven-design

yonatangross/orchestkit

DDD tactical patterns for complex business modeling including entities, value objects, aggregates, domain services, repositories, specifications, and bounded contexts. Python dataclass implementations with TypeScript alternatives. Use when building rich domain models, enforcing invariants, or separating domain logic from infrastructure.

659 installsAudited
TA

tao-train-reid

nvidia/skills

Person re-identification (ReID). Learns discriminative embeddings to match the same person across different

659 installsAudited
TA

tao-run-on-brev

nvidia/skills

Brev managed GPU instances with Docker support. Use when running TAO training, evaluation, or inference on

659 installsAudited
TA

tao-train-metric-learning-recognition

nvidia/skills

Metric-learning recognition (ml-recog) for fine-grained visual recognition. Learns embeddings for

659 installs
MA

malware-repository-warning

aradotso/security-skills

WARNING - This repository appears to distribute cracked/pirated security software and potential malware

659 installs
TA

tao-analyze-gaps-visual-changenet

nvidia/skills

Performs gap analysis on NVIDIA TAO VCN Classify (Visual Component Net) experiments by invoking the data-services container (`tao_toolkit.data_services` from `versions.yaml`) directly via `docker run … gap_analysis vcn_aoi …` — picks the optimal decision threshold, ranks per-sample weakness, and emits a top-K weakest parquet expanded per-lighting for downstream augmentation. Use when analyzing VCN classification failures, picking SDA augmentation targets, or auditing PASS/NO_PASS boundary cases.

659 installs
NU

numpy-best-practices

mindrally/skills

Best practices for NumPy array programming, numerical computing, and performance optimization in Python

658 installs
PY

pylabrobot

k-dense-ai/scientific-agent-skills

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.

658 installsAudited
PR

product-photography

inference-sh/skills

AI product photography with studio lighting, lifestyle shots, and packshot conventions. Covers angles, backgrounds, shadow types, hero shots, and e-commerce image requirements. Use for: product photos, e-commerce images, Amazon listings, packshots, lifestyle photography. Triggers: product photography, product photo, packshot, e-commerce photography, product shot, product image, studio photography, lifestyle product, amazon product photo, product listing image, hero shot, product mockup, commercial photography

658 installs
EX

executing-plans

jnmetacode/superpowers-zh

当你有一份书面实现计划需要在单独的会话中执行,并设有审查检查点时使用

658 installsAudited
PA

paywall-optimization

eronred/aso-skills

When the user wants to design, test, or optimize their app's paywall — layout, copy, pricing display, trial offers, plan structure, hard vs soft paywall, paywall placement, or paywall A/B tests. Use when the user mentions "paywall", "paywall design", "paywall conversion", "trial-to-paid", "soft paywall", "hard paywall", "paywall A/B test", "paywall copy", "plan picker", "annual vs monthly display", "best paywall", "RevenueCat paywall", "Superwall", "Adapty", or "my paywall isn't converting". For overall pricing strategy and monetization model choice, see monetization-strategy. For trial nurture, dunning, and churn, see subscription-lifecycle. For where in the onboarding the paywall fires, see onboarding-optimization.

658 installsAudited
LA

lamindb

k-dense-ai/scientific-agent-skills

Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models. Covers setup, artifact registration, query/search, lineage tracking, validation, ontology-backed annotation with Bionty, collections, branches, storage, and workflow integrations.

658 installs
TA

tao-convert-dataset-format

nvidia/skills

Run `tao-daft convert` to convert NVIDIA TAO DAFT datasets between supported formats. Do not use for non-DAFT data.

658 installsAudited
VI

videodb

video-db/skills

See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio, video), and create real time alerts for events from live streams or desktop capture.

658 installs
AN

analytics-tracking

sickn33/antigravity-awesome-skills

Design, audit, and improve analytics tracking systems that produce reliable, decision-ready data.

658 installsAudited
SU

subagent-driven-development

jnmetacode/superpowers-zh

当在当前会话中执行包含独立任务的实现计划时使用

658 installsAudited
TA

tao-train-centerpose

nvidia/skills

CenterPose for keypoint / pose estimation. Detects object centers and regresses keypoint locations for 6-DoF

658 installsAudited
TA

tao-generate-video-reasoning-annotations

nvidia/skills

>-

658 installsAudited