Software Development AI agent skills

13,359 skills in the archive. Read a skill’s instructions or open its original repository.

• Golden Epub

  by @yusufkaraaslan

  Use when testing the epub golden build

• Golden Word

  by @yusufkaraaslan

  Use when testing the word golden build

• Golden Man

  by @yusufkaraaslan

  Use when testing the man golden build

• Golden Man Kw

  by @yusufkaraaslan

  Use when testing the man golden build

• Golden Pdf

  by @yusufkaraaslan

  Use when testing the pdf golden build

• Golden Html

  by @yusufkaraaslan

  Use when testing the html golden build

• Golden Pptx

  by @yusufkaraaslan

  Use when testing the pptx golden build

• Skill Builder

  by @yusufkaraaslan

  Automatically detect source types and build AI skills using Skill Seekers. Use when the user wants to create skills from documentation, repos, PDFs, videos, or other knowledge sources.

• Release Announcement

  by @NanmiCoder

  从本项目最新的 release-notes Markdown 制作微信群发布短文案与竖版长图，核验贡献者 GitHub ID 并嵌入真实头像。用于版本发布宣传，不负责创建或发布 GitHub Release。

• Run Parity

  by @millionco

  Compare React Doctor diagnostics for a GitHub pull request (PR) with Daytona. Use when asked to run parity, check a PR for diagnostic regressions, compare a PR with its base, or report added and removed diagnostics.

• Improve React

  by @millionco

  Survey a whole React codebase as a senior React engineer, using React Doctor's scan as evidence, then produce a prioritized audit and self-contained implementation plans for other agents (or cheaper models) to execute. Read-only…

• React Doctor

  by @millionco

  Use when finishing a feature, fixing a bug, before committing React code, or when the user types `/doctor`, asks to scan, triage, or clean up React diagnostics. Covers lint, accessibility, bundle size, architecture. Includes a…

• Find Similar Functions

  by @millionco

  Use truffler to find similar or pre-existing JavaScript/TypeScript symbols before implementing new code, especially helpers, utilities, parsers, formatters, scanners, fuzzy matchers, and other reusable functions. Agents should…

• Ship

  by @millionco

  Take the current branch from done-coding to merge-ready in one pass — review the diff against AGENTS.md, deslop, commit and push, open a PR using rule-validate's PR copy, then babysit until mergeable. Use when the user types…

• Performance

  by @millionco

  Diagnose React runtime performance with React Doctor traces, live render outlines, Long Animation Frames, interaction timing, and component render evidence. Use when invoked as `/performance` for a slow interaction, unexpected…

• Rule Validate

  by @millionco

  Validate an implemented React Doctor rule before merge. Use after focused tests pass to review detector correctness, inspect open-source hits, run pull request parity, add regression coverage, prepare a changeset, write pull…

• Rule Research

  by @millionco

  Define a precise React Doctor rule contract before implementation. Use when validating a rule idea, collecting official or open-source evidence, identifying false-positive traps, choosing detector precision, or setting…

• Rde Eval

  by @millionco

  Run a targeted local React Doctor Evals loop against an uncommitted rule change. Use after focused rule tests pass, while inspecting real open-source hits, or when rule-validate needs local false-positive evidence before pull…

• Rule Writing

  by @millionco

  Implement React Doctor rules from a validated contract. Use when writing oxlint rules, planning syntax or control-flow detection, designing adversarial tests, reusing syntax tree utilities, or updating rule registration.

• Deslop

  by @millionco

  Simplify and refine recently modified code while preserving functionality. Use when asked to "deslop", "clean up code", "simplify code", or after making changes that could benefit from refinement.

• Prowler Compliance

  by @prowler-cloud

  Creates, syncs, audits and manages Prowler compliance frameworks end-to-end. Covers the two supported JSON schemas (universal multi-provider and legacy per-provider), the SDK model tree (legacy attribute classes, universal…

• Prowler Sdk Check

  by @prowler-cloud

  Creates Prowler security checks following SDK architecture patterns. Trigger: When creating or updating a Prowler SDK security check (implementation + metadata) for any provider (AWS, Azure, GCP, K8s, GitHub, etc.).

• Prowler Provider

  by @prowler-cloud

  Creates new Prowler cloud providers or adds services to existing providers. Trigger: When extending Prowler SDK provider architecture (adding a new provider or a new service to an existing provider).

• Prowler Test Sdk

  by @prowler-cloud

  Testing patterns for Prowler SDK (Python). Trigger: When writing tests for the Prowler SDK (checks/services/providers), including provider-specific mocking rules (moto for AWS only).

• Prowler Test Mcp

  by @prowler-cloud

  Testing patterns for the Prowler MCP Server: in-memory FastMCP clients, the ProwlerAPIClient singleton, JSON:API model builders and mocked httpx transports. Trigger: When writing tests under mcp_server/tests/ (tools, models,…

• Django Drf

  by @prowler-cloud

  Django REST Framework patterns. Trigger: When implementing generic DRF APIs (ViewSets, serializers, routers, permissions, filtersets). For Prowler API specifics (RLS/RBAC/Providers), also use prowler-api.

• Skill Sync

  by @prowler-cloud

  Syncs skill metadata to AGENTS.md Auto-invoke sections. Trigger: When updating skill metadata (metadata.scope/metadata.auto_invoke), regenerating Auto-invoke tables, or running ./skills/skill-sync/assets/sync.sh (including…

• Prowler Test Api

  by @prowler-cloud

  Testing patterns for Prowler API: JSON:API, Celery tasks, RLS isolation, RBAC. Trigger: When writing tests for api/ (JSON:API requests/assertions, cross-tenant isolation, RBAC, Celery tasks, viewsets/serializers).

• Prowler Compliance Review

  by @prowler-cloud

  Reviews Pull Requests that add or modify compliance frameworks. Trigger: When reviewing PRs with compliance framework changes, CIS/NIST/PCI-DSS additions, or compliance JSON files.

• Prowler Pr

  by @prowler-cloud

  Creates Pull Requests for Prowler following the project template and conventions. Trigger: When working on pull request requirements or creation (PR template sections, PR title Conventional Commits check, changelog…

• Gh Aw

  by @prowler-cloud

  Create and maintain GitHub Agentic Workflows (gh-aw) for Prowler. Trigger: When creating agentic workflows, modifying gh-aw frontmatter, configuring safe-outputs, setting up MCP servers in workflows, importing Copilot Custom…

• Prowler Ui

  by @prowler-cloud

  Prowler UI-specific patterns. For generic patterns, see: typescript, react-19, nextjs-16, tailwind-4. Trigger: When working inside ui/ on Prowler-specific conventions (shadcn, folder placement, actions/adapters, shared…

• Pytest

  by @prowler-cloud

  Pytest testing patterns for Python. Trigger: When writing or refactoring pytest tests (fixtures, mocking, parametrize, markers). For Prowler-specific API/SDK testing conventions, also use prowler-test-api or prowler-test-sdk.

• Prowler Changelog

  by @prowler-cloud

  Manages changelog entries for Prowler components following keepachangelog.com format. Trigger: When creating PRs, adding changelog entries, or working with any CHANGELOG.md file in ui/, api/, mcp_server/, or prowler/.

• Playwright

  by @prowler-cloud

  Playwright E2E testing patterns. Trigger: When writing Playwright E2E tests (Page Object Model, selectors, MCP exploration workflow). For Prowler-specific UI conventions under ui/tests, also use prowler-test-ui.

• Skill Creator

  by @prowler-cloud

  Creates new AI agent skills following the Agent Skills spec. Trigger: When user asks to create a new skill, add agent instructions, or document patterns for AI.

• Django Migration Psql

  by @prowler-cloud

  Reviews Django migration files for PostgreSQL best practices specific to Prowler. Trigger: When creating migrations, running makemigrations/pgmakemigrations, reviewing migration PRs, adding indexes or constraints to database…

• Prowler Ci

  by @prowler-cloud

  Helps with Prowler repository CI and PR gates (GitHub Actions workflows). Trigger: When investigating CI checks failing on a PR, PR title validation, changelog gate/no-changelog label, conflict marker checks, secret scanning,…

• Nextjs 16

  by @prowler-cloud

  Next.js 16 App Router patterns. Trigger: When working in Next.js App Router (app/), Server Components vs Client Components, Server Actions, Route Handlers, proxy.ts, caching/revalidation, Cache Components, and streaming/Suspense.

• Tdd

  by @prowler-cloud

  Test-Driven Development workflow for ALL Prowler components (UI, SDK, API). Trigger: ALWAYS when implementing features, fixing bugs, or refactoring - regardless of component. This is a MANDATORY workflow, not optional.

• React 19

  by @prowler-cloud

  React 19 patterns with React Compiler. Trigger: When writing React 19 components/hooks in .tsx (React Compiler rules, hook patterns, refs as props). If using Next.js App Router/Server Actions, also use nextjs-16.

• Typescript

  by @prowler-cloud

  TypeScript strict patterns and best practices. Trigger: When implementing or refactoring TypeScript in .ts/.tsx (types, interfaces, generics, const maps, type guards, removing any, tightening unknown).

• Zod 4

  by @prowler-cloud

  Zod 4 schema validation patterns. Trigger: When creating or updating Zod v4 schemas for validation/parsing (forms, request payloads, adapters), including v3 -> v4 migration patterns.

• Ai Sdk 5

  by @prowler-cloud

  Vercel AI SDK 5 patterns. Trigger: When building AI features with AI SDK v5 (chat, streaming, tools/function calling, UIMessage parts), including migration from v4.

• Prowler Commit

  by @prowler-cloud

  Creates professional git commits following conventional-commits format. Trigger: When creating commits, after completing code changes, when user asks to commit.

• Zustand 5

  by @prowler-cloud

  Zustand 5 state management patterns. Trigger: When implementing client-side state with Zustand (stores, selectors, persist middleware, slices).

• Update Int Snapshots

  by @amir20

  Use when Playwright visual snapshots in e2e/visual.spec.ts-snapshots/ need to be regenerated after a UI change (logo, theme, layout, anything that affects rendered pixels) and the integration suite needs to be rerun via make int

• Add App Icon

  by @amir20

  Use when adding a bundled app icon to Dozzle for a container image that shows no logo, or when an image resolves to the wrong icon

• Gpui Kit

  by @longbridge

  How to build desktop applications with GPUI Kit, the Rust framework published as the gpui-kit crate (GPUI plus gpui_kit::component, gpui_kit::base, gpui_kit::assets). Use when setting up a gpui-kit app, choosing or using a…

• Gsmm Builder

  by @aiming-lab

  Build or load a genome-scale metabolic model (GSMM) using COBRApy. Covers loading from BIGG, constructing minimal models from scratch, setting medium constraints, and exporting validated .json model files.

• Quantum Qiskit

  by @aiming-lab

  Reference qiskit 2.x patterns for variational quantum machine learning. Covers data-encoding feature maps, variational quantum classifier (VQC) training, variational quantum eigensolver (VQE) for chemistry, matrix-product-state…

• Gsmm Validator

  by @aiming-lab

  Validate a COBRApy genome-scale metabolic model for mass/charge balance, stoichiometric consistency, biomass producibility, dead-end metabolites, thermodynamic loops, and GPR rule formatting. Outputs a structured validation…

• Biology Biopython

  by @aiming-lab

  Bioinformatics with Biopython for sequence manipulation, file parsing, BLAST, and phylogenetics. Use when working with DNA/RNA/protein sequences or biological databases.

• Install Memu

  by @NevaMind-AI

  Install or uninstall memU for whatever agent you are — identify your host, print its packaged guide, and follow it to wire (or unwire) both seams (record and inject). Use when the user asks to install, set up, integrate, remove,…

• Frontend Module Standards

  by @siteboon

  Enforce this repository's React and TypeScript frontend module architecture standards. Use whenever creating, modifying, refactoring, or reviewing frontend code under `src/`, including feature modules, components, hooks,…

• Backend Module Standards

  by @siteboon

  Enforce this repository's TypeScript backend module architecture standards. Use whenever creating, modifying, refactoring, or reviewing backend code under `server/`, including routes, services, modules, repositories, shared…

• Document Workflows

  by @andrewyng

  Use this skill for building end-to-end document processing workflows and pipelines using LandingAI ADE. Trigger when users need to: (1) Process batches of documents in parallel or async, (2) Build classify-then-extract pipelines…

• Tavily Best Practices

  by @andrewyng

  Build production-ready Tavily integrations with best practices for web search, content extraction, crawling, and research in agentic workflows, RAG systems, and autonomous agents

• Get Api Docs

  by @andrewyng

  Use this skill to get documentation for third-party APIs, SDKs or libraries before writing code that uses them to ensure you have the latest, most accurate documentation. This is a better way to find documentation than doing web…

• Integrate

  by @andrewyng

  Add Olakai monitoring to existing AI code — wrap your LLM client, configure custom KPIs, and validate the integration end-to-end

• Drive Mimo

  by @XiaomiMiMo

  Use when developing or testing the MiMoCode repository and you need to programmatically drive another MiMoCode (mimo) process. Supports headless `mimo run` with JSON events and interactive TUI via tmux for behavior, integration,…

• Effect

  by @XiaomiMiMo

  Answer questions about the Effect framework

• React Native Dev

  by @MiniMax-AI

  React Native and Expo development guide covering components, styling, animations, navigation, state management, forms, networking, performance optimization, testing, native capabilities, and engineering (project structure,…

• Android Native Dev

  by @MiniMax-AI

  Android native application development and UI design guide. Covers Material Design 3, Kotlin/Compose development, project configuration, accessibility, and build troubleshooting. Read this before Android native application…

• Fullstack Dev

  by @MiniMax-AI

  Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building…

• Pptx Generator

  by @MiniMax-AI

  Generate, edit, and read PowerPoint presentations. Create from scratch with PptxGenJS (cover, TOC, content, section divider, summary slides), edit existing PPTX via XML workflows, or extract text with markitdown. Triggers: PPT,…

• Minimax Music Playlist

  by @MiniMax-AI

  Generate personalized music playlists by analyzing the user's music taste and generation feedback history. Triggers on any request involving playlist generation, music taste profiling, or personalized music recommendations.…

• Slide Making Skill

  by @MiniMax-AI

  Implement single-slide PowerPoint pages with PptxGenJS. Use when writing or fixing slide JS files: dimensions, positioning, text/image/chart APIs, styling rules, and export expectations for native .pptx output.

• Design Style Skill

  by @MiniMax-AI

  Select a consistent visual design system for PPT slides using radius/spacing style recipes. Use when users ask for overall style direction or component styling consistency. Includes Sharp/Soft/Rounded/Pill recipes, component…

• Ppt Orchestra Skill

  by @MiniMax-AI

  Plan and orchestrate multi-slide PowerPoint creation from scratch. Use before generating a full deck with subagents: classify each slide type, enforce visual variety, set typography/spacing rules, and run text-based QA to catch…

• Fine Tuning Serving Openpi

  by @Orchestra-Research

  Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID, and LIBERO environments. Use when adapting pi0 models to custom…

• Fine Tuning Openvla Oft

  by @Orchestra-Research

  Fine-tunes and evaluates OpenVLA-OFT and OpenVLA-OFT+ policies for robot action generation with continuous action heads, LoRA adaptation, and FiLM conditioning on LIBERO simulation and ALOHA real-world setups. Use when…

• Ara Compiler

  by @Orchestra-Research

  Compiles any research input — PDF papers, GitHub repositories, experiment logs, code directories, or raw notes — into a complete Agent-Native Research Artifact (ARA) with cognitive layer (claims, concepts, heuristics), physical…

• Outlines

  by @Orchestra-Research

  Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines - dottxt.ai's structured generation…

• Instructor

  by @Orchestra-Research

  Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library

• Guidance

  by @Orchestra-Research

  Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation framework

• Dspy

  by @Orchestra-Research

  Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programming

• Evaluating Cosmos Policy

  by @Orchestra-Research

  Evaluates NVIDIA Cosmos Policy on LIBERO and RoboCasa simulation environments. Use when setting up cosmos-policy for robot manipulation evaluation, running headless GPU evaluations with EGL rendering, or profiling inference…

• Qdrant Vector Search

  by @Orchestra-Research

  High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with…

• Sentence Transformers

  by @Orchestra-Research

  Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for…

• Chroma

  by @Orchestra-Research

  Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic…

• Deepspeed

  by @Orchestra-Research

  Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention

• Evolving Ai Agents

  by @Orchestra-Research

  Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or…

• Ml Training Recipes

  by @Orchestra-Research

  Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed…

• Huggingface Tokenizers

  by @Orchestra-Research

  Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms. Train custom vocabularies, track alignments, handle…

• Serving Llms Vllm

  by @Orchestra-Research

  Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports…

• Distributed Llm Pretraining Torchtitan

  by @Orchestra-Research

  Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek V3, or custom models at scale from 8 to 512+ GPUs with Float8, torch.compile,…

• Axolotl

  by @Orchestra-Research

  Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support

• Evaluating Code Models

  by @Orchestra-Research

  Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code…

• Sglang

  by @Orchestra-Research

  Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, or when you need 5× faster inference than vLLM with prefix…

• Huggingface Accelerate

  by @Orchestra-Research

  Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mixed precision (FP16/BF16/FP8). Interactive config, single…

• Simpo Training

  by @Orchestra-Research

  Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when…

• Llama Cpp

  by @Orchestra-Research

  Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable. Supports GGUF quantization (1.5-8 bit) for reduced memory…

• Rwkv Architecture

  by @Orchestra-Research

  RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux Foundation AI project. Production at Windows, Office, NeMo. RWKV-7 (March…

• Tensorboard

  by @Orchestra-Research

  Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML visualization toolkit

• Sentencepiece

  by @Orchestra-Research

  Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory), deterministic vocabulary. Used by T5, ALBERT, XLNet, mBART. Train on raw text…

• Transformer Lens Interpretability

  by @Orchestra-Research

  Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying…

• Miles Rl Training

  by @Orchestra-Research

  Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum…

• Lambda Labs Gpu Cloud

  by @Orchestra-Research

  Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent filesystems, or high-performance multi-node clusters for large-scale training.

• Verl Rl Training

  by @Orchestra-Research

  Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.