Software Development AI agent skills

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

• Neurokit2

  by @LeonChaoX

  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 activity, electrodermal responses,…

• Diffdock

  by @LeonChaoX

  Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design. Not for affinity prediction.

• Pufferlib

  by @LeonChaoX

  High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game environments (Atari, Procgen,…

• Bioservices

  by @LeonChaoX

  Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database analysis, ID mapping across…

• Pymc

  by @LeonChaoX

  Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

• Medchem

  by @LeonChaoX

  Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering.

• What If Oracle

  by @LeonChaoX

  Run structured What-If scenario analysis with multi-branch possibility exploration. Use this skill when the user asks speculative questions like "what if...", "what would happen if...", "what are the possibilities", "explore…

• Molecular Dynamics

  by @LeonChaoX

  Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD, analyze trajectories (RMSD, RMSF, contact maps,…

• Monarch Database

  by @LeonChaoX

  Query the Monarch Initiative knowledge graph for disease-gene-phenotype associations across species. Integrates OMIM, ORPHANET, HPO, ClinVar, and model organism databases. Use for rare disease gene discovery, phenotype-to-gene…

• Cbioportal Database

  by @LeonChaoX

  Query cBioPortal for cancer genomics data including somatic mutations, copy number alterations, gene expression, and survival data across hundreds of cancer studies. Essential for cancer target validation, oncogene/tumor…

• Interpro Database

  by @LeonChaoX

  Query InterPro for protein family, domain, and functional site annotations. Integrates Pfam, PANTHER, PRINTS, SMART, SUPERFAMILY, and 11 other member databases. Use for protein function prediction, domain architecture analysis,…

• Zarr Python

  by @LeonChaoX

  Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.

• Forgecad

  by @ForgeCAD

  ForgeCAD model authoring, editing, debugging, and execution guidance for .forge.js, SVG-import, assembly, and CLI workflows. Use when building or modifying ForgeCAD geometry, structuring multi-file projects, validating scripts,…

• Forgecad Design Spec

  by @ForgeCAD

  Create a ForgeCAD design brief, HLD, or LLD before coding by walking through use, assembly, interfaces, decisions, and verification.

• Forgecad Inspect Model

  by @ForgeCAD

  Select, run, and interpret ForgeCAD inspection evidence for collisions, sections, wall thickness, components, masks, depth, normals, surface continuity, and fit.

• Forgecad Verify Mujoco

  by @ForgeCAD

  Verify a ForgeCAD MJCF export in MuJoCo with dynamics, contacts, controls, joint travel, and rendered evidence before calling it simulation-ready.

• Cavekit Revision

  by @JuliusBrussee

  Trace bugs and manual fixes back to kits and prompts; fix at the source so the iteration loop can reproduce the fix autonomously. Six-step revision process plus the single-failure backpropagation protocol. Use when a manual…

• Cavekit Methodology

  by @JuliusBrussee

  Cavekit specification-driven development methodology — the Hunt lifecycle (Draft → Architect → Build → Inspect → Monitor) and how to apply it. Use when starting a Cavekit project, structuring an existing codebase as kits/plans,…

• Clawhip

  by @Yeachan-Heo

  Attach/install/use clawhip as a daemon-first notification gateway runtime for OpenClaw / Clawdbot

• She Love Me

  by @863401402

  Acquire, import, and analyze WeChat or QQ chat histories, including installing supported exporters, guiding required login or contact selection, converting exports, assessing relationship dynamics and risk signals, and…

• Gemini Watermark Remover

  by @rookie-ricardo

  Remove the visible Gemini AI watermark from images using reverse alpha blending. Use when asked to strip Gemini watermarks, batch-process Gemini images, or build/modify a CLI script that removes the bottom-right Gemini watermark…

• Card News Generator

  by @bear2u

  Create 600x600 Instagram-style card news series automatically with optional background images. User provides topic, colors, and optional images - Claude generates content and creates multiple cards with proper text wrapping.

• Card News Generator V2

  by @bear2u

  Create 600x600 Instagram-style card news series automatically with optional background images. User provides topic, colors, and optional images - Claude generates content and creates multiple cards with proper text wrapping.

• Web To Markdown

  by @bear2u

  웹페이지 URL을 입력받아 마크다운 형태로 변환하여 저장합니다. 웹 문서를 로컬 마크다운 파일로 아카이빙하거나 정리할 때 유용합니다.

• Workthrough

  by @bear2u

  Automatically document all development work and code modifications in a structured workthrough format. Use this skill after completing any development task, bug fix, feature implementation, or code refactoring to create…

• Workthrough

  by @bear2u

  Use this skill proactively and automatically after completing ANY development work. AI agent summarizes: what was done, what was changed/improved, and suggests future additions/improvements - all concisely in Korean.

• Prompt Enhancer

  by @bear2u

  Enhance user prompts by analyzing project context (code structure, dependencies, conventions, existing patterns). Use when users provide brief development requests that would benefit from project-specific context to generate…

• Gemini Logo Remover

  by @bear2u

  Remove Gemini logos, watermarks, or AI-generated image markers using OpenCV inpainting. Use this skill when the user asks to remove Gemini logo, AI watermark, or any logo/watermark from images.

• Code Changelog

  by @bear2u

  AI가 만든 모든 코드 변경사항을 reviews 폴더에 기록하고 간단한 HTML 뷰어로 웹 브라우저에서 실시간 확인할 수 있습니다. 매 수정마다 문서가 생성되고 Python 서버로 즉시 확인 가능합니다.

• 메타 프롬프트 생성기

  by @bear2u

  간단한 설명을 받아 단계별 병렬 처리가 가능한 구조화된 커스텀 슬래시 커맨드를 자동으로 생성합니다. 프롬프트 생성, 워크플로우 설계, 테스트 스위트 작성이 필요할 때 사용하세요.

• Guixingren Skill

  by @momozi1996

  硅星人/硅星人Pro（品玩/PingWest旗下AI科技媒体）的AI科技内容创作思维——硅谷一线视角+中美双线叙事+快讯串联结构+AI社区产品化运营。 触发词：「硅星人视角」「像硅星人那样写」「硅星人Pro」「AI科技快讯」「Agent生态」「硅谷一线报道」「中美AI对比」。 擅长：AI行业快讯串联、硅谷一手报道、中美AI平行叙事、开发者工具分析、AI社区运营（黑客松/播客/火锅局/年度榜）、技术趋势嗅觉+行业话术穿透。

• Retentioneering Product Analytics

  by @retentioneering

  Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering. Use when the user provides CSV,…

• Retentioneering Contributing

  by @retentioneering

  Help the user turn their Retentioneering ideas, friction reports, bug findings, or feature needs into high-quality upstream contributions: from capturing and validating the idea, through minimal reproductions and issue drafts,…

• Et Git

  by @FlameskyDexive

  ET git workflow for preparing commits and reviewing changes. Use when checking git status or diff, filtering unrelated files, staging task-scoped changes, writing Chinese commit messages, or synchronizing with remotes using…

• Et Excel

  by @FlameskyDexive

  ET Excel MCP workflow for reading, writing, styling, transforming, and inspecting xlsx data. Use when operating Excel cells, ranges, sheets, formulas, charts, merges, batch data import/export, or editing Luban source…

• Et Test Write

  by @FlameskyDexive

  ET test authoring workflow for WOW. Use when writing or modifying ATestHandler tests, choosing test package placement, naming test classes, creating test-only model types, preparing deterministic coroutine-style assertions,…

• Et Test Run

  by @FlameskyDexive

  ET test execution and failure debugging workflow for WOW. Use when building before tests, cleaning Logs, running server or Hotfix tests through ET.App Test commands, running Unity Editor tests through UnityBridge…

• Aibridge Batch Script

  by @FlameskyDexive

  AIBridge batch and multi command automation. Use when Codex needs to run multiple Unity Editor CLI operations together, write batch scripts, use multi --cmd or multi --stdin, handle call/delay/log/menu lines, avoid PowerShell…

• Aibridge Code Index

  by @FlameskyDexive

  Optional read-only AIBridge Code Index semantic lookup for Unity projects. Use only when this Skill is installed and project rules or AIBridge settings say Code Index is enabled. Use for CLI-only symbol, definition, reference,…

• Myagents Memory Molt

  by @hAcKlyc

  仅当系统或用户明确指定完整名称 `myagents-memory-molt` 时使用； 不要根据任务语义或相似表述自行触发。

• Myagents Memory Gardener

  by @hAcKlyc

  仅当系统或用户明确指定完整名称 `myagents-memory-gardener` 时使用； 不要根据任务语义或相似表述自行触发。

• Myagents Memory Update

  by @hAcKlyc

  仅当系统或用户明确指定完整名称 `myagents-memory-update` 时使用； 不要根据任务语义或相似表述自行触发。

• Octo Marketplace

  by @Mininglamp-OSS

  Search, install, publish, review, and update Marketplace plugins — Skills, MCP connectors, and Experts/Squads (专家/专家团) — through the unified plugin API. Load after octo-shared.

• Shieldcn Badges

  by @jal-co

  Create polished shieldcn README badges, badge groups, charts, headers, sponsors grids, and full README hero sections. Use when a user wants shadcn/ui-styled badges, Shields.io replacement, npm/GitHub/CI/status badges, download…

• Octo Drive

  by @Mininglamp-OSS

  Octo Drive — spaces, folders, file upload/download, online-document mounts, share links, invites, IM-attachment transfer. Works with a bot token or a user API key; the CLI routes by token kind. Load after octo-shared.

• Aws Transform

  by @awslabs

  Migrate, modernize, and upgrade codebases to AWS. Run analysis on repos for tech debt, security vulnerabilities, and modernization opportunities. Transforms .NET Framework to .NET 8/10, mainframe COBOL to Java, VMware VMs to…

• Amplify Workflow

  by @awslabs

  Build and deploy full-stack web and mobile apps with AWS Amplify Gen2 (TypeScript code-first). Covers auth (Cognito), data (AppSync/DynamoDB including schema modeling, enum types, relationships, authorization rules), storage…

• Aws Step Functions

  by @awslabs

  Build workflows with AWS Step Functions state machines using the JSONata query language. Covers Amazon States Language (ASL) structure, state types, variables, data transformation, error handling, AWS service integration, and…

• Model Evaluation

  by @awslabs

  Generates python code that evaluates SageMaker models. Supports two evaluation types: LLM-as-Judge and Custom Scorer. Use when the user says "evaluate my model", "run a benchmark", "test model performance", "how did my model…

• Finetuning

  by @awslabs

  Generates code that fine-tunes a base model using SageMaker serverless training jobs. Use when the user says "start training", "fine-tune my model", "I'm ready to train", or when the plan reaches the finetuning step. Supports…

• Amazon Location Service

  by @awslabs

  Integrates Amazon Location Service APIs for AWS applications. Use this skill when users want to add maps (interactive MapLibre or static images); geocode addresses to coordinates or reverse geocode coordinates to addresses;…

• Aws Lambda Durable Functions

  by @awslabs

  Build resilient, long-running, multi-step applications with AWS Lambda durable functions with automatic state persistence, retry logic, and orchestration for long-running executions. Covers the critical replay model, step…

• Document Service

  by @awslabs

  This skill should be used when the user asks to "analyze this codebase", "document this service", "generate technical docs", "I inherited this code", "help me understand this system", "create docs for this project", "what does…

• Aws Lambda Managed Instances

  by @awslabs

  Evaluate, configure, and migrate workloads to AWS Lambda Managed Instances (LMI). Triggers on: Lambda Managed Instances, LMI, capacity provider, multi-concurrency Lambda, dedicated instance Lambda, EC2-backed Lambda, cold start…

• Aws Lambda Microvms

  by @awslabs

  Build, run, debug, and operate applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable serverless compute environments that run inside a container with up to 8-hour lifetimes. Triggers on: Lambda MicroVMs,…

• Tinyjs

  by @tarwin

  Build and modify tinyjs desktop apps — tiny macOS (and beta Windows/Linux) apps with a txiki.js JavaScript backend and a native webview window. Use when working in a project with a tinyjs.json, when the user mentions tinyjs,…

• Dataset Transformation

  by @awslabs

  Generates code that transforms datasets between ML schemas for model training or evaluation. Use when the user says "transform", "convert", "reformat", "change the format", or when a dataset's schema needs to change to match the…

• Aws Serverless Deployment

  by @awslabs

  AWS SAM and AWS CDK deployment for serverless applications. Triggers on phrases like: use SAM, SAM template, SAM init, SAM deploy, CDK serverless, CDK Lambda construct, NodejsFunction, PythonFunction, SAM and CDK together,…

• Hyperpod Issue Report

  by @awslabs

  Generate comprehensive issue reports from HyperPod clusters (EKS and Slurm) by collecting diagnostic logs and configurations for troubleshooting and AWS Support cases. Use when users need to collect diagnostics from HyperPod…

• Dataset Evaluation

  by @awslabs

  Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR). Use when the user says "is my dataset okay", "evaluate my data", "check my training data", "I have my own data", or before starting…

• Finetuning Technique

  by @awslabs

  Selects a fine-tuning technique (SFT, DPO, RLVR, or RLAIF) for the user's use case and validates it against the selected model's available recipes. Use when the user has decided to finetune and needs to choose a technique, or…

• Sdk Getting Started

  by @awslabs

  Validates the user's environment for SageMaker AI operations — checks SDK version, AWS region, and execution role. Use when the user says "set up", "getting started", "check my environment", "configure SDK", or as the first step…

• Hyperpod Version Checker

  by @awslabs

  Check and compare software component versions on SageMaker HyperPod cluster nodes - NVIDIA drivers, CUDA toolkit, cuDNN, NCCL, EFA, AWS OFI NCCL, GDRCopy, MPI, Neuron SDK (Trainium/Inferentia), Python, and PyTorch. Use when…

• Directory Management

  by @awslabs

  Manages project directory setup and artifact organization. Use when starting a new project, resuming an existing one, or when a PLAN.md needs to be associated with a project directory. Creates the project folder structure…

• Develop Timeline Studio Plugin

  by @MartinDelophy

  Design, evaluate, implement, or review image and video generation connectors for Timeline Studio. Use when adding a provider plugin, extracting the generation plugin host or registry, or checking a connector against Timeline…

• Gcloud Skill

  by @zeenie-ai

  Work with Google Cloud via the official gcloud CLI — check auth/config, list and switch projects, manage Compute Engine instances, deploy and inspect Cloud Run services, work with Cloud Storage, and run any other gcloud command.…

• Github Skill

  by @zeenie-ai

  Work with GitHub via the gh CLI — clone repositories, create/list/merge pull requests, create/list issues, and run any other gh command (API calls, workflow runs, releases, repo administration). List operations return parsed JSON.

• Twitter Search Skill

  by @zeenie-ai

  Search for recent tweets on Twitter/X using keywords, hashtags, mentions, and advanced query operators. Returns rich tweet data with expanded URLs, author info, media, metrics, and referenced tweets.

• Monty Skill

  by @zeenie-ai

  Run AI-generated Python in a hard sandbox (Pydantic Monty) with enforced time + memory limits and opt-in capabilities. Use for untrusted code; supports a Python subset.

• Memory Skill

  by @zeenie-ai

  Manage conversation memory. Use when user asks to remember something, recall information, view/edit conversation history, or manage short/long-term memory.

• Javascript Skill

  by @zeenie-ai

  Execute JavaScript code for calculations, data processing, and JSON manipulation. Full ES2022+ support on the bun runtime (Node-compatible APIs).

• Twitter User Skill

  by @zeenie-ai

  Look up Twitter/X user profiles with descriptions, get authenticated user info, and retrieve followers/following lists with profile details.

• Python Skill

  by @zeenie-ai

  Execute Python code for calculations, data processing, and automation. Access to math, json, datetime, collections, and more.

• Fs Search Skill

  by @zeenie-ai

  Search the filesystem with ls (list directory), glob (pattern match), or grep (search file contents).

• Compaction Skill

  by @zeenie-ai

  Manage memory compaction by summarizing conversation history when approaching token limits

• Code Mode Skill

  by @zeenie-ai

  Generate Python code instead of sequential tool calls (81-98% token savings)

• Progressive Discovery Skill

  by @zeenie-ai

  Discover and load tools progressively as needed (reduces token overhead)

• Error Recovery Skill

  by @zeenie-ai

  Handle errors gracefully with retry strategies and fallback patterns

• Multi Tool Orchestration Skill

  by @zeenie-ai

  Coordinate multiple tools together for complex multi-step tasks

• Agentic Loop Skill

  by @zeenie-ai

  Autonomous decision loop with reflection and iteration

• Skillforge

  by @tripleyak

  Use when creating, improving, finding, or auditing agent skills - the user says 'create a skill', 'do I have a skill for X', 'improve the X skill', 'which skill should I use', asks whether a skill exists for a task, or wants to…

• No Negative Echo

  by @LB623

  Prevent 此地无银三百两式 residue: finalize artifacts without echoing rejected session-only alternatives into labels, metadata, commits, PRs, or handoffs. Use after corrections or discarded proposals. Not for ordinary deletion,…

• Web Research

  by @alfredxw

  Use when a task needs current public-web facts, comparisons, fact-checking, sources, or a multi-source synthesis and both web_search and web_fetch are available.

• Release

  by @jrswab

  Prepare code for release (version bumps, changelog, README updates) and create an annotated tag to trigger the GoReleaser workflow.

• Cuga Contributor Workflows

  by @cuga-project

  Run CUGA contributor workflows: Conventional Commits, create pull requests against origin with gh and PR templates, and ruff check/format via uv. Use when the user says commit, create a commit, create PR, pull request, open a…

• Cuga Github Issues

  by @cuga-project

  Create GitHub issues for cuga-agent (bugs, features, epics, designs, and related work) against origin using gh, with epic → feature → issue hierarchy and GraphQL sub-issue linking. Use when the user says create new issues,…

• Create Code App

  by @microsoft

  Creates Power Apps code apps using React and Vite. Use when building code apps, scaffolding projects, or deploying to Power Platform.

• Image Crop Rotate

  by @instavm

  Image processing skill for cropping images to 50% from center and rotating them 90 degrees clockwise. This skill should be used when users request image cropping to center, image rotation, or both operations combined on image…

• Debug App

  by @microsoft

  Use when the user has finished building a mobile app, started Metro with `npm run dev`, and wants the running app monitored for runtime errors AND silent failures (empty lists, blank screens, swallowed network errors) and fixed…

• Build Android Binary

  by @microsoft

  Compile a PAM control's Android Kotlin module into the runtime-loadable DEX for a `.ppmplugin`. Creates a staged Gradle build with the pinned wrapper and `react-android` compile dependency, verifies manifest/module/package…

• Audit Ppmplugin

  by @microsoft

  Statically audit a built `.ppmplugin` before wrap testing. Checks archive layout, manifest compatibility, bundle consistency, Android DEX integrity and SDK leakage, iOS framework structure, native source-to-receiver alignment,…

• Add Native

  by @microsoft

  Public entry point for native device capabilities and native controls — camera, image picker, barcode/QR scanner, document picker, file picker, secure storage, file system, sharing, PDF generation/viewing, pen/signature capture,…

• Generate Codeful Mcp Tool

  by @microsoft

  Generate a self-contained JavaScript server runtime and registration metadata for an MCP codeful tool. Use when the user asks to create a codeful MCP tool, generate server logic for an MCP tool, write a runTool function, build a…

• Edit App

  by @microsoft

  Use when the user wants to iterate on an existing generated Power Apps mobile app after /create-mobile-app: update Application Insights configuration, the plan, data model, native capabilities, design, screens, generated app…

• Setup Offline Profile

  by @microsoft

  Use when the user wants to enable offline mode for a Power Apps mobile app and create a Mobile Offline Profile in Dataverse — designs per-table row scope, relationships, columns, and sync frequency through a 3-gate approval flow.

• Setup App Insights

  by @microsoft

  Configure optional customer-owned Application Insights telemetry for a Power Apps mobile app — enable it against an existing Azure resource, change the resource, or disable it. Standalone, and invoked by /edit-app.

• Add Geolocation

  by @microsoft

  Internal implementation skill invoked by /add-native for native background GPS tracking with durable storage and Dataverse sync using @microsoft/power-apps-native-bglocation.

• Add Pen Input

  by @microsoft

  Internal implementation skill invoked by /add-native for pen, signature, ink, drawing, and handwriting capture workflows using @microsoft/power-apps-native-pen-input.

• Add Mcscopilot

  by @microsoft

  Adds Microsoft Copilot Studio connector to a Power Apps code app. Use when invoking Copilot Studio agents, sending prompts to agents, or integrating agent responses.

• Enable Tables Offline

  by @microsoft

  Internal mobile-app workflow read and executed only by /setup-offline-profile to enable Dataverse table prerequisites for a Mobile Offline Profile.