Software Development AI agent skills

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

• Docs Guard

  by @amElnagdy

  Review generated or changed documentation before it ships — READMEs, API references, docstrings, PHPDoc/JSDoc, changelogs, tutorials, and doc sites. Best used reactively after an agent writes or edits docs, after code changes…

• Woo Guard

  by @amElnagdy

  Review generated or changed WooCommerce code — extensions, payment and shipping integrations, checkout customizations, and order/product logic — before it ships. Best used reactively after an agent writes, edits, or reviews code…

• Test Guard

  by @amElnagdy

  Review generated or changed test code against universal testing rules before it ships. Best used reactively after an agent writes, edits, generates, or refactors tests, before presenting, committing, or merging them. Use for…

• Spice

  by @aklofas

  Run automatic SPICE simulations on subcircuits detected from KiCad schematic analysis — validates filter frequencies, divider ratios, opamp gains, LC resonance, and crystal load capacitance. Supports ngspice, LTspice, and Xyce…

• Emc

  by @aklofas

  EMC pre-compliance risk analysis for KiCad PCB designs — 18 check categories, 44 rule IDs covering ground planes, decoupling, I/O filtering, switching harmonics, clock routing, differential pair skew, board edge radiation, PDN…

• Threejs Earth Render

  by @vibe-motion

  Clone or update https://github.com/vibe-motion/threejs-earth and render the Three.js Earth route animation with Puppeteer frame capture. Use when users ask for 三维地球航线动画, Three.js Earth, 地球飞线, globe route animation, or exporting…

• Procedural Fish Render

  by @vibe-motion

  Clone or update https://github.com/vibe-motion/procedural-fish and render procedural-fish animation to a video using the project's own render command. Use when the user asks to render 程序鱼/procedural fish, export a 程序鱼视频, or run…

• Spartan

  by @alexgreensh

  Answer in the terse, zero-warmth Spartan style for the rest of this chat.

• Tty7

  by @l0ng-ai

  Drive the tty7 terminal workbench from the shell with the `tty7` binary — list workspaces/tabs/panes, split a pane, send text or keystrokes into one, capture what is on a pane's screen, run a command in a real PTY and pass its…

• Greploop Apps

  by @michaelshimeles

  Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments. Identical to greploop, but triggers reviews by tagging…

• Greploop

  by @michaelshimeles

  Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments. Triggers Greptile review, fixes all actionable comments,…

• Code Structure

  by @michaelshimeles

  Use when multiple workflows duplicate the same operational logic, when deciding what belongs in actions vs shared services, or when refactoring repeated operational blocks across domain flows. Use when adding new features that…

• New Feature

  by @michaelshimeles

  Start a new task in an isolated Git worktree branched from origin/main so multiple agents can work on the same repo in parallel without conflicts. Use at the beginning of every new feature, fix, or task — before writing any code.

• Unslop

  by @michaelshimeles

  Cut AI tells from text you write or edit for a human reader (commit messages, PR titles and bodies, docs, code comments, replies). Apply before committing, posting, or sending; leave prose you didn't touch alone.

• Onelake Catalog Govern Cli

  by @microsoft

  Governs Microsoft Fabric OneLake catalog health, protection, and trust through Fabric Admin, Core, and Power BI REST APIs. Use for tenant or owner-scoped audits and guarded remediation of domains, workspace assignment, capacity,…

• Stitch Videos Ffmpeg

  by @gooseworks-ai

  Stitch video segments with ffmpeg concat, xfade, overlay, audio mux, and export settings, and trim a source into named clips at exact windows (trim_clips.py). Ships montage.py, a free montage assembler (python3 + ffmpeg, no…

• Semantic Model Authoring

  by @microsoft

  Manages Power BI semantic models, including tables, columns, measures, relationships, field parameters, DAX, Import, DirectQuery and Direct Lake designs, sources, connections, permissions, refresh, and deployment. Load this…

• Footage Cutlist

  by @gooseworks-ai

  Watch a brand's own product footage (screen recording, product film), pick the moment that proves each line with the user, and render those picks as a product layer — free, local. survey.py turns footage into timestamped contact…

• Variable Library Cli

  by @microsoft

  Manages Fabric Variable Library items, including definitions, libraryVariables and valueSets overrides. Covers which consumers can reference a variable and with what syntax -- pipelines, notebooks via notebookutils…

• Git Integration Operations Cli

  by @microsoft

  Runs the Fabric Git integration lifecycle through fab api or az rest, including connecting a workspace to Azure DevOps or GitHub, committing, updating from Git, reading sync status, resolving conflicts, disconnecting a connected…

• Deployment Pipelines Authoring Cli

  by @microsoft

  Manages Fabric deployment pipelines for ALM promotion across dev, test, and prod stages, including stage creation, workspace assignment, selective forward or backward deploys, operation polling, stage role assignments, and the…

• Landing Page Intel

  by @gooseworks-ai

  Extract competitor and customer intelligence from any company's landing page HTML. Discovers tech stack, analytics tools, ad pixels, customer logos, SEO metadata, CTAs, hidden elements, and more. No API keys required.

• Sponsored Newsletter Finder

  by @gooseworks-ai

  Discover newsletters in a target niche relevant to your ICP, evaluate audience fit, estimate reach and CPM, and output a ranked shortlist of sponsorship opportunities. Uses web search to find newsletters, then scores each…

• Fabriciq

  by @microsoft

  Answers natural-language business questions over existing Power BI reports and semantic models through the FabricIQ MCP endpoint, discovering artifacts, resolving entities, generating the DAX itself, and returning a…

• Aamas Experiments

  by @brycewang-stanford

  Use when designing or auditing AAMAS experiments - self-play and population-based training, opponent selection, equilibrium and regret metrics, game-theoretic simulations, ablations, seeds, hyperparameters, compute, and…

• Acmmm Review Process

  by @brycewang-stanford

  Use when reasoning about the ACM MM (ACM Multimedia) review pipeline — thematic-area routing to reviewers and area chairs, the OpenReview double-blind process and its single-blind track exceptions, the optional anonymous…

• Acl Topic Selection

  by @brycewang-stanford

  Use when deciding whether a project fits ACL versus EMNLP, NAACL, EACL, TACL, Computational Linguistics, COLM, or an ML venue, covering contribution typing for NLP work, long-versus-short paper choice, the annual theme track,…

• Acl Submission

  by @brycewang-stanford

  Use when auditing an ACL submission before an ACL Rolling Review cycle deadline, covering long/short paper page budgets, the mandatory Limitations section, Responsible NLP checklist, anonymized PDFs and supplements, preprint…

• Ccs Artifact Evaluation

  by @brycewang-stanford

  Use when packaging ACM CCS artifacts for the artifact-evaluation committee and the ACM badges — Artifacts Available, Artifacts Evaluated Functional, Artifacts Evaluated Reusable, and Results Reproduced — covering what security…

• Acl Supplementary

  by @brycewang-stanford

  Use when organizing appendices and supplementary material for an ACL paper under ACL Rolling Review, covering the mandatory Limitations and optional ethics sections, appendices after references, anonymized software and data…

• Ccs Experiments

  by @brycewang-stanford

  Use when designing or auditing ACM CCS experiments, attack demonstrations, adaptive-attack defense evaluations, security measurements, baselines, overhead and cost reporting, ablations, and claim-to-evidence fit, with emphasis…

• Aaai Experiments

  by @brycewang-stanford

  Use when designing or auditing AAAI experiments for the broad-AI program committee, including baselines, ablations, statistical significance, robustness, human evaluation, AI-for-Social-Impact and alignment/safety evidence,…

• Aaai Artifact Evaluation

  by @brycewang-stanford

  Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance artifact releases without violating double-blind or immutable-supplement rules.

• Aaai Review Process

  by @brycewang-stanford

  Use when explaining or planning around AAAI's two-phase review process, Phase 1 rejection risk, Phase 2 additional reviews, AI-assisted review pilot, author feedback, SPC/AC discussion, and final decisions.

• Paper Reader

  by @huangkiki

  Use when user asks to "read paper", "analyze paper", "summarize paper", "读论文", "分析文献", "帮我看一下这篇paper", "论文笔记", or provides a PDF file that appears to be an academic paper. Specialized for CV/DL papers. Also supports Zotero…

• Github Trending

  by @huangkiki

  抓取 GitHub 上 star 涨得最快的项目（Trending 榜），打分标注是否与研究方向相关， 生成 Obsidian 笔记到 GitHubTrending 文件夹。默认周榜。 触发词："GitHub 周榜"、"star 涨得最快"、"过去一周 GitHub 热门"、"GitHub trending"、 "看看这周 GitHub 上火了什么"、"GitHub 日榜"、"GitHub 月榜"

• Daily Papers Review

  by @huangkiki

  论文点评（3 步流水线的第 2 步）。读取富化后的论文数据，扫描笔记库，生成有态度的推荐点评， 保存推荐文件到 Obsidian，更新 history；git 自动化默认关闭。 触发词："论文点评"、"跑一下论文点评"

• Daily Papers Notes

  by @huangkiki

  论文笔记生成（3 步流水线的第 3 步）。补充概念库，为推荐论文生成完整笔记， 链接回填到推荐文件；目录页默认自动刷新，git 自动化默认关闭。 触发词："批量笔记"、"跑一下论文笔记"

• Daily Papers Fetch

  by @huangkiki

  论文抓取（3 步流水线的第 1 步）。抓取 arXiv + HuggingFace 最新论文，打分筛选，富化信息， 输出到 /tmp/daily_papers_enriched.json 供后续 skill 使用。 触发词："论文抓取"、"跑一下论文抓取" 支持多天模式："过去3天论文推荐"、"过去一周论文推荐"、"过去一周的论文"、"抓 3 天的论文"、"最近5天"

• Generate Mocs

  by @huangkiki

  重新生成 Obsidian 里的目录页 / 导航页（MOC）。 当用户说“更新索引”“更新论文和概念目录”“刷新论文和概念目录”“刷新MOC”时使用。

• Swarm

  by @langchain-ai

  Dispatches many independent items in parallel: create a table, fan out to subagents, aggregate results. One row = one unit of work.

• Langgraph Fundamentals

  by @langchain-ai

  INVOKE THIS SKILL when writing ANY LangGraph code. Covers StateGraph, state schemas, nodes, edges, Command, Send, invoke, streaming, and error handling.

• Managed Deep Agents

  by @langchain-ai

  INVOKE THIS SKILL when building, testing, or deploying Managed Deep Agents in LangSmith with the mda CLI. Walks a user through their first agent end to end — interviewing them about what they want to build, mapping it onto what…

• Langchain Dependencies

  by @langchain-ai

  INVOKE THIS SKILL when setting up a new project or when asked about package versions, installation, or dependency management for LangChain, LangGraph, LangSmith, or Deep Agents. Covers required packages, minimum versions,…

• Langchain Middleware

  by @langchain-ai

  INVOKE THIS SKILL when you need human-in-the-loop approval, custom middleware, or structured output. Covers HumanInTheLoopMiddleware for human approval of dangerous tool calls, creating custom middleware with hooks, Command…

• Langgraph Persistence

  by @langchain-ai

  INVOKE THIS SKILL when your LangGraph needs to persist state, remember conversations, travel through history, or configure subgraph checkpointer scoping. Covers checkpointers, thread_id, time travel, Store, and subgraph…

• Langgraph Human In The Loop

  by @langchain-ai

  INVOKE THIS SKILL when implementing human-in-the-loop patterns, pausing for approval, or handling errors in LangGraph. Covers interrupt(), Command(resume=...), approval/validation workflows, and the 4-tier error handling strategy.

• Deepagents Typescript Quickstart

  by @langchain-ai

  Scaffold a minimal local Deep Agent in TypeScript by following the official quickstart, using provider-native web search instead of Tavily. Use when the user wants to quickly build or try a Deep Agent locally.

• Deep Agents Memory

  by @langchain-ai

  INVOKE THIS SKILL when your Deep Agent needs memory, persistence, or filesystem access. Covers StateBackend (ephemeral), StoreBackend (persistent), FilesystemMiddleware, and CompositeBackend for routing.

• Langchain Rag

  by @langchain-ai

  INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. Covers document loaders, RecursiveCharacterTextSplitter, embeddings (OpenAI), and vector stores (Chroma, FAISS, Pinecone).

• Langgraph Cli

  by @langchain-ai

  INVOKE THIS SKILL when using the langgraph CLI to scaffold, develop, build, or deploy LangGraph applications. Covers langgraph new, dev, build, up, deploy, and langgraph.json configuration.

• Langchain Typescript Quickstart

  by @langchain-ai

  Scaffold a minimal local LangChain agent in TypeScript by following the official quickstart. Use when the user wants to quickly build or try a LangChain agent locally.

• Langgraph Typescript Quickstart

  by @langchain-ai

  Scaffold a minimal local LangGraph agent in TypeScript by following the official quickstart. Use when the user wants to quickly build or try a LangGraph agent locally.

• Langchain Python Quickstart

  by @langchain-ai

  Scaffold a minimal local LangChain agent in Python by following the official quickstart. Use when the user wants to quickly build or try a LangChain agent locally.

• Langgraph Python Quickstart

  by @langchain-ai

  Scaffold a minimal local LangGraph agent in Python by following the official quickstart. Use when the user wants to quickly build or try a LangGraph agent locally.

• Deep Agents Orchestration

  by @langchain-ai

  INVOKE THIS SKILL when using subagents, task planning, or human approval in Deep Agents. Covers SubAgentMiddleware, TodoList for planning, and HITL interrupts.

• Deep Agents Core

  by @langchain-ai

  INVOKE THIS SKILL when building ANY Deep Agents application. Covers create_deep_agent(), harness architecture, SKILL.md format, and configuration options.

• Langchain Fundamentals

  by @langchain-ai

  Create LangChain agents with create_agent, define tools, and use middleware for human-in-the-loop and error handling.

• Moai Workflow Testing

  by @modu-ai

  Use when writing tests, measuring coverage, or running characterization, performance, or PR-review QA. Comprehensive specialist combining DDD testing, characterization tests, performance profiling, and TRUST 5 quality-assurance…

• Moai Foundation Core

  by @modu-ai

  Provides MoAI-ADK foundational principles including TRUST 5 quality framework, SPEC-First DDD methodology, delegation patterns, progressive disclosure, agent catalog reference, and token budget management (absorbed from…

• Moai Workflow Worktree

  by @modu-ai

  Git worktree management for parallel SPEC development with isolated workspaces, automatic branch registration, and seamless MoAI-ADK integration. Use when setting up parallel development environments.

• Moai Foundation Thinking

  by @modu-ai

  Unified thinking toolkit: Creative frameworks (Critical Evaluation, Diverge-Converge, Deep Questioning), First Principles reasoning (absorbed from moai-foundation-philosopher), and Adaptive Thinking via the `ultrathink` keyword.…

• Moai Workflow Spec

  by @modu-ai

  SPEC workflow orchestration with EARS format requirements, acceptance criteria, and Plan-Run-Sync integration for MoAI-ADK development. Use when creating SPEC documents or defining acceptance criteria.

• Moai Foundation Quality

  by @modu-ai

  TRUST 5 quality principles and how MoAI enforces them through agents, the 3-level harness, /moai gate, and sync-auditor scoring. Use for code review, quality gate checks, coverage targets, or TRUST 5 compliance.

• Hns Lsel Applier

  by @modu-ai

  Local Self-Evolution Loop (LSEL) APPLY engine — the playback-only consumer of approved decision.json records that drives `.moai/hooks/lsel-apply.sh` for the GOOS-local PROPOSE→APPLY seam closure (SPEC-LSEL-LOCAL-EVOLUTION-001…

• Moai Workflow Docs Claim Check

  by @modu-ai

  Read-only check of whether the claims a public-facing document makes (README, release notes, install and usage guides) are supported by user-supplied evidence. Runs Preflight, Claim Triage, and Validation, splits composite…

• Moai Workflow Loop

  by @modu-ai

  Ralph Engine - Automated feedback loop with LSP diagnostics and AST-grep integration for continuous code quality improvement. Use when implementing error-driven development, automated fixing, or continuous quality validation…

• Moai Workflow Tdd

  by @modu-ai

  Test-Driven Development workflow specialist using RED-GREEN-REFACTOR cycle for test-first software development. Use when developing new features from scratch or when behavior specification drives implementation.

• Hns Moaiadk Best Practices

  by @modu-ai

  moai-adk-go best-practices reference for the 4 harness specialists (cli-template-specialist, quality-specialist, workflow-specialist, hook-ci-specialist). Covers TRUST 5 gates, Go test isolation (t.TempDir, no OTEL env in…

• Hns Moaiadk Patterns

  by @modu-ai

  moai-adk-go domain-patterns reference for the 4 harness specialists (cli-template-specialist, quality-specialist, workflow-specialist, hook-ci-specialist). Covers the CLI/template/config/hook/spec subsystem architecture, key…

• Moai Ref Cross Model Audit

  by @modu-ai

  Cross-model audit convergence reference for the plan-auditor and sync-auditor agents. Documents how to invoke the `audit_multi` MCP tool to fan a code review out across the Claude subscription, codex, and GLM (z.ai) backends,…

• Moai Ref Aside Browser

  by @modu-ai

  Safe-use reference for the optional Aside browser agent (the `aside` command-line tool and its MCP server), which works inside the operator's own logged-in browser. Covers when the orchestrator may use it, how its permission…

• Moai Lane Watchdog

  by @modu-ai

  One lane stall watchdog iteration: measure lane progress on three channels, classify the stall cause, apply the remedy or resolve the judgment through the decision ladder — instead of waiting on a reply — then record the outcome…

• Moai Ref React Patterns

  by @modu-ai

  React/Next.js component design patterns, state management strategies, and project structure reference for frontend development. Agent-extending skill that amplifies frontend domain work (spawned via Agent(general-purpose) with…

• Moai Ref Testing Pyramid

  by @modu-ai

  Test pyramid strategy, coverage targets, test patterns, and quality metrics reference. Agent-extending skill that amplifies manager-develop test-creation and quality-validation work with production-grade testing patterns. NOT…

• Moai Ref Git Workflow

  by @modu-ai

  Git workflow patterns, branch strategies, conventional commits, and PR templates reference for git operations. Agent-extending skill that amplifies manager-git expertise with production-grade git workflow patterns. NOT for: code…

• Verify

  by @modu-ai

  Pre-commit verification entry point. Claude Code 2.1.286+ instructs the model to run a skill named `verify` right before committing (docs-only and tests-only commits exempt); this thin wrapper delegates that call to the MoAI…

• Moai Domain Frontend

  by @modu-ai

  Frontend development specialist covering React 19, Next.js 16, Vue 3.5, and modern UI/UX patterns with component architecture. Use when building web UIs, implementing components, optimizing frontend performance, or integrating…

• Hns Moaiadk Dev Reference

  by @modu-ai

  moai-adk-go local dev reference — version management/release process (sec 5), shell-script hook development (sec 7), build & dev commands (sec 10). Load only when performing these specific tasks.

• Moai Workflow Ddd

  by @modu-ai

  Domain-Driven Development workflow specialist using ANALYZE-PRESERVE-IMPROVE cycle for behavior-preserving code transformation. Use when refactoring legacy code or reducing technical debt safely.

• Moai Gate

  by @modu-ai

  Run lint+format+type-check+test in parallel (pre-commit quality gate)

• Moai Codemaps

  by @modu-ai

  Scan codebase and generate architecture documentation in codemaps/

• Moai Mx

  by @modu-ai

  Scan codebase and add @MX code-level annotations for AI context

• Moai Sync

  by @modu-ai

  Synchronize documentation, codemaps, and create pull request

• Moai Review

  by @modu-ai

  Code review with security and @MX tag compliance check

• Xcode Build Orchestrator

  by @AvdLee

  Orchestrate Xcode build optimization by benchmarking first, running the specialist analysis skills, prioritizing findings, requesting explicit approval, delegating approved fixes to xcode-build-fixer, and re-benchmarking after…

• Spm Build Analysis

  by @AvdLee

  Analyze Swift Package Manager dependencies, package plugins, module variants, and CI-oriented build overhead that slow Xcode builds. Use when a developer suspects packages, plugins, or dependency graph shape are hurting clean or…

• Xcode Build Fixer

  by @AvdLee

  Apply approved Xcode build optimization changes following best practices, then re-benchmark to verify improvement. Use when a developer has an approved optimization plan from xcode-build-orchestrator, wants to apply specific…

• Xcode Compilation Analyzer

  by @AvdLee

  Analyze Swift and mixed-language compile hotspots using build timing summaries and Swift frontend diagnostics, then produce a recommend-first source-level optimization plan. Use when a developer reports slow compilation,…

• Xcode Project Analyzer

  by @AvdLee

  Audit Xcode project configuration, build settings, scheme behavior, and script phases to find build-time improvements with explicit approval gates. Use when a developer wants project-level build analysis, slow incremental…

• Xcode Build Benchmark

  by @AvdLee

  Benchmark Xcode clean and incremental builds with repeatable inputs, timing summaries, and timestamped `.build-benchmark/` artifacts. Use when a developer wants a baseline, wants to compare before and after changes, asks to…

• Review Pr

  by @sashiko-dev

  Performs scrutinizing code reviews against project standards (e.g., GEMINI.md) and design docs. Intelligently detects relevant design files, categorizes findings (Safety, Complexity, Style), and generates actionable diffs. Use…

• Sashiko Feature

  by @sashiko-dev

  Meta-skill for implementing new features. Guides the agent through requirement analysis, design doc lookup, codebase investigation, SOLID/DRY implementation in Rust, and iterative validation with Makefile checks. Use for feature…

• Why

  by @michael-denyer

  Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds. Discovers available MCPs and queries each evidence category (source control, issue tracker, long-form…

• Qimen Dunjia

  by @FANzR-arch

  奇门遁甲排盘、解盘、择时、方位判断与理论教学技能。用户明确提到奇门遁甲、时家奇门、 奇门排盘、奇门解盘、奇门择吉、方位选择、趋吉避凶，或要求“用奇门”分析一件具体事情时， 必须使用本技能。正式排盘前先做结构化访谈，再调用脚本完成固定计算，最后再做解读与建议。

• Interrogate

  by @michael-denyer

  Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart". Multiple LLM reviewers challenge changes from independent angles.

• Architect

  by @michael-denyer

  Sketch types, signatures, and module structure before code, then stay in the loop while implementation fills in. Use for /architect, 'architect this', 'design this', or non-trivial work where jumping to code would lock in the…

• Show Me Your Work

  by @michael-denyer

  Keep a reviewable decision trail for long-running or unattended work: a TSV log with one row per decision (what, why, evidence, result). Local by default; commit it when a reviewer needs the trail to trust the result. Use for…

• Create Verification Skill

  by @michael-denyer

  Generate a project-local verification skill that drives your app the way a user does — any language, framework, or platform. Use for /create-verification-skill, "make a control skill for this repo", "make a driver skill for this…

• How

  by @michael-denyer

  Use for "how does X work", code walkthroughs before changing something, and placement / ownership / layering questions ("where should this live", "which package owns this", "is this the right layer"). Explains subsystem…