Software Development AI agent skills

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

• Bioservices

  by @K-Dense-AI

  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…

• Astropy

  by @K-Dense-AI

  Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time systems, WCS, and cosmology. Use when implementing or debugging astronomical…

• Bulk Rnaseq

  by @K-Dense-AI

  End-to-end bulk RNA-seq orchestrator — takes raw FASTQ reads through QC and trimming (FastQC, fastp/Trim Galore), alignment and quantification (STAR, Salmon, featureCounts), assembles a gene-level counts matrix, then hands off…

• Arbor

  by @K-Dense-AI

  Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper. Use this whenever someone…

• Benchling Integration

  by @K-Dense-AI

  Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries. Use when automating lab data with benchling-sdk or the v2 API.

• Esm

  by @K-Dense-AI

  Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.

• Genomic Intelligence

  by @K-Dense-AI

  Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language models — no local GPU or model weights. Six tasks over a REST API and a hosted…

• Datalad

  by @K-Dense-AI

  Retrieve, version, and publish scientific datasets with DataLad and git-annex, and capture computational provenance with datalad run, rerun, and containers-run. Use when cloning or fetching data from OpenNeuro, DANDI,…

• Cobrapy

  by @K-Dense-AI

  Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.

• Adaptyv

  by @K-Dense-AI

  How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening…

• Codebase Design

  by @LibreChat-AI

  Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another…

• Improve Codebase Architecture

  by @LibreChat-AI

  Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.

• Hindsight Docs

  by @vectorize-io

  Complete Hindsight documentation for AI agents. Use this to learn about Hindsight architecture, APIs, configuration, and best practices.

• Hindsight Coding Agent

  by @vectorize-io

  How this machine's Hindsight coding-agent memory works — the plugin behind the banner. Use when the user says "store/remember this in hindsight", asks what the memory/knowledge pages are, wants to configure per-repo memory…

• Ship It

  by @vectorize-io

  Take a PR from review to merged — run the repo's code-review skill on it in a loop (review, fix, re-review) until nothing is left to fix, applying ALL fixes on the PR branch, wait for CI green, then squash-merge. Use when asked…

• Hindsight Self Hosted

  by @vectorize-io

  Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to a self-hosted Hindsight server. (user)

• Code Review

  by @vectorize-io

  Review changed code against project standards. Checks for missing tests, dead code, type safety, lint issues, and coding conventions. Run after completing any implementation work.

• Hindsight Cloud

  by @vectorize-io

  Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to Hindsight Cloud. (user)

• Hindsight Architect

  by @vectorize-io

  Expert memory architect. Understands your application, identifies where memory adds value, and produces an implementation plan with bank config, tag schema, and code.

• Hs Release

  by @vectorize-io

  Cut a core Hindsight release (vX.Y.Z) and open the changelog + blog PR. Use when asked to cut/start a release, bump the version, or publish a new Hindsight version.

• Hindsight Local

  by @vectorize-io

  Store user preferences, learnings from tasks, and procedure outcomes. Use to remember what works and recall context before new tasks. (user)

• Nature Paper To Patent

  by @Yuan1z0825

  Turn research papers or inventor materials into evidence-grounded Chinese invention patent drafts and technical disclosures. Use for 技术交底书、专利撰写、现有技术对比 and Chinese DOCX patent packages; not general manuscript writing.

• Nature Paper Card

  by @Yuan1z0825

  Build a structured deep-reading Paper Card for one scientific paper, analysing methods, experiment-to-claim evidence, limitations, and research ideas. Use for 论文精读卡、方法拆解、证据链分析; not full-paper bilingual translation or formal peer…

• Nature Data

  by @Yuan1z0825

  Draft or audit manuscript Data/Code Availability statements, dataset access routes, repository plans, and FAIR metadata. Use for 数据可用性声明、数据共享、数据仓库选择 and dataset citations; not general data cleaning or statistical analysis.

• Core

  by @vercel-labs

  Core agent-browser usage guide. Read this before running any agent-browser commands. Covers the snapshot-and-ref workflow, navigating pages, interacting with elements (click, fill, type, select), extracting text and data, taking…

• Derive Client

  by @vercel-labs

  Reverse-engineer a website's internal API by recording browser traffic into a HAR file, then generate a standalone client or CLI that calls the endpoints directly, with no browser needed after the first recording. Use when asked…

• Webmcp Gen

  by @vercel-labs

  Build and validate experimental WebMCP tools for an existing web page. Use when an agent needs to expose a site's real workflows as page tools, create webmcp.init.js, define deterministic checks, or compare WebMCP with…

• Find Bugs

  by @saadeghi

  Investigate reported or suspected bugs in this daisyUI monorepo, including proactive bug searches in packages/daisyui and packages/docs. Use when Codex must reproduce a defect, prove product impact, identify its root cause and…

• Pr Review

  by @saadeghi

  Review one or all open pull requests in saadeghi/daisyui with read-only GitHub data and isolated base-versus-PR checks. Use when Codex must verify a PR, find concrete regressions, decide whether it is safe to merge, and write a…

• Improve Animations

  by @emilkowalski

  Survey a codebase's animation and motion code as a senior motion advisor, then produce a prioritized audit and self-contained implementation plans for other agents (or cheaper models) to execute. Read-only on source code — it…

• Mobile Native

  by @emilkowalski

  Make a web app feel native on a phone — the small CSS and meta-tag fixes that separate "a website in a browser" from something that feels installed. Covers sticky hover states, tap highlight flashes, the 100vh bug, inputs that…

• Herdr Pre Release Audit

  by @herdrdev

  Audit herdr release readiness by comparing commits since the base release against next-release changelog and docs. Use when asked to run or apply the repo's pre-release audit, validate docs/next before release, inspect issue…

• Refactor

  by @luongnv89

  Систематичний рефакторинг коду на основі методології Мартіна Фаулера. Використовуйте, коли користувачі просять рефакторити код, покращити структуру коду, зменшити технічний борг, очистити застарілий код, усунути запахи коду…

• Refactor

  by @luongnv89

  Systematic code refactoring based on Martin Fowler's methodology. Use when users ask to refactor code, improve code structure, reduce technical debt, clean up legacy code, eliminate code smells, or improve code maintainability.…

• Code Review Specialist

  by @luongnv89

  Комплексне код-рев'ю з аналізом безпеки, продуктивності та якості. Використовуйте, коли користувачі просять переглянути код, проаналізувати якість коду, оцінити pull request, або згадують код-рев'ю, аналіз безпеки чи оптимізацію…

• Code Review Specialist

  by @luongnv89

  Comprehensive code review with security, performance, and quality analysis. Use when users ask to review code, analyze code quality, evaluate pull requests, or mention code review, security analysis, or performance optimization.

• Brand Voice

  by @luongnv89

  Ensure all communication matches brand voice and tone guidelines. Use when creating marketing copy, customer communications, public-facing content, or when users mention brand voice, tone, or writing style.

• Refactor

  by @luongnv89

  基于 Martin Fowler 方法论的系统化代码重构 skill。适用于用户请求重构代码、改进代码结构、减少技术债、清理旧代码、消除 code smell 或提升可维护性时。这个 skill 采用分阶段、带研究与计划的安全增量实施方式。

• Blog Draft

  by @luongnv89

  Draft a blog post from ideas and resources. Use when users want to write a blog post, create content from research, or draft articles. Guides through research, brainstorming, outlining, and iterative drafting with version control.

• Code Review Specialist

  by @luongnv89

  提供全面的代码审查能力，覆盖安全、性能和代码质量分析。适用于用户请求代码审查、代码质量评估、Pull Request 审查，或提到安全分析和性能优化时。

• Blog Draft

  by @luongnv89

  根据想法和资料撰写博客草稿。适用于用户想写博客、基于研究创建内容，或起草文章的场景。流程会引导你完成调研、头脑风暴、提纲编写和带版本控制的迭代撰写。

• Doc Generator

  by @luongnv89

  Генерація вичерпної, точної документації API з вихідного коду. Використовуйте при створенні або оновленні документації API, генерації специфікацій OpenAPI, або коли користувачі згадують документацію API, ендпоінти чи документацію.

• Doc Generator

  by @luongnv89

  Generate comprehensive, accurate API documentation from source code. Use when creating or updating API documentation, generating OpenAPI specs, or when users mention API docs, endpoints, or documentation.

• Refactor

  by @luongnv89

  Refactor code có hệ thống dựa trên phương pháp luận của Martin Fowler. Sử dụng khi người dùng yêu cầu refactor code, cải thiện cấu trúc code, giảm nợ kỹ thuật, dọn code legacy, loại bỏ code smells, hoặc cải thiện khả năng duy…

• Code Review Specialist

  by @luongnv89

  Review code toàn diện với phân tích bảo mật, hiệu suất, và chất lượng. Sử dụng khi người dùng yêu cầu review code, phân tích chất lượng code, đánh giá pull requests, hoặc đề cập đến review code, phân tích bảo mật, hoặc tối ưu…

• Blog Draft

  by @luongnv89

  Soạn thảo bài đăng blog từ ý tưởng và tài nguyên. Sử dụng khi người dùng muốn viết bài blog, tạo nội dung từ nghiên cứu, hoặc soạn thảo bài viết. Hướng dẫn qua nghiên cứu, động não, lập dàn ý, và soạn thảo lặp lại với kiểm soát…

• Claude Md

  by @luongnv89

  Tạo hoặc cập nhật các file CLAUDE.md theo các thực hành tốt nhất để onboarding tác nhân AI tối ưu

• Claude Md

  by @luongnv89

  Create or update CLAUDE.md files following best practices for optimal AI agent onboarding

• Doc Generator

  by @luongnv89

  从源代码生成全面且准确的 API 文档。适用于创建或更新 API 文档、生成 OpenAPI 规范，或在用户提到 API 文档、端点或说明时使用。

• Reverse Engineering

  by @zhaoxuya520

  Provides reverse engineering techniques. Use when the main job is to understand how a compiled, obfuscated, packed, or virtualized target works before exploiting or solving it, including binaries, APKs, WASM, firmware, custom…

• Js Reverse

  by @zhaoxuya520

  在使用 js-reverse-mcp 做前端 JavaScript 逆向时使用，适用于签名链路定位、页面观察取证、运行时采样、本地补环境复现与证据化输出。优先适配当前环境里的 js-reverse_* 工具，需要更强的浏览器/CDP/Hook 面时联动 jshookmcp。

• Ida Reverse

  by @zhaoxuya520

  IDA Pro 逆向分析辅助技能。当用户提到逆向、反编译、分析二进制/PE/ELF/APK/DLL/SO、破解、找密码、漏洞分析、病毒分析、firmware 固件分析，或需要分析 exe/dll/so/elf/macho/sys 等文件时，务必使用此技能。 Ensure to use this skill when the user wants to analyze any binary file, regardless of whether they…

• Edr Bypass Re

  by @zhaoxuya520

  逆向防御方实现 → 红队针对性绕过。把 EDR / Defender / AV 的 hook 表、ETW provider、AMSI 实现先逆向出来， 再写针对性的 unhook / 间接 syscall / ETW patch / call stack spoof。对照 MITRE ATT&CK T1562 防御规避。 触发关键词：EDR 绕过、AV bypass、免杀、unhook、direct syscall、indirect…

• Pwn Chain

  by @zhaoxuya520

  从逆向走到可用利用 (Working Exploit) 的全链路工程化方法。 适用场景：拿到了二进制 + 漏洞点 + 目标环境，需要写出一个能稳定打通的 exploit（不是只能本地复现一下、远程一打就崩的脚本）。 覆盖三大方向：栈溢出 / 堆利用 / 内核 pwn。强调"CTF 本地通 → 真实远程稳定打通"的工程差距：libc 版本错配、堆喷射时序、SMEP/SMAP/KASLR、栈对齐、远程缓冲。 核心工具链：pwntools +…

• Patch Diff Exploit

  by @zhaoxuya520

  N-day 补丁差分到利用。从厂商发布的补丁里反推漏洞点、写 PoC、做成可用的攻击模块。 适用场景：已知 CVE 编号但只有补丁没有 PoC、SRC/红队需要打击未及时更新的资产、N-day 武器化、Patch Tuesday 跟进。 核心方法：拿 before/after 二进制 → 对齐符号 → 二进制 diff → 看新增的安全检查反推 bug class → 写 PoC 触发漏洞。 触发关键词：N-day、Nday、补丁差分、patch…

• Mobile Reverse

  by @zhaoxuya520

  Use for authorized Android or iOS application reverse engineering and security testing, including APK or IPA analysis, runtime instrumentation, SSL pinning, and platform protection checks.

• Malware Analysis

  by @zhaoxuya520

  Use when analyzing suspected malware through static, dynamic, and behavioral techniques, including IOC extraction, YARA or Sigma rules, sandboxing, and anti-analysis behavior.

• Threat Intelligence

  by @zhaoxuya520

  Use for authorized OSINT and cyber threat intelligence that enriches IOCs, campaigns, impersonation, scams, or threat actors from public sources. Includes bounded X/Twitter search through Xquik, source preservation,…

• Hardware Security

  by @zhaoxuya520

  Use for authorized hardware and embedded interface security research including UART/JTAG discovery, debug pad triage, secure boot overview, and offline firmware extraction support.

• Go Rust Reverse

  by @zhaoxuya520

  Use for reverse engineering stripped Go and Rust binaries including runtime recognition, pclntab/moduel data recovery, panic strings, and idiomatic decompilation recovery.

• Ghidra Reverse

  by @zhaoxuya520

  Use for free/open reverse engineering with Ghidra (headless or GUI), including decompile, cross-refs, and optional Ghidra MCP workflows when IDA is unavailable.

• Thick Client

  by @zhaoxuya520

  Use for authorized security testing of desktop thick clients including local storage, update channels, IPC, traffic, and client-side trust boundaries.

• Dsl Vm Reverse

  by @zhaoxuya520

  Reverse JavaScript-based custom DSL/VM interpreters, non-standard WASM-like runtimes, and risk-control engines. Use when analyzing IIFE or switch-based opcode dispatchers, extracting instruction tables, recovering bytecode…

• Chakra Ui Builder

  by @chakra-ui

  Build responsive, accessible UI components and layouts using Chakra UI v3, install or configure Chakra UI in new and existing projects, and design scalable themes using tokens, semantic tokens, recipes, and slot recipes. Use…

• Chakra Ui Migrate

  by @chakra-ui

  Migrate Chakra UI projects from v2 to v3, covering package changes, codemods, provider setup, color mode, prop renaming, compound components, theming, recipes, and Next.js updates. Use this skill whenever a user is upgrading…

• Chakra Ui Refactor

  by @chakra-ui

  Review, convert, and improve UI code using Chakra UI v3. Use this skill whenever a user wants to review Chakra UI code for issues, convert plain HTML/CSS, Tailwind, CSS Modules, or styled-components to Chakra UI, clean up messy…

• Figma Use

  by @novuhq

  **MANDATORY prerequisite** — you MUST invoke this skill BEFORE every `use_figma` tool call. NEVER call `use_figma` directly without loading this skill first. Skipping it causes common, hard-to-debug failures. Trigger whenever…

• Prompt Engineering Patterns

  by @wshobson

  This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought", "structured prompting",…

• Modern Javascript Patterns

  by @wshobson

  Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iterators, generators, and functional programming patterns for writing clean, efficient JavaScript code. Use when…

• Nodejs Backend Patterns

  by @wshobson

  Build production-ready Node.js backend services with Express/Fastify, implementing middleware patterns, error handling, authentication, database integration, and API design best practices. Use when creating Node.js servers, REST…

• Openapi Spec Generation

  by @wshobson

  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.

• Grounded Vault

  by @wshobson

  Use when maintaining a durable Markdown knowledge store that agents compile from sources, when every number or quote in a wiki page must trace back to an immutable source, or when compiled pages need cheap drift detection…

• Connectivity Triage

  by @wshobson

  Use this skill when debugging active macOS connectivity failures, when an API or MCP service times out or disconnects, when DNS resolution is failing or inconsistent, or when video calls or other interactive traffic show packet…

• Javascript Testing Patterns

  by @wshobson

  Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fixtures, and test-driven development. Use when writing…

• Typescript Advanced Types

  by @wshobson

  Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications. Use when implementing complex type logic, creating reusable…

• Database Migration

  by @wshobson

  Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures. Use when migrating databases, changing schemas, performing data transformations, or implementing…

• Llm Evaluation

  by @wshobson

  Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation…

• Angular Migration

  by @wshobson

  Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code.

• React Native Architecture

  by @wshobson

  Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, implementing native integrations, or architecting React Native projects.

• React Modernization

  by @wshobson

  Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features. Use when modernizing React codebases, migrating to React Hooks, or upgrading to latest React versions.

• Nextjs App Router Patterns

  by @wshobson

  Master Next.js 14+ App Router with Server Components, streaming, parallel routes, and advanced data fetching. Use when building Next.js applications, implementing SSR/SSG, or optimizing React Server Components.

• Unity Ecs Patterns

  by @wshobson

  Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development. Use when building data-oriented games, optimizing performance, or working with large entity counts.

• Postmortem Writing

  by @wshobson

  Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documents, or improving incident response processes.

• Changelog Automation

  by @wshobson

  Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions.

• React State Management

  by @wshobson

  Master modern React state management with Redux Toolkit, Zustand, Jotai, and React Query. Use when setting up global state, managing server state, or choosing between state management solutions.

• Dependency Upgrade

  by @wshobson

  Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. Use when upgrading framework versions, updating major dependencies, or managing breaking changes in libraries.

• Novu Human

  by @novuhq

  Ask a human to decide (ask / approve / choose / tell) when the action is risky, irreversible, or a real multi-way choice — not for routine in-thread chat. Use novu_human on managed agents, ctx.ask/approve/choose/tell on…

• Loft

  by @Yeachan-Heo

  Loft the shape before cutting steel — answer a design question that prose cannot settle by building a throwaway artifact: a pure logic module in a clickable shell, or structurally different UI variants behind one route. The…

• Architecture Survey

  by @Yeachan-Heo

  Periodic architecture survey — walks the module graph and reports ranked deepening candidates (shallow modules, hypothetical seams, logic behind the wrong seam). Survey, not rescue: it finds candidates and hands them to the…

• Minimal Prose Discipline

  by @Yeachan-Heo

  Writing-time discipline for the prose an agent speaks to a human (replies, reports, pointers): a protected core never rewritten (code, commands, paths, errors, negators, numbers), filler dies, no narration, auto-clarity where…

• Diagram

  by @Yeachan-Heo

  Use the smallest visual when prose must carry structure—control flow, call depth, module ownership, or change shape: pseudocode, call tree, component/file tree, Mermaid diagram, or diff. Skip it when prose already answers the…

• Pr

  by @Yeachan-Heo

  Draft a PR body from OMC's paper trail — the smallest visual that proves the change, evidence consumed from the verify protocol (never re-collected), reversibility from the ADR test on the diff, glossary language throughout.

• Tdd

  by @Yeachan-Heo

  Test-first at pre-agreed seams — one test, one implementation, tracer-bullet red/green; independent expected values; substitutions only at the seam's boundary class; launch Phase 4 reference.

• Map

  by @Yeachan-Heo

  The yard's skill map — which skill owns which job, in delivery-loop order. Use when something needs doing but not which of the shipped skills owns it; the map routes, it never executes.

• Api Design Principles

  by @wshobson

  Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards.

• Parallel Feature Development

  by @wshobson

  Coordinate parallel feature development with file ownership strategies, conflict avoidance rules, and integration patterns for multi-agent implementation. Use this skill when decomposing a large feature into independent work…

• Context Driven Development

  by @wshobson

  Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md) in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing codebases, validates artifact…

• Saga Orchestration

  by @wshobson

  Implement saga patterns for distributed transactions and cross-aggregate workflows. Use this skill when implementing distributed transactions across microservices where 2PC is unavailable, designing compensating actions for…

• Architecture Patterns

  by @wshobson

  Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use this skill when designing clean architecture for a new microservice, when refactoring a monolith…

• Before You Build

  by @wshobson

  Pre-build product and feature risk review for founders, product managers, and AI-assisted builders. Use this skill when the user is about to build a landing page, MVP, SaaS product, internal tool, agent workflow, or major…