Software Development AI agent skills

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

• Matlab Code Reviewer

  by @zhnnky329

  Review, run, debug, and verify approved MATLAB or Beita Tianyuan modeling code against its plan, data contract, method decision, compatibility constraints, and experiment outputs, saving one compact JSON review.

• Python Code Reviewer

  by @zhnnky329

  Review, run, debug, and verify approved Python modeling code against its code plan, data contract, method decision, risk conditions, and experiment outputs, saving one compact JSON review.

• Python Model Code Generator

  by @zhnnky329

  Generate and run minimal reproducible Python modeling code for the human-approved main method and usable baseline, saving compact experiment artifacts and a canonical run summary.

• Code Reviewer

  by @zhnnky329

  Detect whether approved modeling code is Python or MATLAB/Beita Tianyuan and route it to the matching reviewer using the compact named-check review contract.

• Time Zone Safety

  by @doccker

  当代码出现 LocalDate.now() / LocalDateTime.now() / Instant.now() / new Date() / Date.now() / time.Now() 等"当前时间"调用，或涉及周/月/日起点、跨时区比较、数据库时间字段时触发。防止生产环境时区漂移导致的统计错乱。

• Size Check

  by @doccker

  Review changed code for reuse, quality, and efficiency, then fix any issues found. Also scans project files for size limit violations.

• Async Task Pattern

  by @doccker

  当 API/任务可能执行超过 10 秒（批量数据处理、远程 API 批量调用、全表扫描、跨租户聚合）时触发。防止同步接口被网关 30s 超时切断、用户重复点击触发并发、状态缓存内存泄漏等问题。提供异步任务状态机标准模板。

• Redis Safety

  by @doccker

  当用户操作 Redis 相关代码（go-redis、Jedis、redis-py、ioredis）时触发。涵盖禁止 KEYS 命令、SCAN 替代、大 key 控制、Pipeline 批量、TTL 规范等安全与性能要点。

• Api Proxy Safety

  by @doccker

  网关/代理/WAF/CDN 中间件的安全关键词匹配实现规范，防止纯子串匹配误判正常响应内容中的技术术语（如 Cloudflare、502、error）

• Payment Callback Safety

  by @doccker

  当代码涉及支付回调、webhook 通知、notify_url、微信支付/支付宝回调处理时触发。防止回调伪造、重放攻击、金额篡改等支付安全问题。

• Storage Url Safety

  by @doccker

  当使用 MinIO/OSS/S3 等对象存储、设计文件上传下载功能时触发。提供存储 URL 策略选择规范，防止 URL 过期、访问失败等问题。

• Redis Safety

  by @doccker

  当用户操作 Redis 相关代码（go-redis、Jedis、redis-py、ioredis）时触发。提供 Redis 安全与性能规范。

• Api Design Safety

  by @doccker

  当设计或修改 REST API 响应结构、处理 API 返回值时触发。防止 API 设计缺陷导致的字段错位、类型歧义等问题。

• Field Mapping Safety

  by @doccker

  当重构涉及字段映射（dataIndex、枚举映射、类型转换）时触发。防止字段名推测错误，确保字段映射的正确性。

• Ruanzhu

  by @doccker

  当用户执行 /ruanzhu 命令或请求生成软著源代码文档时触发。提供软著源代码 DOCX 生成规范。

• Python Dev

  by @doccker

  Python 开发规范，包含 PEP 8 风格、类型注解、异常处理、测试规范等

• Cc Payment Callback Safety

  by @doccker

  支付回调/webhook 安全检查，防止回调伪造、重放攻击和金额篡改。

• Skill Installer

  by @doccker

  一键安装 cc-use-exp 配置体系到 Codex CLI

• Cc Time Zone Safety

  by @doccker

  时区安全检查，防止生产环境时区漂移导致的统计错乱。

• Explore Unknowns

  by @dzhng

  Guide the user through a quadrant walk that maps the unknowns of a task — open by listing the known knowns, then work through known unknowns, unknown knowns, and unknown unknowns one stage at a time, ending with a complete…

• Audit Agents

  by @dzhng

  Audit or rewrite AGENTS.md so it holds only lasting principles. Run it only when the user asks for it by name; never invoke it on your own.

• Write Spec

  by @dzhng

  Break large features into independently verifiable, human-reviewable slices under a feature directory in specs/. Use for risky or multi-step feature work that needs upfront questioning, API seams, browser-playable checkpoints,…

• Audit Choices

  by @dzhng

  Audit the choices an implementing agent made, not its diff — a pure decision audit that traces the session's history into a choices ledger, changes no code, and never blocks an unsupervised run. Working code still embeds…

• Eval Skills

  by @dzhng

  Eval and improve a skill against golden cases — run the target skill blind in a fresh, context-free subagent on each example input, grade the artifact against the expected outcome, and let the gaps drive the edits. Use when the…

• Review

  by @dzhng

  Closeout pass on a finished substantive change — sequence refactor-clean (shape), code-review (diff), and write-docs (docs) so all three run, in the order where each feeds the next. Use after implementing a slice or feature and…

• Write Docs

  by @dzhng

  Write and edit project docs (README/markdown) as a glossary of principles, not a mirror of the code. Use when creating or revising a README; when a doc enumerates exact scenes, scenarios, helpers, class ids, file lists, or…

• Refactor Clean

  by @dzhng

  Refactor cleanly instead of layering sediment. Use for rename requests, stale or misleading names, changed scope, or when a change reveals duplicated concepts, local adapters, obsolete owners, redundant inputs or guards,…

• Codex

  by @dzhng

  Use the local Codex CLI as an independent second agent. Two branches — (1) proactively run `codex review` for a second opinion after completing a substantive change, before presenting it as done or committing; (2) delegate a…

• Write Tests

  by @dzhng

  Write tests that pin real behavior instead of implementation details, config values, or lucky samples. Use when adding tests for new behavior, writing a regression test, fixing a brittle or flaky test, reviewing a test diff, or…

• Renderer

  by @dzhng

  Architecture rules for GPU rendering with TypeGPU/WebGPU — games, data visualisation, canvases, any app that draws with the GPU. Use when adding or changing passes, shaders, buffers, textures, pipelines, frame orchestration, GPU…

• Claude

  by @dzhng

  Use Claude Code as an independent `claude -p` subagent when the user explicitly asks for Claude, wants a second-agent opinion from Claude, or asks to delegate a well-scoped task to Claude. Supports selecting `--model` and…

• Implement Spec

  by @dzhng

  Implement an existing spec through committed passes. Use for long or multi-pass specs that need maintenance checkpoints to periodically clean code, handoffs, priorities, and plan bloat before drift accumulates.

• Code Review

  by @dzhng

  Review changed code for naming, stale references, unnecessary complexity, and comment quality. Use after completing implementation work, before committing, or when the user asks to review or audit code.

• Handoff Spec

  by @dzhng

  Hand a spec that is mid-implementation to another machine or another agent.

• Consulting Pptx Skill

  by @carnot-tech

  スライド設計規約 slide-rules.md（実務レビュー由来・約80項目の正典）を核に、経営会議品質のスライドを作るスキル。作成前に規約を読み、HTMLパーツ集（基本27＋追加35の62型）から該当パーツをコピーして組み、規約の範囲で型に囚われず調整し、check_deck.py の機械チェック FAIL 0…

• Esm

  by @wu-yc

  Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when…

• Tooluniverse Gwas Snp Interpretation

  by @wu-yc

  Interpret genetic variants (SNPs) from GWAS studies by aggregating evidence from multiple databases (GWAS Catalog, Open Targets Genetics, ClinVar). Retrieves variant annotations, GWAS trait associations, fine-mapping evidence,…

• Tooluniverse Gwas Trait To Gene

  by @wu-yc

  Discover genes associated with diseases and traits using GWAS data from the GWAS Catalog (500,000+ associations) and Open Targets Genetics (L2G predictions). Identifies genetic risk factors, prioritizes causal genes via…

• Tooluniverse Gwas Finemapping

  by @wu-yc

  Identify and prioritize causal variants at GWAS loci using statistical fine-mapping and locus-to-gene predictions. Computes posterior probabilities for causal variants, links variants to genes via L2G predictions, annotates…

• Hypogenic

  by @wu-yc

  Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines…

• Pylabrobot

  by @wu-yc

  Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows,…

• Matchms

  by @wu-yc

  Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for…

• Scvi Tools

  by @wu-yc

  Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced…

• Gget

  by @wu-yc

  Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST searches, AlphaFold structures, enrichment analysis. Best for interactive exploration, simple queries. For batch processing or…

• Kegg Database

  by @wu-yc

  Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for…

• Uniprot Database

  by @wu-yc

  Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct…

• Brenda Database

  by @wu-yc

  Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis.

• Gwas Database

  by @wu-yc

  Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology and polygenic risk scores.

• Metabolomics Workbench Database

  by @wu-yc

  Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.

• Scikit Bio

  by @wu-yc

  Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.

• Gene Database

  by @wu-yc

  Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.

• Ensembl Database

  by @wu-yc

  Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP predictions, for genomic research.

• Labarchive Integration

  by @wu-yc

  Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.

• String Database

  by @wu-yc

  Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.

• Cobrapy

  by @wu-yc

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

• Wechat Article To Markdown

  by @jackwener

  Fetch WeChat Official Account (微信公众号) articles from mp.weixin.qq.com and convert to Markdown. 微信文章转 Markdown 工具。

• Dx Code Analyzer Custom Rule Create

  by @forcedotcom

  Create custom Code Analyzer rules for Regex (pattern matching), PMD (XPath/AST for Apex and metadata XML), and ESLint (LWC/JavaScript/TypeScript). Use when users want to enforce coding standards, ban patterns, detect hardcoded…

• Dx Code Analyzer Run

  by @forcedotcom

  Run Salesforce Code Analyzer to scan code for security, performance, best practice, and code style violations. Supports all engines (PMD, ESLint, CPD, RetireJS, Flow, SFGE, ApexGuru), targets (files, folders, git diff),…

• Platform Apex Generate

  by @forcedotcom

  Primary Apex authoring skill for class generation, refactoring, and review. ALWAYS ACTIVATE when the user mentions Apex, .cls, triggers, or asks to create/refactor a class (service, selector, domain, batch, queueable,…

• Experience Ui Bundle Localize

  by @forcedotcom

  MUST activate to localize / internationalize a uiBundles/*/src/ project (React or Angular): extract hardcoded user-facing strings into Custom Labels, wire a runtime i18n library over the Platform SDK backend, add labels for…

• Dx Code Analyzer Configure

  by @forcedotcom

  Set up, configure, and troubleshoot Salesforce Code Analyzer for any project. Handles installation, prerequisite checks, diagnosing broken setups, creating and editing code-analyzer.yml overrides, engine-specific settings,…

• Platform Apex Test Run

  by @forcedotcom

  Apex test execution, coverage analysis, and test-fix loops with 120-point scoring. Use when the user runs Apex tests, checks code coverage, fixes failing tests, or touches *Test.cls / *_Test.cls files. DO NOT TRIGGER when…

• Orchestration

  by @numman-ali

  Multi-agent orchestration for complex tasks. Use when tasks require parallel work, multiple agents, or sophisticated coordination. Triggers include requests for features, reviews, refactoring, testing, documentation, or any work…

• Platform Apex Logs Debug

  by @forcedotcom

  Salesforce debug log analysis and troubleshooting with 100-point scoring. TRIGGER when: user analyzes debug logs, hits governor limits, reads stack traces, or touches .log files from Salesforce orgs. DO NOT TRIGGER when: running…

• Experience Ui Bundle App Coordinate

  by @forcedotcom

  MUST activate when the user wants to build, create, or generate a React application, React app, web application, single-page application (SPA), or frontend application — even if no project files exist yet. MUST also activate…

• Experience Ui Bundle Salesforce Data Access

  by @forcedotcom

  MUST activate whenever a uiBundles/*/src/ project reads, writes, or displays Salesforce data — INCLUDING building a page, list, table, card grid, dashboard, or form that shows, filters, counts, or edits records of any object…

• Dx Devops Test Pipeline Configure

  by @forcedotcom

  Configures DevOps Center pipeline testing infrastructure: enables a test provider so its suites become available, re-syncs a configured provider to pull in new suites, or creates a quality gate with rules on a stage. Routes by…

• Experience Ui Bundle Agentforce Client Generate

  by @forcedotcom

  Use this skill when the user asks to add, embed, integrate, configure, style, or remove an agent, chatbot, chat widget, conversation client, or AI assistant in a UI Bundle project (React or Angular). TRIGGER when: project…

• Dx Devops Pipeline Manage

  by @forcedotcom

  Use this skill to manage the full lifecycle of a DevOps Center pipeline — list all pipelines, get a single pipeline's details, create a new pipeline linked to a Git repository, add or remove stages, rename a stage, add or remove…

• Platform Apex Test Generate

  by @forcedotcom

  Use to generate and validate Apex test classes with TestDataFactory patterns, bulk testing (251+ records), mocking, assertions, and disciplined test-fix loops. Use when creating Apex test classes (for triggers, services,…

• Dx Devops Test Suite Assignments Configure

  by @forcedotcom

  Recommends and manages DevOps Center test suite assignments for pipeline stages. Mode A analyzes a commit diff against assigned suite metadata to recommend relevant existing suites and flag coverage gaps (pure reasoning). Modes…

• Dx Devops Conflict Resolve

  by @forcedotcom

  Use this skill to diagnose and resolve what blocks a DevOps Center promotion of a work item's feature branch: Git merge conflicts and deployment failures. DevOps Center is Git-backed, so overlapping metadata changes surface as…

• Experience Lds Best Practices Apply

  by @forcedotcom

  Use when reviewing or implementing Lightning Data Service best practices in an LWC (.js, .html, .js-meta.xml) — UIAPI vs Apex, refreshApex / notifyRecordUpdateAvailable, @salesforce/schema imports, LDS record-form data patterns.…

• Experience Ui Bundle Mfa Configure

  by @forcedotcom

  Configure Multi-Factor Authentication (MFA) for Salesforce Experience Site users. TRIGGER when: user wants to enable MFA on a community, enforce two-factor authentication for portal users, add MFA to a React Experience Site /…

• Platform Trust Archive Manage

  by @forcedotcom

  ALWAYS USE THIS SKILL for anything involving Salesforce Archive (also called Trusted Services Archive) — search, view, unarchive, analyze, mask, and erase (RTBF) archived records via the Archive Connect API, and reading archive…

• Experience Ui Bundle 2gp Deploy

  by @forcedotcom

  MUST activate when the user wants to package, distribute, or install/upgrade/uninstall/promote a UI Bundle as a Salesforce second-generation (2GP) package (project may contain uiBundles/ or sfdx-project.json for packaging tasks;…

• Experience Ui Bundle Metadata Generate

  by @forcedotcom

  Use this skill when adding a front-end React UI bundle to an existing project or configuring UI bundle metadata and config files. TRIGGER when: adding or scaffolding a new UI bundle inside a project that already exists; running…

• Experience Lwc Typescript Migrate

  by @forcedotcom

  Use when converting an existing JavaScript Lightning Web Component (.js, .html, .css) to TypeScript with full type annotations and a matching `.d.ts` file that exposes only the component's `@api` surface. TRIGGER when the user…

• Experience Content Media Stock Image Search

  by @forcedotcom

  Searches for and downloads ethically-licensed stock images via the media-management MCP server. Use this skill whenever a user wants an image, photo, or picture — for BOTH requests to find existing imagery ("find a stock image",…

• Commerce B2b Open Code Components Replace

  by @forcedotcom

  Map OOTB Salesforce B2B Commerce component definitions to open source `site:` equivalents, or replace those definitions in site metadata `content.json` files. Use this skill for lookup-only and replacement workflows. TRIGGER…

• Dx Devops Work Item Manage

  by @forcedotcom

  Use this skill to manage the full lifecycle of DevOps Center work items — list, create, update, commit changes, perform status transitions, and create pull requests. Update fields like subject, description, and status. Commit…

• Commerce B2b Open Code Components Integrate

  by @forcedotcom

  Integrate the official Salesforce B2B Commerce open source component library from GitHub into an existing store's site metadata. Use this skill to copy the library's components and labels so they become available in Experience…

• Platform Environment Validate

  by @forcedotcom

  Validate and configure the local Salesforce development environment. Runs a prerequisite scan across required tools with per-tool status and offers to install or update missing items. Use when the user asks to 'check my setup',…

• Platform Apex Anonymous Run

  by @forcedotcom

  Runs anonymous Apex against the connected org (.apex file or pasted snippet), capturing the debug log, surfacing errors. Triggers on "run this anonymous apex", "execute this script against my org", "what does this code return",…

• Platform Lsp Integrate

  by @forcedotcom

  Reference/contract for the Salesforce LSP MCP tools and unavailability handling. Use when asking how to use the LSP, which tools exist, what apex.diagnostics / validate_soql / complete_soql do, why a tool errors with…

• Experience Ui Bundle File Upload Generate

  by @forcedotcom

  MUST activate when the project contains a uiBundles/*/src/ directory and the task involves uploading, attaching, or dropping files. Use this skill when adding file upload functionality to a UI bundle app. Provides progress…

• Platform Lightning App Coordinate

  by @forcedotcom

  Build complete Salesforce Lightning Experience applications from natural language descriptions. Use this skill when a user requests a "complete app", "Lightning app", "business solution", "management system", or describes a…

• Platform Capability Search

  by @forcedotcom

  Use this when someone says I don't know where to start or help me get going, asks where am I? in the six-stage journey, requests on-demand org feature detection for Data 360, OmniStudio, or DevOps Center, or asks what could help…

• Asc Whats New Writer

  by @rorkai

  Generate engaging, localized App Store release notes (What's New) from git log, bullet points, or free text using canonical metadata under `./metadata`. Optionally pairs with promotional text updates.

• Asc Shots Pipeline

  by @rorkai

  Orchestrate iOS screenshot automation with xcodebuild/simctl for build-run, AXe for UI actions, JSON settings and plan files, Koubou-based framing (`asc screenshots frame`), and screenshot upload (`asc screenshots upload`). Use…

• Asc Ad Hoc Distribution

  by @rorkai

  Prepare, publish, resume, and verify private iOS release-testing installs with asc distribute. Use when distributing an IPA to registered devices outside TestFlight, reconciling ad hoc profiles, publishing through caller-owned…

• Asc Analytics Reports

  by @rorkai

  Collect, download, and verify App Store Connect Analytics reports with asc. Use when users need to discover analytics report requests, select report instances by processing date or granularity, download every segment, or verify…

• Asc Crash Triage

  by @rorkai

  Triage TestFlight crashes, beta feedback, and performance diagnostics using asc. Use when the user asks about TF crashes, TestFlight crash reports, beta tester feedback, app hangs, disk writes, launch diagnostics, or wants a…

• Asc Notarization

  by @rorkai

  Archive, export, and notarize macOS apps using xcodebuild and asc. Use when you need to prepare a macOS app for distribution outside the App Store with Developer ID signing and Apple notarization.

• Asc Screenshot Resize

  by @rorkai

  Resize and validate App Store screenshots with current asc screenshot-size data and macOS sips. Use when preparing or fixing screenshots for App Store Connect submission.

• Asc Build Lifecycle

  by @rorkai

  Track build processing, find latest builds, and clean up old builds with asc. Use when managing build retention or waiting on processing.

• Payment Assistant

  by @binance

  Binance Pay Assistant - Send and Receive crypto payments. Send: QR code payment from Funding Wallet (C2C + PIX). Use when user wants to buy/purchase/pay/transfer/send, confirm/cancel payment, or query order status. Requires QR…

• Analytics Tracking

  by @LeoYeAI

  When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google Analytics," "conversion tracking," "event tracking," "UTM parameters," "tag…

• Paywall Upgrade Cro

  by @LeoYeAI

  When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade screen," "upgrade modal," "upsell," "feature gate," "convert free…

• Signup Flow Cro

  by @LeoYeAI

  When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "registration friction," "signup form optimization," "free trial signup,"…