Software Development AI agent skills

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

• Github Evidence Kit

  by @gadievron

  Generate, export, load, and verify forensic evidence from GitHub sources. Use when creating verifiable evidence objects from GitHub API, GH Archive, Wayback Machine, local git repositories, or security vendor reports. Handles…

• Exploitability Validation

  by @gadievron

  Multi-stage pipeline for validating that vulnerability findings are real, reachable, and exploitable, preventing wasted effort on hallucinated findings, dead code paths, or findings with unrealistic preconditions.

• Code Understanding

  by @gadievron

  Provides adversarial code comprehension for security research, mapping architecture, tracing data flows, and hunting vulnerability variants to build ground-truth understanding before or alongside static analysis.

• Rr Debugger

  by @gadievron

  Deterministic debugging with rr record-replay. Use when debugging crashes, ASAN faults, or when reverse execution is needed. Provides reverse-next, reverse-step, reverse-continue commands and crash trace extraction.

• Function Call Tracing

  by @gadievron

  Instrument C/C++ with -finstrument-functions for execution tracing and Perfetto visualisation

• Audit

  by @gadievron

  Hypothesis-driven, tool-grounded security review of coverage gaps

• Github Archive

  by @gadievron

  Investigate GitHub security incidents using tamper-proof GitHub Archive data via BigQuery. Use when verifying repository activity claims, recovering deleted PRs/branches/tags/repos, attributing actions to actors, or…

• Github Wayback Recovery

  by @gadievron

  Recover deleted GitHub content using the Wayback Machine and Archive.org APIs. Use when repositories, files, issues, PRs, or wiki pages have been deleted from GitHub but may persist in web archives. Covers CDX API queries, URL…

• Github Commit Recovery

  by @gadievron

  Recover deleted commits from GitHub using REST API, web interface, and git fetch. Use when you have commit SHAs and need to retrieve actual commit content, diffs, or patches. Includes techniques for accessing "deleted" commits…

• Frida

  by @gadievron

  Dynamic instrumentation via Frida - attach to or spawn a process, load a JS hook script, capture send() events into a lifecycle-managed run directory. Supports local, USB-attached, and remote frida-server targets.

• Oss Forensics Orchestration

  by @gadievron

  Orchestrates multi-agent forensic investigations on public GitHub repositories, coordinating parallel evidence collection, hypothesis formation, verification, and report generation.

• Code Coverage With Gcov

  by @gadievron

  Add gcov code coverage instrumentation to C/C++ projects

• Causal Inference Mixtape

  by @brycewang-stanford

  This skill should be used when the user asks to "implement a DiD regression", "write a causal inference pipeline", "set up an event study", "implement instrumental variables", "run a regression discontinuity design", "build a…

• Bayesian Estimation

  by @brycewang-stanford

  This skill covers Bayesian estimation and inference in quantitative social science. Use when the user is specifying priors, running MCMC, diagnosing chain convergence, or reporting posterior summaries — including hierarchical…

• Causal Inference

  by @brycewang-stanford

  This skill covers causal inference methods in observational and quasi-experimental settings. Use when the user is implementing, choosing between, or debugging causal identification strategies — including instrumental variables,…

• Techdebt

  by @brycewang-stanford

  Find and fix technical debt including duplicated code, dead code, outdated patterns, and code smells. Run at the end of sessions to clean up.

• Code Simplifier

  by @brycewang-stanford

  Simplify and clean up code after changes are complete. Reduces complexity, improves readability, and ensures consistency.

• Commit Push Pr

  by @brycewang-stanford

  Commit changes, push to remote, and create a pull request. Use for completing features or fixes ready for review.

• Stata Regression

  by @brycewang-stanford

  Run regression analyses in Stata with publication-ready output tables.

• Econ Visualization

  by @brycewang-stanford

  Create publication-quality charts and graphs for economics papers.

• Python Panel Data

  by @brycewang-stanford

  Panel data analysis with Python using linearmodels and pandas.

• Latex Tables

  by @brycewang-stanford

  Generate publication-ready regression tables in LaTeX.

• Scientific Critical Thinking

  by @brycewang-stanford

  Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.

• Cleaning Up Research Sessions

  by @brycewang-stanford

  Safely remove intermediate files from completed research sessions while preserving important data

• Carnet

  by @Atmosphere

  Work the private register (Atmosphere/atmosphere-carnet) from a session — claim an issue before touching it so peers see who holds it and which session, release or close it when done, file new issues in the one canonical shape.…

• Bilan

  by @Atmosphere

  Measure whether this session actually finished — the 0-10 completion number, computed from git, the carnet ledger, LIMITATION markers and CI instead of narrated. Use before reporting a completion number, when asked "where are…

• Obsidian Writer

  by @Atmosphere

  Write well-formatted notes to the atmosphere-vault Obsidian knowledge base. Use this skill whenever creating or updating an ADR, runbook, plan, API doc, guide, session output, or any structured document that should land in the…

• Obsidian Vault Setup

  by @Atmosphere

  Use when setting up the shared atmosphere-vault Obsidian vault on a new machine or for a new team member. Guides through cloning, installing plugins, symlinking claude_docs, and verifying the Obsidian CLI.

• Seo Page

  by @nowork-studio

  Single-page SEO audit: deep content quality evaluation using Google's E-E-A-T framework, Helpful Content guidelines, on-page SEO factors, search intent alignment, technical signals, and readability analysis. Fetches GSC…

• Broken Link Checker

  by @nowork-studio

  Scans a website to find broken links (404s, 500s). Crawls internal pages, identifies broken outbound links, and reports source pages for easy fixing. Use this when the user asks to "check for broken links", "find 404s", "audit…

• Gemini

  by @nowork-studio

  Cross-model second opinion from Google Gemini — a different AI reviewing the same changes, with deep Google ecosystem knowledge. Three modes: review (pass/fail gate for Google Ads campaigns, SEO metadata, or code), challenge…

• Setup Cms

  by @nowork-studio

  Connect a CMS to notfair SEO tools. Guides users through configuring WordPress, Strapi, Contentful, or Ghost — tests the connection, and writes credentials to .env.local. Once set up, seo-analysis automatically cross- references…

• Upgrade

  by @nowork-studio

  Upgrade the NotFair plugin to the latest version. Updates the marketplace repo, installs the new version to the plugin cache, and updates installed_plugins.json. Use when asked to "upgrade notfair", "update notfair", or "get…

• Sxo

  by @nowork-studio

  Search Experience Optimization (SXO) — the bridge between SEO and UX/CRO. Audits the full journey from the SERP click to the on-page goal: SERP click-through factors (title/meta/rich results that win the click), then post-click…

• Sitemap Audit

  by @nowork-studio

  XML sitemap audit — find and fix the sitemap problems that quietly waste crawl budget and slow indexing. Discovers the sitemap (robots.txt, /sitemap.xml, sitemap index), validates structure and size limits, and cross-checks the…

• Mass Line

  by @HughYau

  群众路线：从持有真实情况的多方（用户、使用者、代码库、日志、运行结果）收集分散意见，系统化为方案，再带回去对齐与检验，循环改进。当多方意见分歧、需要汇总零散反馈、方案要拿回给真实使用者确认、或你发觉自己在闭门造车时触发；信息源单一且完整、处于执行阶段时不触发。 English: Mass line. Collect scattered input from everyone who holds ground truth (users,…

• Investigation First

  by @HughYau

  调查研究：在下判断、做决策、给建议之前，先用第一手材料弄清现状，产出「事实 / 推断 / 未知」三栏调查结论。当上下文不完整、证据薄弱、领域陌生、用户说"先别动手"、或你发现自己在凭印象作答时触发；已充分调查后的执行阶段不要重复触发。 English: Investigate before judging. Gather firsthand facts and produce a fact / inference / unknown ledger…

• Pysr

  by @astroautomata

  Use when fitting equations to data with PySR or SymbolicRegression.jl, when a user wants an interpretable formula, symbolic model, scaling law, or empirical relation discovered from numeric data, or when debugging a PySR search…

• Pinme R2

  by @glitternetwork

  Use when a PinMe Cloudflare Worker needs R2 object storage, including secure file or image upload, streaming download, metadata lookup, deletion, listing, Range requests, or R2+D1 coordination. Guides AI to use PinMe's…

• Pinme Share

  by @glitternetwork

  Use this skill when the user wants to share, publish, or upload a static result through PinMe, especially by generating a static HTML share page for a PinMe project link, deployed full-stack app, Codex conversation summary,…

• Pinme Uniwebpay

  by @glitternetwork

  Use when generating, modifying, or reviewing PinMe Worker (Cloudflare Worker TypeScript) code that accepts payments through UniwebPay — payment links, products/prices, checkout sessions, payment status reads, refunds,…

• Pinme Llm

  by @glitternetwork

  Use this skill when a PinMe project (Worker TypeScript) needs to call OpenRouter-backed LLM APIs, including models, chat/completions, streaming, or OpenRouter web search. Guides AI to generate correct Worker TS code.

• Pinme Auth

  by @glitternetwork

  Use when a PinMe project (Worker TypeScript) needs to integrate user authentication — creating email/password users, verifying id_tokens, querying user info, or listing users via Identity Platform auth proxy APIs.

• Pinme Email

  by @glitternetwork

  Use this skill when a PinMe project (Worker TypeScript) needs to integrate email sending (send_email). Guides AI to generate correct Worker TS code.

• Conductor Setup

  by @gemini-cli-extensions

  Scaffolds the project and sets up the Conductor environment. Use this whenever a project needs to be initialized or if the Conductor configuration is missing.

• Conductor Review

  by @gemini-cli-extensions

  Reviews the completed track work against guidelines and the plan. Acts as a Principal Software Engineer to ensure quality and compliance.

• Conductor Revert

  by @gemini-cli-extensions

  Reverts previous work (tracks, phases, or tasks) by identifying associated commits and performing Git reverts.

• Contact Sync

  by @gnekt

  Sync a person to Apple Contacts. Searches by name/email, creates if missing, updates if info is incomplete. Designed to be called by the dispatcher after email interactions (drafting replies, processing emails) or on demand.…

• Email Triage

  by @gnekt

  Scan and process unread emails. Scores by priority (VIP, urgency, deadlines), classifies, saves relevant emails as vault notes, and generates a triage report. Triggers: EN: "check my email", "what's in my inbox", "process…

• Weekly Agenda

  by @gnekt

  Generate a day-by-day overview of the week combining calendar events, email deadlines, and vault tasks into a single structured agenda. Triggers: EN: "weekly agenda", "what's this week", "week overview", "plan my week". IT:…

• Browser To Api

  by @browserbase

  Turn a website's observable HTTP traffic into a best-effort OpenAPI 3.1 spec by analyzing a `browser-trace` capture. Use when the user wants to discover/extract API endpoints from a browser session, build an OpenAPI doc from…

• Browser Trace

  by @browserbase

  Capture a full DevTools-protocol trace of any browser automation — CDP firehose, screenshots, and DOM dumps — then bisect the stream into per-page searchable buckets. Use when the user wants to debug a failed run, audit…

• Add Webmcp

  by @browserbase

  Analyze an existing web application, identify safe user-visible capabilities across routes, forms, server actions, handlers, and schemas, then implement first-party WebMCP tools and validate discovery and invocation with…

• Ui Test

  by @browserbase

  AI-powered adversarial UI testing via the browse CLI. Analyzes git diffs to test only what changed, or explores the full app to find bugs. Tests functional correctness, accessibility, responsive layout, and UX heuristics. Use…

• Browser Use To Stagehand

  by @browserbase

  Migrate browser-use (Python) browser-automation scripts to Stagehand v3 (TypeScript) on Browserbase. Use when the user wants to convert, port, rewrite, or migrate a browser-use Agent script to Stagehand, map browser-use…

• Webmcp Gen

  by @browserbase

  Create, compile, and validate site-specific WebMCP init scripts from a target URL and desired tool capability. Use when the user wants to author WebMCP tools for a website, produce a webmcp.init.js artifact, or test WebMCP…

• Cookie Sync

  by @browserbase

  Sync cookies from local Chrome to a Browserbase persistent context so the browse CLI can access authenticated sites. Use when the user wants to browse as themselves, sync cookies, or log into sites via Browserbase.

• Agent Experience

  by @browserbase

  Audit the developer experience of a product, SDK, docs site, or SKILL.md by dropping multiple Claude subagents at it with only a tiny task prompt and real tools (WebFetch, Bash, Write). Agents must discover the docs themselves,…

• Safe Browser

  by @browserbase

  Build local constrained-browser agents with a safe_browser tool that owns CDP, enforces a domain allowlist with Fetch interception, and lets a runtime Claude Agent SDK agent complete browsing tasks without raw browser, shell, or…

• Browser

  by @browserbase

  Automate web browser interactions using natural language via CLI commands. Use when the user asks to browse websites, navigate web pages, extract data from websites, take screenshots, fill forms, click buttons, or interact with…

• Fetch

  by @browserbase

  Use this skill when the user wants to retrieve a URL without a full browser session: fetch HTML or JSON from static pages, inspect status codes or headers, follow redirects, or get page source for simple scraping. Prefer it over…

• Search

  by @browserbase

  Use this skill when the user wants to search the web without a full browser session: find URLs, titles, and metadata for a query. Prefer it over a browser when you just need search results, not page content. Returns structured…

• Functions

  by @browserbase

  Deploy serverless browser automation as cloud functions using Browserbase. Use when the user wants to deploy browser automation to run on a schedule or cron, create a webhook endpoint for browser tasks, run automation in the…

• User General Facts

  by @memodb-io

  Capture and organize general facts about the user by topic

• Update Swiftui Apis

  by @AvdLee

  Scan Apple's SwiftUI documentation for deprecated APIs and update the SwiftUI Expert Skill with modern replacements. Use when asked to "update latest APIs", "refresh deprecated SwiftUI APIs", "check for new SwiftUI…

• Kiro Impl

  by @gotalab

  Implement approved tasks using TDD with native subagent dispatch. Runs all pending tasks autonomously or selected tasks manually.

• Kiro Impl

  by @gotalab

  Implement approved tasks using TDD with subagent dispatch. Runs all pending tasks autonomously or selected tasks manually.

• Kiro Review

  by @gotalab

  Review a task implementation against approved specs, task boundaries, and verification evidence. Use after an implementer finishes a task, after remediation, or before accepting a task as complete.

• Kiro Debug

  by @gotalab

  Investigate implementation failures using root-cause-first debugging. Use when an implementer is blocked, verification fails, or repeated remediation does not converge.

• Kiro Discovery

  by @gotalab

  Entry point for new work. Determines the best action path or work decomposition (update existing spec, create new spec, mixed decomposition, or no spec needed) and refines ideas through structured dialogue.

• Kiro Spec Design

  by @gotalab

  Generate comprehensive technical design translating requirements (WHAT) into architecture (HOW) with discovery process. Use when creating architecture from requirements.

• Kiro Spec Requirements

  by @gotalab

  Generate EARS-format requirements based on project description and steering context. Use when generating requirements from project description.

• Kiro Validate Impl

  by @gotalab

  Validate feature-level integration after all tasks are implemented. Checks cross-task consistency, full test suite, and overall spec coverage.

• Kiro Steering

  by @gotalab

  Maintain {{KIRO_DIR}}/steering/ as persistent project memory (bootstrap/sync). Use when initializing or updating steering documents.

• Kiro Validate Gap

  by @gotalab

  Analyze implementation gap between requirements and existing codebase. Use when planning integration with existing systems.

• Kiro Validate Design

  by @gotalab

  Interactive technical design quality review and validation. Use when reviewing design before implementation.

• Kiro Validate Gap

  by @gotalab

  Analyze implementation gap between requirements and existing codebase

• Kiro Steering

  by @gotalab

  Manage {{KIRO_DIR}}/steering/ as persistent project knowledge

• Kiro Validate Design

  by @gotalab

  Interactive technical design quality review and validation

• Kiro Spec Design

  by @gotalab

  Create comprehensive technical design for a specification

• Kiro Spec Requirements

  by @gotalab

  Generate comprehensive requirements for a specification

• Kiro Spec Status

  by @gotalab

  Show specification status and progress

• Geomaster

  by @foryourhealth111-pixel

  Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR,…

• Knowledge Steward

  by @foryourhealth111-pixel

  AI工作经验知识库管理。适用于用户明确要求'保存到Obsidian'、'记录这个'、'save this insight'、'memo this'、'capture this'等知识沉淀场景。将对话中的提示词、模式、问题修复、想法和效率优化保存到Obsidian知识库，并自动同步到GitHub。

• Imagegen

  by @foryourhealth111-pixel

  Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch…

• Iso 13485 Certification

  by @foryourhealth111-pixel

  Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of…

• Gtars

  by @foryourhealth111-pixel

  High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in…

• Explaining Machine Learning Models

  by @foryourhealth111-pixel

  Explain trained machine learning models through feature attribution, local explanations, and behavior summaries. Use as an explicit/manual helper once a model already exists, not for training ownership, leakage auditing, or…

• Generating Test Reports

  by @foryourhealth111-pixel

  Generate structured test reports with pass/fail rollups, coverage summaries, and test artifacts. Use when the user is asking for test-result packaging or delivery, not for root-cause debugging or feature implementation.

• Latchbio Integration

  by @foryourhealth111-pixel

  Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.

• Generate Image

  by @foryourhealth111-pixel

  Generate or edit images using AI models (FLUX, Nano Banana 2). Use for general-purpose image generation including photos, illustrations, artwork, visual assets, concept art, and any image that is not a technical diagram or…

• G2 Legend Expert

  by @foryourhealth111-pixel

  Expert skill for G2 legend development - provides comprehensive knowledge about legend rendering implementation, component architecture, layout algorithms, and interaction handling. Use when implementing, customizing, or…

• Geo Database

  by @foryourhealth111-pixel

  Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for transcriptomics and expression analysis.

• Hypothesis Testing

  by @foryourhealth111-pixel

  Property-based testing with Hypothesis for discovering edge cases and validating invariants. Use when implementing comprehensive test coverage, testing complex logic with many inputs, or validating mathematical properties and…

• Hive Mind Advanced

  by @foryourhealth111-pixel

  Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory

• Verify

  by @zenbu-labs

  Drive an engine app headlessly in a pty, record a video of the whole verification, and open a summary page (video + timeline + checks) with pixel open.

• Google Antigravity Sdk

  by @google-antigravity

  Design, implement, and debug autonomous AI agents and multi-agent systems using the Google Antigravity (AGY) SDK. ACTIVATE this skill when the user wants to create, configure, or orchestrate Google Antigravity agents.

• Ecommerce Material Studio

  by @davepoon

  电商素材工坊（中英双语）。用户需要生成电商主图、详情图、场景图、产品图合成、品牌叠加时使用。自动识别品类→匹配风格→场景感知合成→统一文字→自动质检→多平台适配→标准化交付。E-commerce product image studio: category detection, style matching, scene-aware compositing, text overlay, quality check, multi-platform…

• Gsc Seo Optimizer

  by @davepoon

  Analyze Google Search Console exports or authorized API data to prioritize page improvements. Use for traffic changes, page/query opportunities, indexing evidence, and deciding when to leave recently edited or weakly supported…

• Jev Social

  by @davepoon

  Run browser-grounded social research without remote account mutations through Jev Social when a user wants posts, profiles, comments, video evidence, or a source-linked report from Instagram, TikTok, or LinkedIn and the local…