Software Development AI agent skills

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

• Data Manager Api Event Ingestion

  by @google

  Guides developers through implementing event and conversion ingestion to Google products using the Data Manager API /v1/events/ingest endpoint and its associated client libraries. Use this skill when the user wants to upload…

• Google Mobile Ads Android Migrate To Next Gen

  by @google

  Migrates Android applications from the old, legacy Google Mobile Ads (GMA) SDK (com.google.android.gms:play-services-ads) to the new GMA Next-Gen SDK (com.google.android.libraries.ads.mobile.sdk:ads-mobile-sdk). Provides…

• Secops Cases

  by @google

  Manage Google Security Operations (SecOps) SOAR cases throughout their lifecycle. Use when listing, creating, inspecting, updating, or closing SOAR cases; adding investigative comments and notes; updating case priority or…

• Agent Platform Rag Engine Management

  by @google

  Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK. Use when listing RAG corpora or files, inspecting a corpus, retrieving contexts, or generating content grounded in a…

• Google Ads Api Mcp Setup

  by @google

  Guides developers through downloading, configuring, and installing the official open-source Google Ads MCP Server. Use this skill when a user wants to connect their AI assistant (such as Gemini, Claude Code, or Cursor) to their…

• Agent Platform Tuning Management

  by @google

  Manages GenAI tuning jobs in Agent Platform. Use this to list, get, or cancel ongoing model tuning jobs. Don't use for fine-tuning models (use `agent-platform-tuning`), deploying models to endpoints (use…

• Google Cloud Recipe Auth

  by @google

  Provides expert guidance on authenticating and authorizing to Google Cloud services and APIs, covering human users, service identities, Application Default Credentials (ADC), and best practices for secure access.

• Pua

  by @tanweai

  Use for PUA/try-harder productivity coaching when the user expresses frustration, repeated failure, quality complaint, passive behavior, says retry/change approach/don't give up, asks for evidence/completion check/test before…

• Pua

  by @tanweai

  让你的 AI 不敢摆烂。用大厂 PUA 话术穷尽一切方案。触发条件：(1) 任务失败 2+ 次或反复微调同一思路; (2) 即将说'我无法解决'、建议用户手动操作、未验证就归因环境; (3) 被动等待——不搜索、不读源码、只等指示; (4) 用户不满：'try harder'、'stop giving up'、'换个方法'、'为什么还不行'、'你再试试'、'你怎么又失败了'。适用于所有任务类型。首次失败或已知修复正在执行时不触发。

• Pua En

  by @tanweai

  Put your AI on a Performance Improvement Plan. Forces exhaustive problem-solving with Western big-tech performance culture rhetoric and structured debugging. Trigger when: (1) task failed 2+ times or stuck tweaking same…

• Pua En

  by @tanweai

  Performance-coaching mode for repeated failures, passive behavior, completion-quality issues, or explicit try-harder requests. Uses structured troubleshooting and evidence-first delivery habits.

• Pua Loop

  by @tanweai

  PUA Loop — guided iterative development with recurring checks, completion evidence, and pause/abort markers. Use only when the user explicitly asks for loop/自动迭代 mode.

• Pro

  by @tanweai

  PUA Pro extensions: self-evolution notes, compaction state continuity, KPI-style summaries, flavor switching, and feedback tools.

• Paseo Plugin

  by @getpaseo

  Build and manage trusted local Paseo plugins. Use when the user asks to create, edit, install, reload, enable, disable, remove, or troubleshoot a Paseo plugin; add lifecycle hooks; transform agent configuration, environment, MCP…

• Paseo Committee

  by @getpaseo

  Form a committee of two high-reasoning agents to step back, do root cause analysis, and produce a plan. Use when stuck, looping, tunnel-visioning, or facing a hard planning problem.

• Paseo Handoff

  by @getpaseo

  Hand off the current task to another agent with full context. Use when the user says "handoff", "hand off", "hand this to", or wants to pass work to another agent.

• Interceptor

  by @danielmiessler

  Real Chrome/Brave + macOS Computer Use from inside the browser — zero CDP fingerprint, real sessions; mandatory for visual deploy verification. Drive clickwork yourself. USE WHEN verify deploy, confirm UI, screenshot…

• LocalIntelligence

  by @danielmiessler

  Generic civic intelligence aggregator for any US city — daily local digest of construction permits, crime, new businesses, public officials, legislation, elections, arrests, and local news, keyed off principal's Hometown. Writes…

• Apify

  by @danielmiessler

  Scrapes social platforms, business data, and e-commerce via Apify actors — Instagram, LinkedIn, TikTok, YouTube, Facebook, Google Maps, Amazon, and web crawls — filtering in code. USE WHEN scrape Instagram, scrape LinkedIn,…

• Science

  by @danielmiessler

  The scientific method as a universal problem-solving algorithm — goal-first, plural falsifiable hypotheses, designed experiments, and honest measurement, scaling from TDD to feature validation to MVP launch. USE WHEN think…

• Upgrade

  by @danielmiessler

  Improve LifeOS from what the best practitioners are shipping around AI harnesses — Anthropic first (changelogs, docs, releases), then trusted creators, trending repos, and the system's own reflections — extracting concrete…

• SystemsThinking

  by @danielmiessler

  Structural analysis of complex systems — Iceberg model, Causal Loop feedback diagrams, archetype matching, Meadows leverage points, and concept maps — grounded in the premise that behavior is generated by structure. USE WHEN…

• CreateSkill

  by @danielmiessler

  Mandatory orchestrator for all LifeOS skill work — creating, editing, adding a workflow or tool, renaming, validating, or canonicalizing any skill. Handrolling skill files is forbidden; owns the full lifecycle: scaffold,…

• CMUX

  by @danielmiessler

  Drives cmux as an agent cockpit to boot, race, and monitor visible agent teams. Mac-only. USE WHEN cmux, agent cockpit, boot an agent team, orchestrate agents, three-tier orchestration, agent race, needle-in-haystack hotfix,…

• CreateCLI

  by @danielmiessler

  Generates production-ready TypeScript CLIs via a 3-tier template system (manual arg parsing, Commander.js, oclif), each shipping full implementation, docs, package.json, strict config, JSON output, and exit-code compliance. USE…

• Council

  by @danielmiessler

  Multi-agent collaborative debate producing visible round-by-round transcripts with real intellectual friction — members are topic-briefed custom agents, run as a 3-round DEBATE or a 1-round QUICK check, to find the best path.…

• RedTeam

  by @danielmiessler

  Adversarial analysis deploying parallel expert agents to stress-test ideas, strategies, and plans — decomposes into atomic claims, attacks them, then steelmans and counter-argues, producing severity-ranked findings with…

• Sales

  by @danielmiessler

  Transforms product documentation into sales-ready packages — a story explanation, charcoal gestural sketch art, and talking points — via a narrative-arc pipeline. USE WHEN sales, proposal, pitch deck, value proposition, sales…

• SuggestSkills

  by @danielmiessler

  Discover WHICH new skills you should create, from your own work history plus your satisfaction/frustration signals. Read-only and proposal-only: it surfaces recurring pain that no existing skill, loop, or workflow covers, then…

• BrightData

  by @danielmiessler

  4-tier progressive web scraping that auto-escalates WebFetch to curl to Interceptor to Bright Data proxy for bot detection and CAPTCHAs, with single-URL and multi-page crawl modes, output as markdown. USE WHEN Bright Data,…

• Trim

  by @danielmiessler

  Reduces an always-on LifeOS context file that has grown too big via a human-gated pass — deterministic GC of stale entries first, then semantic merges and relocations — never dropping a directive and committing every change…

• ApertureOscillation

  by @danielmiessler

  3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface design tensions, scope recommendations, and coherence assessments invisible at any single…

• Create Pr

  by @ccusage

  Runs the full PR lifecycle. Use when creating a branch, committing, pushing, opening a PR, requesting AI review, replying to review threads, and driving CI to green.

• Commit

  by @ccusage

  Creates atomic Conventional Commits. Use when committing code changes, splitting a diff into independently revertable hunks, staging precise patches non-interactively, or writing commit messages.

• Profile

  by @ccusage

  Profiles ccusage performance. Use when a CLI command is slow, when checking that an optimization actually helped, when comparing a branch against main, or when reading a captured CPU profile.

• Testing

  by @ccusage

  Guides ccusage Rust and Node tests. Use when adding or fixing cargo tests, Node test files, CLI snapshots, Claude model pricing, LiteLLM compatibility, or fixture-backed tests.

• Development

  by @ccusage

  Guides ccusage monorepo development. Use when editing workspace packages, the npm launcher or native packaging, dependencies, or shared configuration, and when running the `just` build, typecheck, test, format, or check recipes.

• Docs

  by @ccusage

  Routes ccusage documentation impact work. Use when code or behavior changes affect README files, docs guides, VitePress navigation, screenshots, schema docs, or user-facing commands/options, and when auditing whether a change…

• Cmux Debug

  by @ccusage

  Verifies ccusage terminal output in a real cmux pane. Use when changing responsive tables, column widths, progress bars, spinners, or colors, or when a long-running command's output must be captured beyond the visible viewport.

• Skill Creator

  by @ccusage

  Guides repo-local skill creation and updates. Use when adding or editing .agents/skills, root AGENTS.md routing, SKILL.md frontmatter, description trigger quality, references layout, skill scripts, or skill file line budgets.

• Agent Sources

  by @ccusage

  Guides ccusage agent source formats. Use when checking where an agent stores its logs, how raw records map to tokens and models, how precomputed costs interact with cost modes, or which reports an agent supports.

• Reduce Similarities

  by @ccusage

  Detects duplicated Rust code with the dev-shell similarity-rs CLI. Use when reviewing .rs files for repeated functions, impl methods, or parallel struct and enum definitions, or before extracting a shared helper.

• Nushell

  by @ccusage

  Guides ccusage Nushell scripts. Use when adding, editing, formatting, or validating .nu files under .github/scripts, apps/ccusage/scripts, or scripts, including their Nix shebangs and GitHub Actions callers.

• Typescript

  by @ccusage

  Guides ccusage TypeScript and JavaScript work. Use before reading or editing .ts, .tsx, .js, or .jsx files, including the npm launcher, Node tests, build and fixture scripts, mocks, and typed literals.

• Rust Binary Size

  by @ccusage

  Guides Rust binary size reduction for ccusage. Use when changing the rust/Cargo.toml release profile, dependency features, native packaging size, or investigating executable bloat with cargo bloat.

• Rust

  by @ccusage

  Guides ccusage Rust implementation work. Use when editing rust/crates or rust/adapters, adapter module layout, crate visibility and hawk findings, embedded pricing, or Rust behavior parity.

• Tdd

  by @ccusage

  Guides t-wada Red-Green-Refactor TDD for ccusage logic changes. Use when implementing a feature, writing a regression test for a bug, or refactoring Rust or TypeScript behavior test-first.

• Ast Grep

  by @ccusage

  Guides ccusage structural code searches with ast-grep. Use when finding Rust or TypeScript syntax patterns, validating migrations, or writing AST-based search commands.

• Fix Ci

  by @ccusage

  Diagnoses and fixes failing GitHub Actions checks with gh. Use when CI fails on a pull request and needs logs, focused fixes, and validation.

• Iii

  by @iii-hq

  How iii works and the iii-sdk surface for authoring workers, triggers, and functions. Teaches the ordered way to gain a capability before writing code — (1) check functions already registered in the engine, (2) search the public…

• Iii Worker Manager

  by @iii-hq

  WebSocket listener that SDK workers connect to. Use to expose the engine to trusted (internal) and untrusted (RBAC-protected) workers, gate function and trigger registration, and audit or transform every invocation through a…

• Iii Core Primitives

  by @iii-hq

  Use when registering iii functions, binding triggers, selecting sync/void/enqueue invocation, creating workers, inspecting the live worker registry, installing registry workers, authoring custom triggers, moving channel data, or…

• Iii Sdk Reference

  by @iii-hq

  Use when working with iii SDK APIs across Node.js, browser, Python, or Rust: package installation, worker initialization, function/trigger registration, invocation, channels, logging, OpenTelemetry, and language-specific caveats.

• Iii Observability

  by @iii-hq

  OpenTelemetry-backed tracing, structured logs, metrics with rollups, alerts, sampling, and baggage for the engine — emit and query telemetry through `engine::*` functions and react to logs with a `log` trigger.

• Iii Error Handling

  by @iii-hq

  Handle iii engine and SDK errors across Node, Python, Rust, and browser workers. Use when interpreting error codes, retryability, RBAC denial, timeouts, handler failures, or SDK-specific exception surfaces.

• Iii Getting Started

  by @iii-hq

  Install the iii engine, set up your first worker, and get a working backend running. Use when a user wants to start a new iii project, install the SDK, or needs help with initial setup and configuration.

• Iii Architecture Patterns

  by @iii-hq

  Use when composing iii primitives into backend architectures: durable workflows, reactive backends, agentic pipelines, event-driven CQRS, effect pipelines, and trigger-transform-action automation.

• Iii Stream

  by @iii-hq

  Durable real-time streams with a CRUD function surface plus reactive triggers that fire on item changes and WebSocket subscriber lifecycle — reach for it to build live backends without polling.

• Iii Sandbox

  by @iii-hq

  Ephemeral microVM sandboxes for running untrusted or agent-generated code in isolation — a one-call run path, a create/exec/stop lifecycle, and a set of filesystem operations.

• Seo Agentic

  by @AgriciDaniel

  Audit and fix agent readiness: the Lighthouse Agentic Browsing fraction, accessibility tree for agents, robots.txt and Content-Signal for AI agents, WAF treatment of agent traffic, llms.txt, Markdown delivery, ai-catalog.json,…

• Wasm Expert

  by @RightNow-AI

  WebAssembly expert for WASI, component model, Rust/C compilation, and browser integration

• Sqlite Expert

  by @RightNow-AI

  SQLite expert for WAL mode, query optimization, embedded patterns, and advanced features

• Typescript Expert

  by @RightNow-AI

  TypeScript expert for type system, generics, utility types, and strict mode patterns

• Terraform

  by @RightNow-AI

  Terraform IaC expert for providers, modules, state management, and planning

• Web Search

  by @RightNow-AI

  Web search and research specialist for finding and synthesizing information

• Project Manager

  by @RightNow-AI

  Project management expert for Agile, estimation, risk management, and stakeholder communication

• Interview Prep

  by @RightNow-AI

  Technical interview preparation expert for algorithms, system design, and behavioral questions

• Golang Expert

  by @RightNow-AI

  Go programming expert for goroutines, channels, interfaces, modules, and concurrency patterns

• Ansible

  by @RightNow-AI

  Ansible automation expert for playbooks, roles, inventories, and infrastructure management

• Python Expert

  by @RightNow-AI

  Python expert for stdlib, packaging, type hints, async/await, and performance optimization

• Nginx

  by @RightNow-AI

  Nginx configuration expert for reverse proxy, load balancing, TLS, and performance tuning

• Mongodb

  by @RightNow-AI

  MongoDB operations expert for queries, aggregation pipelines, indexes, and schema design

• Oauth Expert

  by @RightNow-AI

  OAuth 2.0 and OpenID Connect expert for authorization flows, PKCE, and token management

• Linear Tools

  by @RightNow-AI

  Linear project management expert for issues, cycles, projects, and workflow automation

• Rust Expert

  by @RightNow-AI

  Rust programming expert for ownership, lifetimes, async/await, traits, and unsafe code

• Openapi Expert

  by @RightNow-AI

  OpenAPI/Swagger expert for API specification design, validation, and code generation

• Shell Scripting

  by @RightNow-AI

  Shell scripting expert for Bash, POSIX compliance, error handling, and automation

• Github

  by @RightNow-AI

  GitHub operations expert for PRs, issues, code review, Actions, and gh CLI

• Regex Expert

  by @RightNow-AI

  Regular expression expert for crafting, debugging, and explaining patterns

• Api Tester

  by @RightNow-AI

  API testing expert for curl, REST, GraphQL, authentication, and debugging

• Git Expert

  by @RightNow-AI

  Git operations expert for branching, rebasing, conflicts, and workflows

• Docker

  by @RightNow-AI

  Docker expert for containers, Compose, Dockerfiles, and debugging

• Searxng

  by @RightNow-AI

  Privacy-respecting metasearch specialist using SearXNG instances

• Sentry

  by @RightNow-AI

  Sentry error tracking and debugging specialist

• Context Engineering Collection

  by @muratcankoylan

  A comprehensive collection of Agent Skills for context engineering, harness engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, evaluating, or debugging agent systems that require…

• Reasoning Trace Optimizer

  by @muratcankoylan

  Debug and optimize AI agents by analyzing reasoning traces, context degradation, tool confusion, instruction drift, repeated task failures, and performance regressions.

• Long Horizon Prompting

  by @muratcankoylan

  This skill should be used when writing, enhancing, or evaluating the launch prompt for a long-running autonomous agent or a parallel multi-agent orchestration attacking a hard problem: pseudo-formal task briefs that define terms…

• Bdi Mental States

  by @muratcankoylan

  This skill should be used when modeling agent mental states with BDI concepts: beliefs, desires, intentions, RDF-to-belief transformations, rational agency traces, cognitive agents, BDI ontologies, and neuro-symbolic AI…

• Context Compression

  by @muratcankoylan

  This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve decisions, files, risks, and next…

• Context Degradation

  by @muratcankoylan

  This skill should be used for diagnosing and mitigating context degradation: lost-in-middle failures, context poisoning, context clash, context confusion, attention-pattern issues, and agent performance degradation caused by…

• Context Optimization

  by @muratcankoylan

  This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy, partitioning, token-cost reduction, retrieval scoping, and extending effective context capacity…

• Filesystem Context

  by @muratcankoylan

  This skill should be used when agent work needs file-backed context: durable scratchpads, tool-output offloading, just-in-time discovery, cross-agent handoff files, filesystem memory, or cleanup policies for context stored…

• Hosted Agents

  by @muratcankoylan

  This skill should be used when designing hosted or background agent infrastructure: sandboxed execution, remote coding environments, warm pools, session persistence, multiplayer collaboration, self-spawning agents, or…

• Evaluation

  by @muratcankoylan

  This skill should be used when building agent evaluation systems: deterministic checks, regression suites, multi-dimensional rubrics, quality gates, production monitoring, baseline comparison, and outcome measurement for agent…

• Skill Inspector

  by @NVIDIA

  Review AI agent skills before installation using NVIDIA SkillSpector and source-aware semantic review. Use when asked whether a skill or downloaded skill folder is safe, trustworthy, installable, over-permissioned, or malicious.

• Coding

  by @leon-ai

  Investigate, implement and verify code changes directly in a repository using Leon's file, search and shell tools.

• Live Tutorial

  by @leon-ai

  Create an annotated MP4 tutorial from a workflow demonstrated in the owner's actual application. Use when asked for a tutorial video, not merely to watch an action live.

• Math Formalization

  by @tradecatlabs

  数学形式化与 proof-assistant 验证。用户要求 Lean 4/Mathlib、formal proof、kernel check、无 sorry 编译，或需要把自然语言定理切成可形式化定义和引理时使用。缺少 Lean 工具链时必须 fail-closed。

• Vibe Mathing Router

  by @tradecatlabs

  数学研究任务路由器。用户提出找问题、查文献、推公式、做计算、写证明或形式化验证，但当前瓶颈尚未明确时使用；每次只选择一个主 skill。

• Math Derivation

  by @tradecatlabs

  数学公式与理论线推导。用于整理散乱公式、固定不变量和记号、推导恒等式/近似/局部命题、检查隐藏假设，或把理论笔记变成可审计推导包。