10 AI agent engineering skills: knowledge base injection, entity memory, multi-model routing, proactive intelligence, MCP servers, parallel orchestration
73 skills
8 software development skills: code review, TDD, debugging, git worktrees, brainstorming, subagent-driven development
Plugin software-dev-skills from marketplace googleadsagent-skills in itallstartedwithaidea/agent-skills. Commands read from the repo's manifest — 1 month ago.
continuous-learningContinuous Learning enables agents to automatically extract successful patterns from completed sessions and codify them into reusable skills, rules, and prompt refinements.
entity-memory-managementEntity Memory Management is the systematic extraction, persistence, and retrieval of named entities across agent sessions, enabling long-term contextual awareness that transforms transient conversations into persistent relationships.
knowledge-base-injectionKnowledge Base Injection is the technique of dynamically injecting domain expertise into an agent's context at the moment it is most relevant, using TF-IDF pattern matching and semantic scoring.
long-horizon-workflowsLong-Horizon Workflows enable AI agents to execute multi-hour, multi-phase autonomous pipelines that far exceed the scope of a single conversation turn.
mcp-server-creationMCP Server Creation is the skill of building Model Context Protocol servers that expose tools, resources, and capabilities to AI agents through a standardized interface.
memory-persistenceMemory Persistence enables AI agents to maintain knowledge across sessions, transforming stateless inference calls into stateful, continuously improving systems.
multi-model-routingMulti-Model Routing is the intelligent dispatch of agent tasks to the optimal model provider based on task characteristics, cost constraints, latency requirements, and availability.
parallel-agent-orchestrationParallel Agent Orchestration is the discipline of dispatching, coordinating, and aggregating results from multiple concurrent subagents to dramatically accelerate complex tasks.
proactive-intelligenceProactive Intelligence enables agents to autonomously seek out external information — web searches, API re-pulls, data freshness checks — during analysis without waiting for explicit user requests
token-optimizationToken Optimization is the systematic reduction of token expenditure across agent operations without sacrificing output quality.
adversarial-resilienceAdversarial Resilience is the practice of hardening AI agents against deliberate attacks — prompt injection, data exfiltration, sandbox escape, and unauthorized capability escalation.
agent-instinct-systemThe Agent Instinct System implements pre-cognitive reflexes — automatic safety checks and validations that fire before every code change, tool call, or output generation.
anthropic-tool-masteryAnthropic Tool Mastery is the definitive skill for leveraging Claude's native tool_use capability to its fullest potential.
cognitive-scaffoldingCognitive Scaffolding structures an agent's context window using principles from cognitive science — primacy effects, recency bias, chunking, and attention allocation.
context-engineeringContext Engineering is the discipline of maximizing agent output quality while minimizing token expenditure.
multi-harness-portabilityMulti-Harness Portability is the engineering discipline of writing agent skills, prompts, and configurations that work across every major AI coding harness — Claude Code, Cursor, Codex, Gemini CLI, OpenCode, and beyond.
prompt-architecturePrompt Architecture is the structural engineering of agent instructions.
self-healing-agentsSelf-Healing Agents are autonomous systems that detect their own failure modes and self-correct without human intervention.
session-archaeologySession Archaeology is the systematic excavation and analysis of past agent sessions to extract reusable patterns, identify recurring failure modes, and derive new skills from operational history.
verification-loopsVerification Loops are systematic evaluation pipelines that validate agent outputs at every stage of execution.
ad-copy-generationThe Ad Copy Generation skill produces high-performance responsive search ad (RSA) copy using AI-driven generation pipelines calibrated against millions of ad performance data points.
audience-targetingThe Audience Targeting skill orchestrates Google Ads' full audience ecosystem to reach the right users at every stage of the conversion funnel.
budget-optimizationThe Budget Optimization skill applies AI-driven forecasting and portfolio theory to allocate advertising budgets across campaigns for maximum return.
competitor-analysisThe Competitor Analysis skill transforms Google Ads auction data into actionable competitive intelligence.
conversion-trackingThe Conversion Tracking skill provides end-to-end management of Google Ads conversion measurement infrastructure.
google-ads-auditThe Google Ads Account Audit skill executes a comprehensive, pattern-driven analysis of any Google Ads account using a proprietary 1,000-pattern knowledge base.
keyword-researchThe Keyword Research skill delivers a systematic approach to keyword discovery, expansion, and optimization for Google Ads campaigns.
landing-page-auditThe Landing Page Audit skill performs comprehensive evaluations of post-click experiences, combining technical performance analysis with conversion rate optimization (CRO) assessment.
pmax-optimizationThe Performance Max Optimization skill provides expert-level management of Google's most automated campaign type.
quality-score-optimizationThe Quality Score Optimization skill provides a systematic framework for diagnosing, tracking, and improving Quality Score across every keyword in a Google Ads account.
remarketing-strategyThe Remarketing Strategy skill designs and implements cross-channel remarketing architectures that re-engage users at every stage of the conversion funnel.
shopping-adsThe Shopping Ads skill delivers end-to-end management of Google Shopping campaigns and Merchant Center product feeds.
ci-cd-pipelinesCI/CD Pipelines defines production-grade continuous integration and deployment workflows using GitHub Actions with wrangler deploy, link validation, HTML validation, and automated quality gates.
cloudflare-workersCloudflare Workers provides comprehensive guidance for building edge-first applications using Durable Objects, KV, R2, D1, AI bindings, and Vectorize.
configuration-managementConfiguration Management implements dynamic configuration with hot-reload capability, inspired by Nacos configuration management patterns.
edge-renderingEdge Rendering generates and serves dynamic pages at the network edge, eliminating origin round-trips for content that varies by city, service, or user segment.
observabilityObservability implements structured logging, distributed tracing, and error monitoring for Cloudflare Workers and edge applications.
service-discoveryService Discovery implements dynamic service registry, health check monitoring, and intelligent load balancing patterns inspired by Nacos for cloud-native applications.
ml-model-integrationML Model Integration provides workflows for discovering, evaluating, and deploying machine learning models from HuggingFace Hub.
programmatic-videoProgrammatic Video enables React-based video rendering with Remotion, where every frame is a React component and every animation is expressed in code.
web-asset-generationWeb Asset Generation automates the creation of favicons, PWA icons, Open Graph images, social media meta tags, and Apple touch icons from a single source image or brand specification.
ai-chat-studioAI Chat Studio provides a multi-LLM chat orchestration framework with 300+ assistant presets, intelligent model routing, and conversation management.
assistant-presetsAssistant Presets provides a framework for creating, testing, and deploying specialized AI assistant configurations for domain-specific tasks.
batch-processingBatch Processing enables parallel AI task execution with progress tracking, error handling, rate limiting, and result aggregation.
knowledge-base-ragKnowledge Base RAG implements the complete Retrieval-Augmented Generation pipeline: document ingestion, intelligent chunking, embedding generation, vector store indexing, semantic retrieval, and grounded response generation.
low-code-generationLow-Code Generation uses AI to produce forms, tables, dashboards, and workflow UIs from natural language descriptions or schema definitions.
workflow-orchestrationWorkflow Orchestration provides a visual AI flow-building framework with MCP plugin support, conditional branching, parallel execution, and error recovery.
bioinformaticsBioinformatics provides computational biology workflows for sequence analysis, protein structure prediction, single-cell RNA-seq with Scanpy, gene regulatory network inference, and pathway enrichment analysis.
cheminformaticsCheminformatics provides computational chemistry workflows using RDKit for molecular property prediction, virtual screening, ADMET analysis, molecular docking preparation, and chemical space exploration.
data-analysisData Analysis provides a structured framework for statistical analysis using pandas, numpy, and scipy, with visualization through matplotlib, seaborn, and plotly.
database-lookupDatabase Lookup provides unified programmatic access to 78+ scientific and public databases spanning chemistry (PubChem, ChEMBL), biology (UniProt, COSMIC, Ensembl), clinical (ClinicalTrials.gov, FDA), economics (FRED, World Bank), and intellectual property (USPTO, EPO).
geospatial-analysisGeospatial Analysis provides workflows for satellite imagery processing, GIS operations with GeoPandas, spatial statistics, and Earth observation data analysis.
machine-learningMachine Learning provides end-to-end ML pipeline construction with PyTorch and scikit-learn, covering model selection, training, evaluation, interpretability, hyperparameter tuning, and experiment tracking.
research-methodologyResearch Methodology guides the agent through the complete scientific research lifecycle: hypothesis generation from literature gaps, experimental design with proper controls, systematic literature review, data collection protocols, and peer review preparation.
scientific-writingScientific Writing guides the production of research papers, abstracts, grant proposals, and supplementary materials with proper citation management, LaTeX formatting, and journal-specific template compliance.
agent-security-scanningAgent Security Scanning detects vulnerabilities in AI-generated code before it reaches production.
codeql-semgrepCodeQL & Semgrep integrates production-grade static analysis into agent workflows for deep vulnerability detection, custom rule authoring, and automated code review enforcement.
sandbox-hardeningSandbox Hardening isolates agent execution environments using container sandboxing, permission boundaries, resource limits, and network segmentation.
secret-protectionSecret Protection prevents credential leaks across the development lifecycle through `.env` scanning, pre-commit hooks, secret rotation policies, and runtime detection.
brainstormingBrainstorming is a Socratic design refinement skill that activates before any code is written.
code-reviewCode Review enforces a structured pre-merge quality gate with a checklist-driven evaluation, severity-classified findings, and mandatory resolution tracking.
executing-plansExecuting Plans takes a written plan and drives it through batch execution with human checkpoints, progress tracking, and rollback capability.
git-worktreesGit Worktrees enables parallel development by maintaining multiple checked-out branches simultaneously in separate directories.
subagent-driven-developmentSubagent-Driven Development dispatches each discrete task to a fresh subagent with a clean context window, then subjects the output to a two-stage review before merging.
systematic-debuggingSystematic Debugging replaces trial-and-error fixes with a disciplined four-phase root cause analysis process.
test-driven-developmentTest-Driven Development enforces the RED-GREEN-REFACTOR discipline on every code change an agent produces.
writing-plansWriting Plans decomposes any implementation task into a sequence of atomic steps, each completable in 2-5 minutes, with exact file paths, complete code blocks, and verification commands.
composition-patternsComposition Patterns teaches agents to build flexible, maintainable React components using compound components, state lifting, internal composition, and the elimination of boolean prop proliferation.
edge-deploymentEdge Deployment automates the deployment of frontend applications to Vercel and Cloudflare with auto-detection of 40+ frameworks, intelligent build configuration, and environment-specific settings.
react-best-practicesReact Best Practices codifies 40+ rules across 8 priority categories, from Critical (eliminating waterfalls, reducing bundle size) to Low-Medium (JavaScript micro-optimizations).
react-native-guidelinesReact Native Guidelines codifies 16 rules across 7 sections—Performance, Layout, Animation, Images, State, Architecture, and Platform—that prevent the most common pitfalls in cross-platform mobile development.
view-transitionsView Transitions implements the React View Transition API for seamless animated transitions between UI states and routes.
web-design-guidelinesWeb Design Guidelines encodes 100+ rules covering accessibility, focus states, forms, animation, typography, images, performance, navigation, dark mode, touch targets, and internationalization.
10 AI agent engineering skills: knowledge base injection, entity memory, multi-model routing, proactive intelligence, MCP servers, parallel orchestration
73 skills
All 73 skills across 10 categories: Google Ads, AI Agent Engineering, Claude Mythos, Software Dev, Scientific Research, Web Frontend, Productivity, Infrastructure, Security, Media Creative
73 skills
10 Claude-specific skills: prompt architecture, context engineering, tool mastery, self-healing agents, verification loops, cognitive scaffolding
73 skills
12 Google Ads management skills: audits, keywords, ad copy, bidding, PMax, Shopping, audiences, conversions, budgets, Quality Score, remarketing, competitor analysis
73 skills
4 security skills: agent security scanning, CodeQL/Semgrep, sandbox hardening, secret protection
73 skills
This page updates itself from your repo. Add the badge to your README, or get it Featured to pin it above the organic results with a followed link to your site.