itallstartedwithaidea

Parallel Agent Orchestration is the discipline of dispatching, coordinating, and aggregating results from multiple concurrent subagents to dramatically accelerate complex tasks.

Proactive 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

Context Engineering is the discipline of maximizing agent output quality while minimizing token expenditure.

Prompt Architecture is the structural engineering of agent instructions.

Verification Loops are systematic evaluation pipelines that validate agent outputs at every stage of execution.

Continuous Learning enables agents to automatically extract successful patterns from completed sessions and codify them into reusable skills, rules, and prompt refinements.

Entity 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 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.

Use when ANY Google Ads data needs to be analyzed — campaign performance, keyword analysis, Quality Score review, budget pacing, search term reports, auction insights, impression share, or when the user mentions Google Ads metrics, ROAS, CPA, CTR, impressions, clicks, conversions, cost_micros, GAQL, or ad performance in any context. Also trigger when discussing PPC strategy, account structure, advertising performance, ad spend, bid strategy, or campaign optimization. If the user has a Google Ads account or mentions any advertising platform, this skill should activate.

Use when a Google Ads account needs to be evaluated, audited, reviewed, graded, or assessed. Trigger for any request involving account health, account review, performance review, optimization opportunities, account grading, or when the user says 'audit', 'review', 'evaluate', 'assess', 'grade', or 'what's wrong with my account'. Also trigger when multiple campaign issues need to be diagnosed systematically rather than one at a time.

Use for ANY PPC calculation, advertising math, budget projection, forecasting, or when numbers related to advertising are mentioned. Trigger for: CPA, ROAS, CTR, CPC, CVR, CPM, impression share, budget projection, break-even analysis, cost per lead, cost per acquisition, return on ad spend, click-through rate, conversion rate, cost per mille, or ANY arithmetic involving ad spend, clicks, impressions, or conversions. No API credentials needed — pure math.

Use when the user needs to SET UP, CONFIGURE, or TROUBLESHOOT MCP server connections for Google Ads or any advertising platform. Trigger for: MCP setup, MCP config, API credentials, OAuth, developer token, authentication errors, connection issues, 'connect to Google Ads', 'set up MCP', or any MCP server configuration question.

Use for complete, end-to-end advertising workflows that span multiple skills — full account audits with action plans, campaign launches with verification, optimization cycles, or any multi-step advertising process. Trigger when the task requires analysis AND changes AND verification, or when the user wants a complete workflow rather than a single answer.

Use when ANY change needs to be made to a Google Ads account — pausing campaigns, changing budgets, adding negative keywords, updating bids, enabling/disabling ad groups, modifying targeting, or any mutate operation. ALWAYS use this skill before making changes. Never modify a Google Ads account without loading this skill first. Also trigger for 'pause', 'enable', 'update', 'change', 'modify', 'add', 'remove', 'delete' in the context of Google Ads.

ALWAYS load this skill at the start of ANY advertising-related conversation. This skill ensures MiniAgent's specialized skills are used instead of generic responses. Trigger for ANY mention of: Google Ads, Meta Ads, Microsoft Ads, Amazon Ads, advertising, PPC, paid media, ad spend, campaign, ROAS, CPA, impressions, clicks, conversions, keywords, bidding, budget, Quality Score, or any advertising platform.

Google Ads campaign performance analysis using GAQL (Google Ads Query Language). Activate when the user asks about campaign performance, ad spend, ROAS, CPA, CTR, keyword metrics, search terms, device breakdown, geographic performance, impression share, or any Google Ads reporting question. Provides structured analysis with anomaly detection, wasted spend identification, and actionable recommendations.

Structured Google Ads account audit across 7 dimensions. Activate when the user asks to "audit my account", "check for problems", "find issues", "review my campaigns", or requests a comprehensive account health assessment. Delivers findings with severity ratings and prioritized action items.

Google Ads math and forecasting calculations. Activate when the user asks about budget projections, ROAS calculations, CPA targets, conversion forecasts, impression share opportunity, or any PPC-related math. No API credentials needed — works with numbers the user provides.

MCP (Model Context Protocol) server configuration for live Google Ads API access. Activate when the user wants to connect Claude to their Google Ads account via MCP, set up the google-ads-mcp server, or configure credentials for live API queries. Provides setup instructions, server configuration, and troubleshooting.

Safe Google Ads write operations using the Confirm-Execute-Postcheck (CEP) protocol. Activate when the user wants to pause campaigns, change bids, update budgets, add keywords, create ads, or make any modification to their Google Ads account. Every mutation requires explicit user confirmation before execution.

Expert Google Ads management — campaign analysis, budget optimization, keyword strategy, ad copy, Performance Max advisory, and account auditing. Activate when the user asks about Google Ads, PPC, campaigns, ad spend, ROAS, keywords, bidding strategies, or any advertising-related query.

Systematic security auditing for web applications and APIs. Activate when the user asks to "check for security issues", "audit security", "find vulnerabilities", "scan for secrets", or review code for security concerns.