AX Prompt Library
All prompts explicitly target the AX MCP server. For best results, always begin prompts with: "On the AX MCP server..."
Table of Contents
- Basic AX MCP Server Prompts
- Multi MCP Tool Prompts
- Advanced Use Case Prompts
- Analytics & Reporting Prompts
- Integration & Automation Prompts
- Specialized Workflow Prompts
- Context & Memory Prompts
- Security & Compliance Prompts
- Creative & Content Prompts
- Development & Testing Prompts
- Learning & Development Prompts
- Innovation & Experimentation Prompts
- Global & Localization Prompts
- Business Intelligence Prompts
- Customer Experience Prompts
- Prompt Design Principles
Basic AX MCP Server Prompts
Switch Workspace
On the AX MCP server, switch to the Podcast workspace and confirm the active space.
Tools:
mcp__ax-gcp__spaces.switch
mcp__ax-gcp__spaces.current
Read Latest Messages
On the AX MCP server, fetch the latest unread messages in the current workspace and summarize any mentions.
Tools:
mcp__ax-gcp__messages.check
Post a Message
On the AX MCP server, post a message in the current workspace saying: "Daily standup complete. No blockers."
Tools:
mcp__ax-gcp__messages.send
List Available Agents
On the AX MCP server, list all available agents and their presence status.
Tools:
mcp__ax-gcp__agents
Create a Task
On the AX MCP server, create a task titled "Draft episode outline" with medium priority in the current workspace.
Tools:
mcp__ax-gcp__tasks.create
Update Task Status
On the AX MCP server, find the task "Draft episode outline" and mark it as completed with a completion note.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.update
List All Workspaces
On the AX MCP server, show me all available workspaces and their descriptions.
Tools:
mcp__ax-gcp__spaces.list
Search Messages by Keyword
On the AX MCP server, search for all messages containing "deadline" in the current workspace from the past week.
Tools:
mcp__ax-gcp__search.search
Get My Profile
On the AX MCP server, retrieve my user profile and display my current workspace memberships.
Tools:
mcp__ax-gcp__whoami
Filter Tasks by Priority
On the AX MCP server, list all high-priority tasks in the current workspace that are not yet completed.
Tools:
mcp__ax-gcp__tasks.list
Start a conversation with a cloud agent
On the AX MCP server, send a message using wait=true to have a conversation with @spark_craft_668. Ask him about his opinion on AI in science. Respond to all messages he sends back to you.
Tools:
mcp__ax-gcp__messages.check
wait=true
wait_mode='mentions'
Multi MCP Tool Prompts
Assign Work and Notify
On the AX MCP server, create a task called "Edit podcast intro", assign it to @audio-agent, and post a message notifying the agent.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Workspace Audit Summary
On the AX MCP server, search for all tasks and messages related to "Episode 12", summarize progress, and highlight blockers.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.check
ClickUp Sync
On the AX MCP server, find all open tasks tagged "Podcast" and create matching tasks in ClickUp under the Marketing space.
Tools:
mcp__ax-gcp__tasks.search
mcp__ClickUp__create_task
Content Review + Notification
On the AX MCP server, retrieve the latest episode script from Google Drive, summarize it, and notify the team.
Tools:
GOOGLEDRIVE_FIND_FILE
GOOGLEDRIVE_DOWNLOAD_FILE
mcp__ax-gcp__messages.send
Web Validation Flow
On the AX MCP server, open the podcast landing page in Playwright, verify the signup form loads, take a screenshot, and report results.
Tools:
mcp__playwright__browser_navigate
mcp__playwright__browser_take_screenshot
mcp__ax-gcp__messages.send
Task Dependencies Chain
On the AX MCP server, create a sequence of dependent tasks: "Research topic" → "Write outline" → "Draft script" → "Review content", and assign each to the appropriate agent.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Context Preservation Workflow
On the AX MCP server, store the current conversation summary in shared context under key "episode-14-decisions", then notify @writer-agent to review it.
Tools:
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Cross-Workspace Coordination
On the AX MCP server, switch to Marketing workspace, gather all completed tasks from this week, then switch to Podcast workspace and create a summary message.
Tools:
mcp__ax-gcp__spaces.switch
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.send
Agent Handoff with Context
On the AX MCP server, retrieve context key "research-findings", create a task for @writer-agent with those findings, and mark the research phase complete.
Tools:
mcp__ax-gcp__context.get
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.update
Automated Status Report
On the AX MCP server, gather all tasks completed today, all in-progress tasks, and any overdue items, then post a formatted status report.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.send
Advanced Use Case Prompts
Podcast Production Pipeline
On the AX MCP server, switch to the Podcast workspace and orchestrate: - @research-agent → talking points - @writer-agent → script draft - @critic-agent → review - @publisher-agent → distribution notes Capture all outputs as linked tasks.
Event-Driven Agent Wake-Up
On the AX MCP server, monitor Google Drive for changes to the "Episode Scripts" folder and wake @editor-agent on new files.
Enterprise SecOps Triage
On the AX MCP server, ingest new security alerts, route IAM issues to @iam-agent, cloud issues to @cloudsec-agent, and produce a unified summary.
Cross-Platform Publishing
On the AX MCP server, finalize the approved podcast episode, announce it on Discord, and archive the script in Google Drive.
Continuous Workspace Intelligence
On the AX MCP server, analyze messages and tasks, identify trends, stalled work, and ownership gaps, and post weekly insights.
Dynamic Agent Recruitment
On the AX MCP server, analyze the current task backlog, identify skill gaps, search for available specialist agents, and recommend recruitment priorities.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__agents
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.send
Multi-Workspace Project Sync
On the AX MCP server, coordinate a product launch across Engineering, Marketing, and Sales workspaces: gather milestones from each, identify dependencies, and create a master timeline.
Tools:
mcp__ax-gcp__spaces.switch
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Automated QA Pipeline
On the AX MCP server, when @developer-agent completes a feature task, automatically create a QA task for @qa-agent, notify both, and track the testing workflow.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Customer Success Escalation
On the AX MCP server, monitor support workspace for high-priority customer issues, escalate to @senior-engineer if unresolved after 2 hours, and notify management.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.update
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Research Synthesis Pipeline
On the AX MCP server, have @research-agent gather sources, @analyst-agent extract insights, @writer-agent create summary, and @reviewer-agent validate accuracy. Store final output in shared context.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Analytics & Reporting Prompts
Team Velocity Report
On the AX MCP server, analyze the past 30 days of task completions, calculate average completion time by agent, and identify bottlenecks.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.send
Workspace Health Check
On the AX MCP server, evaluate workspace activity: count active agents, identify stale tasks (>7 days no update), measure message frequency, and generate health score.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.check
mcp__ax-gcp__messages.send
Agent Performance Dashboard
On the AX MCP server, for each agent in the workspace, calculate: tasks completed, average response time, collaboration frequency, and areas of expertise.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.list
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.send
Project Timeline Analysis
On the AX MCP server, extract all tasks tagged "Q1-Launch", map their dependencies, calculate critical path, and forecast completion date.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
Communication Pattern Mining
On the AX MCP server, analyze message patterns to identify: most active communication pairs, peak activity hours, and underutilized agents.
Tools:
mcp__ax-gcp__messages.check
mcp__ax-gcp__agents
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.send
Integration & Automation Prompts
Slack Mirror
On the AX MCP server, fetch all messages from the past hour and mirror them to the #ax-updates Slack channel with agent attribution.
Tools:
mcp__ax-gcp__messages.check
mcp__slack__post_message
GitHub Issue Sync
On the AX MCP server, search for tasks tagged "bug" or "feature", create corresponding GitHub issues, and link them back in task descriptions.
Tools:
mcp__ax-gcp__tasks.search
mcp__github__create_issue
mcp__ax-gcp__tasks.update
Notion Knowledge Base Update
On the AX MCP server, retrieve all completed tasks with tag "documentation", extract key learnings, and create Notion pages in the team wiki.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
mcp__notion__create_page
Google Calendar Task Scheduling
On the AX MCP server, for all tasks with due dates in the next 7 days, create calendar events with reminders and meeting links if needed.
Tools:
mcp__ax-gcp__tasks.list
mcp__google-calendar__create_event
mcp__ax-gcp__messages.send
Automated Documentation Generation
On the AX MCP server, analyze completed sprint tasks, generate release notes, save to Google Drive, and notify the team.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
GOOGLEDRIVE_CREATE_FILE
mcp__ax-gcp__messages.send
Jira Two-Way Sync
On the AX MCP server, pull updated Jira tickets, create or update corresponding AX tasks, then push AX task status changes back to Jira.
Tools:
mcp__jira__search_issues
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.update
mcp__jira__update_issue
Email Digest Creation
On the AX MCP server, compile workspace highlights from the past week (completed tasks, key decisions, upcoming milestones) and send via Gmail to stakeholders.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.check
mcp__ax-gcp__search.search
mcp__gmail__send_email
Zapier Webhook Trigger
On the AX MCP server, when a task tagged "urgent" is created, trigger a Zapier webhook to notify multiple channels (Slack, SMS, PagerDuty).
Tools:
mcp__ax-gcp__tasks.search
mcp__zapier__trigger_webhook
Airtable Data Pipeline
On the AX MCP server, export all tasks with custom fields to Airtable for advanced filtering, then import prioritization scores back into AX tasks.
Tools:
mcp__ax-gcp__tasks.list
mcp__airtable__create_records
mcp__airtable__get_records
mcp__ax-gcp__tasks.update
Discord Community Engagement
On the AX MCP server, monitor workspace for questions tagged "community", post answers to Discord #help channel, and track engagement metrics.
Tools:
mcp__ax-gcp__messages.check
mcp__ax-gcp__tasks.search
mcp__discord__send_message
mcp__ax-gcp__context.set
Specialized Workflow Prompts
Content Calendar Management
On the AX MCP server, review all content tasks for next month, identify gaps in the publishing schedule, recommend topics, and assign to content agents.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
Code Review Pipeline
On the AX MCP server, when @developer-agent marks code complete, notify @senior-engineer for review, track review comments as subtasks, and approve/reject workflow.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.update
Customer Feedback Loop
On the AX MCP server, aggregate customer feedback from support workspace, categorize by theme, create feature request tasks, and prioritize by vote count.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Incident Response Workflow
On the AX MCP server, detect incident-tagged tasks, create war room message thread, notify on-call agents, track resolution steps, and generate postmortem.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__messages.send
mcp__ax-gcp__agents
mcp__ax-gcp__context.set
mcp__ax-gcp__tasks.update
A/B Test Management
On the AX MCP server, track multiple A/B test variants across marketing workspace, collect results data, perform statistical analysis, and recommend winners.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.update
Sprint Planning Automation
On the AX MCP server, analyze team capacity, prioritize backlog tasks, auto-assign based on agent expertise, create sprint milestone, and notify team.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Competitive Intelligence Gathering
On the AX MCP server, have @research-agent monitor competitor mentions, @analyst-agent categorize insights, and @strategist-agent generate weekly competitive report.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Onboarding Journey Automation
On the AX MCP server, when new agent joins workspace, create welcome message, assign onboarding tasks, share key context documents, and schedule check-ins.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.get
Budget Tracking Workflow
On the AX MCP server, track project expenses via tagged tasks, calculate burn rate, compare to budget context, alert if threshold exceeded, and generate finance report.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Legal Review Pipeline
On the AX MCP server, route contracts and agreements to @legal-agent, track review stages, manage approval chain, store signed versions in context, and notify stakeholders.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Context & Memory Prompts
Persistent Decision Log
On the AX MCP server, extract all messages tagged "decision" from the past sprint, compile into structured log, and store in context under "sprint-23-decisions".
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.check
mcp__ax-gcp__context.set
Agent Knowledge Sharing
On the AX MCP server, retrieve context "api-integration-lessons" from Engineering workspace, share with Marketing workspace agents, and create reference tasks.
Tools:
mcp__ax-gcp__spaces.switch
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.create
Template Library Management
On the AX MCP server, store commonly used message templates in context under "templates-*" keys, and create a directory message for easy agent reference.
Tools:
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Historical Performance Baseline
On the AX MCP server, analyze past 6 months of workspace data, establish performance baselines for each metric, and store in context for future comparison.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.check
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Cross-Workspace Knowledge Graph
On the AX MCP server, map relationships between agents, tasks, and topics across all workspaces, identify knowledge clusters, and visualize in shared context.
Tools:
mcp__ax-gcp__spaces.list
mcp__ax-gcp__agents
mcp__ax-gcp__search.search
mcp__ax-gcp__context.set
Security & Compliance Prompts
Access Audit Trail
On the AX MCP server, log all task access and modifications by agent, identify unusual patterns, and generate weekly security audit report.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__agents
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Data Retention Compliance
On the AX MCP server, identify tasks and messages older than retention policy (90 days), archive to external storage, and purge from active workspace.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.check
GOOGLEDRIVE_CREATE_FILE
mcp__ax-gcp__tasks.delete
Sensitive Data Detection
On the AX MCP server, scan all messages for PII/PHI patterns, flag violations, notify compliance agent, and recommend redaction.
Tools:
mcp__ax-gcp__messages.check
mcp__ax-gcp__search.search
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.create
Permission Change Tracking
On the AX MCP server, monitor agent permission changes, log modifications to context, and alert security team for review.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Compliance Workflow Enforcement
On the AX MCP server, for tasks tagged "HIPAA", enforce mandatory approval chain, verify all reviewers, and maintain audit trail in context.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.update
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Creative & Content Prompts
Multi-Agent Story Development
On the AX MCP server, orchestrate creative writing: @plot-agent develops structure, @character-agent builds personas, @dialogue-agent writes conversations, @editor-agent polishes final draft.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Social Media Campaign Coordination
On the AX MCP server, create campaign tasks for each platform (Twitter, LinkedIn, Instagram), assign to platform specialists, schedule posts, and track engagement metrics.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.get
Video Production Pipeline
On the AX MCP server, coordinate video creation: @scriptwriter-agent → @storyboard-agent → @voiceover-agent → @editor-agent → @distributor-agent with asset handoffs at each stage.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
GOOGLEDRIVE_UPLOAD_FILE
Brand Voice Consistency Check
On the AX MCP server, retrieve brand guidelines from context, have @content-agent draft material, @brand-agent review for voice consistency, and track revisions.
Tools:
mcp__ax-gcp__context.get
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.update
Automated Content Repurposing
On the AX MCP server, take completed blog post, create derivative tasks for @twitter-agent (thread), @linkedin-agent (article), @newsletter-agent (feature), and track all versions.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
Development & Testing Prompts
Test Coverage Analysis
On the AX MCP server, analyze codebase tasks tagged "test", identify untested features, create test writing tasks, and assign to @qa-agent.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
Deployment Checklist Automation
On the AX MCP server, when deployment task is created, auto-generate subtasks (tests, approvals, rollback plan), assign reviewers, and track completion.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Bug Triage Pipeline
On the AX MCP server, categorize new bug reports by severity, assign to appropriate agent based on component, set priority, and notify team lead.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.update
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Technical Debt Tracking
On the AX MCP server, identify tasks tagged "tech-debt", calculate aggregate impact score, prioritize quarterly roadmap, and generate executive summary.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
API Documentation Generation
On the AX MCP server, extract completed API endpoint tasks, have @tech-writer-agent generate docs, @developer-agent review accuracy, publish to knowledge base.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__notion__create_page
Learning & Development Prompts
Skills Gap Analysis
On the AX MCP server, analyze task completion patterns by agent, identify skill gaps, recommend training resources, and create development plans.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__agents
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Best Practices Documentation
On the AX MCP server, extract lessons learned from completed projects, categorize by domain, create reusable templates, and store in context library.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__search.search
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Mentorship Matching
On the AX MCP server, analyze agent specializations and experience levels, suggest mentor-mentee pairs, create introduction tasks, and schedule check-ins.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
Knowledge Transfer Sessions
On the AX MCP server, when expert agent completes project, schedule knowledge sharing session, create documentation task, and distribute to relevant agents.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__google-calendar__create_event
Continuous Improvement Loop
On the AX MCP server, conduct monthly retrospective: gather feedback via tasks/messages, identify improvement opportunities, create action items, and track implementation.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Innovation & Experimentation Prompts
A/B Prompt Testing
On the AX MCP server, run parallel task assignments with different prompt variations, compare completion quality and time, declare winner, and update best practices.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Agent Capability Discovery
On the AX MCP server, systematically test agent capabilities across different task types, document strengths/limitations, and create capability matrix.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Workflow Pattern Mining
On the AX MCP server, analyze successful project workflows, extract common patterns, create reusable workflow templates, and enable one-click instantiation.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__search.search
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Collaborative Innovation Lab
On the AX MCP server, create experimental workspace where agents propose and test new ideas, vote on promising concepts, and graduate successful experiments to production.
Tools:
mcp__ax-gcp__spaces.create
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Performance Optimization Experiments
On the AX MCP server, identify slow-performing workflows, create experimental variants with optimizations, run comparative tests, and implement winning strategies.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.get
mcp__ax-gcp__messages.send
Global & Localization Prompts
Multi-Language Content Pipeline
On the AX MCP server, route content to language-specific translator agents, track translation status, validate consistency, and publish to regional channels.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Timezone-Aware Scheduling
On the AX MCP server, coordinate global team across timezones, schedule tasks during agent active hours, send reminders based on location, and track handoffs.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__google-calendar__create_event
Regional Compliance Adaptation
On the AX MCP server, identify content for specific regions, route to compliance agents for that jurisdiction, track regulatory requirements, and maintain audit trail.
Tools:
mcp__ax-gcp__tasks.search
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Cultural Sensitivity Review
On the AX MCP server, have region-specific agents review content for cultural appropriateness, flag concerns, suggest alternatives, and approve for release.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.update
Global Launch Coordination
On the AX MCP server, orchestrate product launch across multiple regions: stagger timing by timezone, coordinate with local agents, track regional performance, and consolidate reports.
Tools:
mcp__ax-gcp__spaces.switch
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Business Intelligence Prompts
KPI Dashboard Generation
On the AX MCP server, collect metrics from all active workspaces, calculate KPIs (velocity, cycle time, satisfaction), generate dashboard, and schedule automated updates.
Tools:
mcp__ax-gcp__spaces.list
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Predictive Task Estimation
On the AX MCP server, analyze historical task data, build estimation models per task type and agent, predict completion times for new tasks, and adjust assignments.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.get
mcp__ax-gcp__tasks.update
mcp__ax-gcp__messages.send
Resource Allocation Optimization
On the AX MCP server, model agent capacity, prioritize tasks by business value, optimize assignments to maximize throughput, and simulate what-if scenarios.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.list
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
Churn Risk Detection
On the AX MCP server, identify inactive agents, stalled tasks, declining participation patterns, flag at-risk projects, and trigger retention interventions.
Tools:
mcp__ax-gcp__agents
mcp__ax-gcp__tasks.list
mcp__ax-gcp__messages.send
mcp__ax-gcp__tasks.create
Market Intelligence Aggregation
On the AX MCP server, collect competitive insights from multiple research agents, synthesize findings, identify market opportunities, and generate executive briefing.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.list
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Customer Experience Prompts
Omnichannel Support Routing
On the AX MCP server, ingest customer inquiries from email, chat, social media, route to specialized support agents, track resolution, and analyze satisfaction.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.set
Proactive Issue Prevention
On the AX MCP server, monitor product usage patterns via tasks/messages, identify potential issues before customers report, create preventive tasks, and notify accounts.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__messages.send
mcp__gmail__send_email
Customer Journey Mapping
On the AX MCP server, track customer interactions across touchpoints, identify friction points, create improvement tasks, and measure journey optimization impact.
Tools:
mcp__ax-gcp__tasks.list
mcp__ax-gcp__search.search
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Personalized Onboarding Paths
On the AX MCP server, analyze new customer profile, create customized onboarding journey, assign to success agent, track milestone completion, and adapt based on engagement.
Tools:
mcp__ax-gcp__tasks.create
mcp__ax-gcp__tasks.assign
mcp__ax-gcp__messages.send
mcp__ax-gcp__context.get
Voice of Customer Analysis
On the AX MCP server, aggregate customer feedback from all channels, perform sentiment analysis, categorize themes, prioritize action items, and track resolution impact.
Tools:
mcp__ax-gcp__search.search
mcp__ax-gcp__tasks.create
mcp__ax-gcp__context.set
mcp__ax-gcp__messages.send
Prompt Design Principles
Core Rules
- Always specify "On the AX MCP server" - Ensures explicit targeting of AX Platform tools
- Prefer specialist agents - Leverage domain expertise for better outcomes
- Persist outputs as tasks or messages - Maintain workspace history and traceability
- Treat AX as the multi-agent control plane - Coordinate all agent activities through AX Platform
- Use context for shared knowledge - Store reusable information for agent access
- Chain tools logically - Sequence operations to build complex workflows
- Include status updates - Keep stakeholders informed via messages
- Handle errors gracefully - Plan for failure cases and provide fallbacks
Advanced Patterns
- Conditional Routing: Use search results to determine next actions
- Parallel Execution: Create multiple tasks simultaneously for independent work
- Hierarchical Coordination: Switch workspaces to orchestrate cross-team efforts
- Context-Driven Decisions: Retrieve stored context to inform dynamic choices
- Feedback Loops: Monitor outcomes and adjust strategies automatically
- Event-Driven Triggers: React to workspace changes with automated responses
- Progressive Enhancement: Start simple, layer complexity based on outcomes
Integration Best Practices
- Pre-flight Checks: Verify tool availability before complex workflows
- Idempotent Operations: Design prompts that can safely re-run
- Audit Trails: Log significant actions to context for compliance
- Graceful Degradation: Provide alternatives when integrations fail
- Rate Limit Awareness: Batch operations to respect API limits
- Data Validation: Verify inputs before creating tasks or messages
- Error Recovery: Include rollback steps for failed operations
End of AX MCP Prompt Pack - Expanded Edition
Version 2.0 - 100 Production-Ready Prompts