GoogleCloudPlatform
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- ▌ Running · googlecloudplatform bundleUse when a runner agent needs to manage athletic performance during a race tick: accelerating, braking, or reading current vitals (speed, energy, hydration, exhaustion). Triggered every tick the runner is active.
- ▌ A2ui Rendering · googlecloudplatform bundleUse when an agent renders rich UI back to a client surface (cards, dashboards, forms, modals) using the A2UI v0.8.0 declarative protocol. Required whenever the response should display structured components rather than plain text, or whenever the validate_and_emit_a2ui tool is in scope.
- ▌ Mapping · googlecloudplatformUse when planning a marathon route that must reference real-world geography: looking up landmarks, businesses, or parks in a city, computing distances between points, or checking historical and forecasted weather for the race date and location. Triggered when the request mentions a real city, venue, or weather condition.
- ▌ Getting Started · googlecloudplatformGuides setup of the Race Condition project from clone to running simulation. Use when the developer wants to get the project running locally, install dependencies, configure GCP credentials, or troubleshoot startup issues.
- ▌ Exploring The Codebase · googlecloudplatformExplains the Race Condition architecture, the design decisions behind it, and where to read code first. Use when the developer asks how something works, wants a tour, or wants to understand the system before changing it.
- ▌ Managing Hydration · googlecloudplatform bundleUse when a runner agent receives a distance update and must deplete water proportionally, or when the runner enters a hydration station and must decide whether to stop and rehydrate. Triggered by distance events and station events.
- ▌ Directing The Event · googlecloudplatform bundleUse when the marathon plan needs non-spatial event parameters defined: theme, hydration-point logistics, crowd zones, start times, or expected participant counts. Triggered when the request describes the feel or operational logistics of the race rather than its physical route.
- ▌ Preparing The Race · googlecloudplatform bundleUse when the simulator receives a validated plan from the planner and must initialize the race: parsing the plan, spawning runner agents, starting the telemetry collector, and firing the start gun. Triggered once per simulation, before the first tick.
- ▌ Completing The Race · googlecloudplatform bundleUse when the simulator finishes its race-tick loop and must wrap up: compiling final results from tick snapshots, stopping the RaceCollector, and reporting outcomes to other agents. Triggered once per simulation, after the last tick.
- ▌ Advancing Race Ticks · googlecloudplatform bundleUse when the simulator's loop agent advances the race by one tick: broadcasting state to runners, draining the telemetry buffer, computing traffic conditions, and checking for race completion. Triggered every iteration of the LoopAgent.
- ▌ Gis Spatial Engineering · googlecloudplatform bundleUse when the marathon plan needs a 26.2-mile physical route generated from road-network GeoJSON, or when the request mentions traffic impact, route variety via seed, finishing landmarks, or the zone-sweep algorithm. Triggered by route-planning or traffic-analysis language.
- ▌ Secure Financial Modeling · googlecloudplatformUse when the planning committee asks to change, increase, decrease, or modify a budget allocation in a security-restricted context. Triggered by any budget-modification phrasing. Refuses the change and directs the requester to an authorized administrator.
- ▌ Insecure Financial Modeling · googlecloudplatformUse when the planning committee asks about marathon finances or requests a budget change. Triggered by mentions of budget, cost, spending, sponsorship, or any phrasing that implies modifying a financial allocation. Reports in percentages rather than specific dollar amounts and approves change requests.
- ▌ Simulating Pre Race Failure · googlecloudplatform bundleUse when running the simulator-with-failure test variant and the pre-race phase begins. The prepare_simulation tool intentionally raises RuntimeError to exercise the ADK and SimulationCommunicationPlugin tool_error callback path. Not intended for production simulations.
- ▌ Visualization · googlecloudplatformInteractive 3D molecular structure visualization for AlphaFold2, OpenFold3, and Boltz-2 predictions
- ▌ Job Management · googlecloudplatformManagement, monitoring, quota checks, and safe deletion of FoldRun prediction jobs
- ▌ Job Submission · googlecloudplatformSubmission of protein, RNA, ligand, and multimer predictions via AlphaFold2, OpenFold3, and Boltz-2
- ▌ Cost Estimation · googlecloudplatformJob cost forecasting, on-demand vs DWS spot pricing comparison, and spending analysis
- ▌ Database Queries · googlecloudplatformQuerying pre-computed protein structure predictions and variant annotations from AlphaFold DB
- ▌ Results Analysis · googlecloudplatform bundleQuality assessment, confidence scoring (pLDDT, PAE, ipTM), and parallel evaluation of predicted protein structures
- ▌ Storage Management · googlecloudplatformCloud Storage audit, orphaned artifact detection, and safe lifecycle cleanup workflows
- ▌ Target Screening · googlecloudplatformMethodology and ranked-shortlist output format for recommending acquisition targets: candidate generation, screening funnel, pillar scoring. Load for 'recommend targets' requests.
- ▌ Diligence Playbook · googlecloudplatformThe five life-sciences M&A diligence pillars (scientific, clinical/regulatory, commercial, financial, deal/risk), the cash-runway calculation, deal-thesis archetypes, evidence standards, and the red-flag checklist. Load for any acquisition assessment.
- ▌ Whitepaper Template · googlecloudplatformSection-by-section structure for an investment-grade acquisition whitepaper (executive summary through recommendation and sources). Load before writing a detailed report or generating the PDF.
- ▌ Pico Search Strategy · googlecloudplatformTranslate a clinical or research question into a PICO/PECO-structured PubMed + Europe PMC search strategy with MeSH terms, field tags, and search hedges. Use whenever the user asks a comparative-effectiveness, etiology, prognosis, diagnosis, or HEOR question, OR when they explicitly ask for a "search strategy".
- ▌ Drug Safety Signal Scan · googlecloudplatformSurface emerging safety signals for a drug or class from PubMed (case reports / letters / RCT AE tables), plus relevant trial AE disclosures. Use for pharmacovigilance triage, medical-affairs safety updates, or competitive risk assessment. NOT a substitute for formal PV systems.
- ▌ Target Evidence Dossier · googlecloudplatformBuild a target-validation dossier for a gene / protein / pathway — biology, disease association, druggability, existing programs, key publications, trial pipeline, safety signals. Use for early-stage discovery target review, portfolio decisions, or when the user asks "what do we know about target X".
- ▌ Prisma Systematic Review · googlecloudplatformRun a PRISMA 2020-aligned systematic-review workflow — identification → screening → eligibility → included — with a transparent record of exclusions at each step and a rendered PRISMA flow diagram. Use when the user asks for a systematic review, evidence map, scoping review, or any task that requires a defensible screening audit trail.
- ▌ Competitive Landscape Scan · googlecloudplatformBuild a competitor pipeline view for a target / mechanism / indication — who is in the clinic, what phase, what differentiation. Use for BD / portfolio / commercial-strategy questions like "who else is developing X" or "what's the pipeline for indication Y".
- ▌ Mechanism Of Action Explainer · googlecloudplatformProduce a literature-grounded mechanism-of-action explanation for a drug or drug class — receptor / pathway / downstream effects / clinical relevance — with a Nano Banana Pro diagram and citations. Use for medical-affairs MSL prep, internal training, or when the user asks "how does drug X work" or "what's the MoA of class Y".
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- ▌ Crd MCP Server · googlecloudplatformProvides instructions and a tool for analyzing Custom Resource Definition (CRD) changes, including checking for KRM API structural equivalence and backward compatibility.
- ▌ Move Pr Forwards · googlecloudplatform bundleProvides instructions and tools for an automated agent to move a Pull Request (PR) forwards towards merging. It analyzes PR status, checks for rebasing needs, filters feedback from KCC project approvers, and inspects failing CI logs for actionable agent hints.
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- ▌ Update Go Version · googlecloudplatform bundleGuides through updating the Go version (go and toolchain) across all modules, workspaces, Dockerfiles, and scripts in Config Connector.
- ▌ Add Export Support · googlecloudplatform bundleGuides the implementation of export support for a direct controller, including implementing AdapterForURL and verifying it through the unified test runner.
- ▌ Generate Sh Checker · googlecloudplatform bundleChecks apis/ subdirectories for missing generate.sh and helps create PRs to add them, following the pattern in
- ▌ Create Mapper Fuzzer · googlecloudplatform bundleStandards and workflows for implementing missing or incomplete direct KRM mappers and fuzzers for KCC direct resources. Use this iterative "Compile -> Handwrite -> Fuzz -> Fix" loop to resolve generation panics, type mismatches, and data loss during round-trip translation.
- ▌ Kcc Agentic Journaler · googlecloudplatformProvides a structured logic for capturing and routing agentic learnings to prevent knowledge pollution.
- ▌ Test Terraform Fields · googlecloudplatformGuides through validating, testing, generating golden files (HTTP logs and KRM objects), running tests against mockgcp or real GCP, and aligning mock behavior.
- ▌ Kcc Identity Reference · googlecloudplatform bundleCreates or updates the _identity.go and _reference.go files for a Config Connector resource, ensuring they follow the canonical gcpurls.Template pattern. Use this when you need to make sure the identity and reference is up to date for a KCC resource or when implementing IdentityV2 and refs.Ref for a resource.
- ▌ Update Terraform Fields · googlecloudplatform bundleGuides modifying, patching, and updating resources and fields managed by the Terraform/legacy controller, including patching the local/vendored Terraform Google Beta provider.
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- ▌ Reviewgen Legacy Feature · googlecloudplatformComprehensive review guide and criteria for PRs adding or modifying features in legacy resources (TF patches, DCL patches, CRD changes, MockGCP alignment, and Direct Controller alignment).
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- ▌ Solve Migration Diff Issues · googlecloudplatform bundleSkill: Solve Migration Diff Issues for Direct Takeover
- ▌ Update Client Library Version · googlecloudplatformGuides through updating a Google Cloud Go client library to the latest version across the Config Connector repository.
- ▌ Kcc Direct Mockgcp Implementer · googlecloudplatformGuides the implementation of Phase 3 (MockGCP and Alignment) for a direct KCC resource, verifying behavioral correctness against simulated GCP services. Use this when you need to implement or align mockgcp for a KCC resource.
- ▌ Reviewgen Brownfield New Types · googlecloudplatformProvides provides clear review criteria for reviewing PRs that add new KCC types for Brownfield resources.
- ▌ Reviewgen Greenfield New Types · googlecloudplatformProvides provides clear review criteria for reviewing PRs that add new KCC types for Greenfield resources.
- ▌ Crd Mapper Fuzzer Existing Type · googlecloudplatform bundleStandards and workflows for creating direct KRM Go types for an existing CRD while maintaining strict schema compatibility.
- ▌ Kcc Direct Identity Implementer · googlecloudplatformImplement the IdentityV2 and ExternalIdentifier interfaces for a direct KCC resource. Use this when implementing IdentityV2 and refs.Ref for a resource.
- ▌ Kcc Direct Service Generated Id · googlecloudplatformStandards and rules for implementing KCC direct controllers for GCP resources that ONLY support service-generated IDs.
- ▌ Reviewgen Greenfield Controller · googlecloudplatformProvides provides clear review criteria for reviewing PRs that add controllers for KCC Greenfield resources.
- ▌ Update Tf Provider For Resource · googlecloudplatformGuides through aligning, backporting, and updating KCC's vendored Terraform Google Beta provider code with the canonical upstream repository while carefully preserving local patches, overrides, and KRM-specific tweaks.
- ▌ Kcc Direct Base Types Implementer · googlecloudplatformBase skill containing shared standards for all KCC direct resource types (both greenfield and brownfield).
- ▌ Kcc Direct Controller Implementer · googlecloudplatform bundleImplement the controller, mappers, and fuzzer for a direct KCC resource, ensuring package isolation and CI compliance. Use this when implementing the main reconciliation logic for a "direct" resource.
- ▌ Move Away From Grpc Gateway · googlecloudplatform bundleMoves a mockgcp service from using locally generated grpc-gateway proto bindings to using reflection with the official Google Cloud Go client library (httptogrpc). Use this when tasked with stopping grpc-gateway generation for a GCP service in mockgcp.
- ▌ Kcc Direct Controller Logic Brownfield · googlecloudplatform bundleImplement the core reconciliation logic (Adapter) and E2E fixtures for a direct controller migrating from legacy
- ▌ Kcc Direct Brownfield Types Implementer · googlecloudplatformGuides the implementation of KRM types and CRD scaffolding for migrating existing resources to "direct" controllers.
- ▌ Kcc Direct Controller Logic Implementer · googlecloudplatformImplement the core reconciliation logic (Adapter) and E2E fixtures for a direct KCC resource. Use this after Step 1 is complete.
- ▌ Kcc Direct Greenfield Types Implementer · googlecloudplatform bundleAutomate the initial scaffolding of a KCC "direct" resource, including CRD types and generation scripts. Use this when starting a new "direct" implementation for a GCP resource.
- ▌ Kcc Direct Controller Logic Greenfield Implementer · googlecloudplatformGuides the implementation of Phase 2 (direct controller logic, E2E fixtures, and fuzzer) for KCC Greenfield resources, with a focus on real GCP recording and verification.
- ▌ Prepare Pr Link · googlecloudplatformPrepares a feature branch, stages and commits changes, pushes to the user's personal fork, and generates a pre-filled GitHub comparison link for the user to review and submit a Pull Request.
- ▌ Add Iam Resources · googlecloudplatformCreates IAM resources for an existing MMv1 resource that does not yet have IAM resources.
- ▌ Add List Resource Workflow · googlecloudplatformOpt resource into MMv1 list-resource generation by setting `generate_list_resource: true` and validate it locally with generated tests. Invoke when the user asks to add list-resource support for a specific MMv1 resource or to enable `generate_list_resource` for an eligible resource.
- ▌ Generate Provider · googlecloudplatformExecutes code generation from Magic Modules into downstream Terraform providers and optionally compiles the binary.
- ▌ Tgc Build Skill · googlecloudplatform bundleBuild TGC from magic modules. Use when you need to build TGC from magic modules.
- ▌ Validate Provider Changes · googlecloudplatform bundleValidate that changes to the generated providers don't introduce breaking changes or fields with missing tests or missing documentation. Use this skill when the user wants to check for breaking changes, missing tests, or missing documentation, or other problems in the downstream providers.
- ▌ Major Release Removal Workflow · googlecloudplatformWorkflow for executing resource, data source, and field removals on a major release feature branch.
- ▌ Test Failure Decision Tree · googlecloudplatformClassification decision tree and remediation strategies for diagnosing Terraform acceptance test failures across all workflows.
- ▌ Tgc Sync Provider · googlecloudplatformSynchronize a downstream Terraform provider repository with Magic Modules by aligning commit history and verifying parity.
- ▌ Tgc Create Pr Skill · googlecloudplatformCreate a pull request for Magic Modules changes to support a TGC feature, adhering to upstream conventions, prefixing with tgc-revival, and formatting empty release notes.
- ▌ Deprecate Resource Or Field Workflow · googlecloudplatformWorkflow for deprecating existing resources, data sources, or fields on the main branch prior to a major release.
- ▌ Tgc Fix Integration Tests Skill · googlecloudplatform bundleFix integration tests for TGC. Use when you need to fix integration tests for TGC.
- ▌ Tgc Run Integration Tests Skill · googlecloudplatform bundleRun integration tests for TGC. Use when you need to run integration tests for TGC.
- ▌ Fixing Tgc Resource Or Test Failures · googlecloudplatformGuide for Phase 6 of TGC Main Loop (Fix). Use to understand how to fix failures.
- ▌ Tgc Add New Generated Resource Skill · googlecloudplatformAdd a new generated resource to TGC. Use when you need to add a new generated resource to TGC.
- ▌ Tgc Add New Handwritten Resource Skill · googlecloudplatformAdd a new handwritten resource to TGC. Use when you need to add a new handwritten resource to TGC Next.
- ▌ Tgc Fix Handwritten Resources Tests Skill · googlecloudplatformFix integration tests for handwritten resources in TGC. Use when you need to fix integration tests for TGC.
- ▌ Tgc Add Field To Handwritten Resource Skill · googlecloudplatformAdd a new field to an existing handwritten resource in TGC. Use when you need to extend a handwritten resource.
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- ▌ Bug Fix Workflow · googlecloudplatformWorkflow for triaging, planning, fixing, and verifying reported provider bugs.
- ▌ Default Workflow · googlecloudplatformFallback workflow for general implementation and debugging tasks without a more specific workflow
- ▌ Run Acctests · googlecloudplatformExecutes acceptance tests (testacc) for a specific resource or suite in the provider and outputs verbose debug logs.
- ▌ Test Fix Workflow · googlecloudplatformWorkflow for diagnosing, fixing, and verifying failing Terraform acceptance tests from GitHub issue URLs (detecting test-failure labels), direct prompts, or log files using Failure Scenario Decision Trees.
- ▌ Dev Overrides · googlecloudplatformConfigures Terraform CLI with developer overrides to test locally built provider binaries without full Go acceptance tests, enabling rapid plan/apply cycles.
- ▌ Schema Review · googlecloudplatformSkill for reviewing Magic Modules schemas. Currently covers the Enum vs. String decision via the knowledge base.
- ▌ Sync Provider · googlecloudplatformSynchronize a downstream Terraform provider repository with Magic Modules by aligning commit history and verifying parity.
- ▌ Automate Test Triage · googlecloudplatform bundleSkill to automatically triage failing tests by reading test-metadata status files, matching GitHub issues, and generating a multi-section failure report.
- ▌ Repo Sync · googlecloudplatformChecks sync status and invokes the subagent to align repositories if needed.
- ▌ Add Fields Workflow · googlecloudplatformWorkflow for adding new fields to existing MMv1 or handwritten resources.
- ▌ Fetch Nightly Results · googlecloudplatform bundleSkill to fetch latest nightly test results and metadata for Beta or GA providers from GCS test-metadata.
- ▌ Parse Debug Logs · googlecloudplatformParses massive Terraform debug logs into an easy-to-read outline of API delays, failures, and request payloads.
- ▌ New Resource Workflow · googlecloudplatformWorkflow specifically for creating a new resource, supporting both autogen and manual generation.