AX Performance Advisor

Plugin ax-performance-advisor-plugin in rweisssieker-xp/AX2012_Performance_Advisory. Commands read from the repo's manifest — 1 month ago.

Skills (80)

• admin-execution-mode

  Generate guarded admin execution previews with policy gates, confirmation tokens, audit records, and rollback/validation metadata.

• advanced-usp-analysis

  Generate advanced operational USP outputs including SLO burn rate, maintenance sequencing, cost of delay, release gates, retention candidates, known issue matching, and executive briefings.

• ai-anomaly-forecasting

  Forecast likely SLA, capacity, or workload anomalies from AXPA trend evidence.

• ai-batch-scheduler-optimizer

  Propose safer AX batch scheduling based on batch-related findings and SQL pressure.

• ai-business-impact-estimator

  Translate technical findings into business impact and owner language.

• ai-change-risk-predictor

  Classify risk for proposed AX/SQL remediation actions before implementation.

• ai-d365-migration-signal

  Identify AX 2012 performance findings that suggest modernization or D365 migration planning.

• ai-evidence-gap-detector

  Detect missing evidence required for confident AX/SQL diagnosis.

• ai-executive-narrative

  Generate CIO-ready narratives from AXPA evidence.

• ai-finding-explainer

  Explain AXPA findings for technical teams, AX key users, and management.

• ai-gxp-validation-assistant

  Draft GxP validation evidence for AX performance changes.

• ai-incident-summary

  Generate incident summaries with cause, impact, evidence, and next steps.

• ai-knowledge-base-learning

  Convert resolved or recurring findings into reusable knowledge-base learning candidates.

• ai-learning-extensions

  Generate AI learning and decision-quality artifacts such as recommendation memory, similarity search, acceptance simulation, narrative variants, anomaly explanations, and action confidence tuning.

• ai-noise-reduction

  Deduplicate noisy AXPA findings into actionable groups.

• ai-query-to-ax-code-mapping

  Map expensive SQL query evidence to AX tables and candidate X++ owners.

• ai-regression-detector

  Identify performance regressions after deployments, configuration, index, or schedule changes.

• ai-remediation-planner

  Convert many AXPA findings into a phased remediation plan.

• ai-runbook-copilot

  Produce step-by-step operator runbook guidance for top AXPA findings.

• ai-safe-action-classifier

  Classify AXPA recommendations as observe, maintenance-window, TEST-only, CAB-required, or review-required.

• ai-sql-plan-interpreter

  Interpret SQL plan and query findings for AX workloads.

• ai-ticket-auto-drafting

  Draft Azure DevOps or Jira tickets from AXPA findings.

• aos-load-analysis

  Analyze AOS counters, user sessions, batch/service distribution, AOS topology, and load-separation recommendations.

• approval-workflow-governance

  Manage findings through approval states from proposed to reviewed, approved, implemented, validated, and closed.

• autonomous-evidence-planner

  Identify missing evidence and produce a targeted read-only collection plan for low-confidence AX performance findings.

• autonomous-intelligence-analysis

  Generate autonomous AI/USP investigation artifacts including evidence scout, investigation tree, root-cause debate, recommendation quality gate, KPI storyboard, and anonymized pattern library.

• autonomous-ops-copilot

  Build or run Autonomous Ops workflows for AX Performance Advisor, including investigation queues, evidence acquisition plans, follow-up questions, change drafts, validation planning, and readiness gates.

• ax-performance-analysis

  Analyze Dynamics AX 2012 R3 performance by correlating SQL Server, AOS, batch, Trace Parser, and DynamicsPerf evidence into prioritized explainable findings.

• azure-devops-jira-export

  Export or push AXPA findings as Azure DevOps or Jira tickets with dry-run support and credential checks.

• batch-job-optimization

  Analyze Dynamics AX 2012 batch jobs, SysOperation workloads, collisions, runtime trends, and SQL side effects to recommend safer scheduling and tuning actions.

• blocking-analysis

  Analyze SQL blocking, deadlocks, lock waits, root blockers, affected AX tables, and recommended low-risk remediation.

• causal-graph-analysis

  Analyze AX performance as a cause-effect graph linking root causes, waits, findings, tables, and business impact.

• change-blast-radius-analysis

  Analyze which AX modules, tables, findings, owners, and processes may be affected by a planned change.

• cost-of-delay-prioritization

  Prioritize AXPA findings using cost-of-delay risk points and deferred-risk reasoning.

• custom-code-risk-map

  Map custom AX code, X++ classes, reports, services, query families, and findings to owners and risk.

• daily-health-check

  Run a daily AX 2012 and SQL Server health check with prioritized risks, module health scores, root causes, and management summary.

• data-lifecycle-advisor

  Analyze AX table growth, archive candidates, retention policy, archiving impact, and lifecycle ROI.

• enterprise-observability

  Generate AXPA enterprise observability outputs such as time-series store, alerts, estate inventory, plan repository, notification payloads, and competitive coverage.

• environment-drift-analysis

  Compare AX environments, explain TEST-vs-PROD gaps, produce repro checklist, and summarize fleet risk.

• evidence-marketplace-planner

  Plan high-value missing evidence requests such as Trace Parser, DynamicsPerf, deadlocks, batch history, and user sessions.

• evidence-pack-audit

  Create audit-ready evidence packs with masking, chain of custody, evidence quality grades, and validation artifacts.

• frontend-user-impact-analysis

  Analyze slow AX frontends, problematic users/clients, broad inventory queries, and machine-wide impact without installing client parsers.

• governance-extension-analysis

  Generate governance artifacts such as runbooks, RACI, business impact timeline, suppression governance, data quality checks, and audit exports.

• index-risk-review

  Review SQL Server missing-index and plan-warning evidence through AX-specific risk, write overhead, existing index overlap, and rollback guidance.

• itil-change-draft

  Generate ITIL/CAB change drafts from AX performance findings with risk, test plan, rollback, validation, and approval workflow.

• knowledge-base-governance

  Maintain known issues, self-healing rules, feedback loops, and anonymized AX performance pattern libraries.

• knowledge-graph-export

  Export or inspect the AXPA knowledge graph of findings, playbooks, modules, and tables.

• known-issue-matching

  Match AXPA findings against the local known issue pattern library and return fix paths and validation criteria.

• legacy-modernization-advisor

  Evaluate AX 2012 legacy risk, SQL Server 2016 lifecycle exposure, D365 migration signals, and modernization drivers.

• llm-connector-readiness

  Prepare and validate LLM connector payloads for AXPA evidence-grounded Q&A without exposing secrets or making unapproved external calls.

• local-rag-evidence-qa

  Build local evidence Q&A artifacts with source finding IDs and no external LLM dependency.

• maintenance-window-optimizer

  Propose maintenance-window sequencing from AXPA findings and playbook groups.

• management-report-generator

  Generate executive and change-control reports for AX 2012 performance findings with risk, impact, evidence, recommendations, and audit-ready action plans.

• market-differentiator-analysis

  Generate market differentiation outputs such as vendor-neutral comparison, migration readiness, resilience score, knowledge graph, process owner scorecards, evidence marketplace, and value realization.

• natural-language-root-cause-chat

  Answer operator questions such as why AX is slow by grounding responses in AXPA evidence and findings.

• operator-copilot-runbook

  Generate operator runbooks, copilot context, next checks, incident replay, and root-cause narratives.

• optional-agent-operations

  Configure, dry-run, or operate the optional AXPA local agent and scheduled task wrapper.

• parameter-sniffing-analysis

  Analyze plan-cache variance, Query Store runtime variation, and parameter-sensitive AX query candidates.

• performance-contract-testing

  Define and evaluate AX performance contracts, budgets, release gates, and generated regression tests.

• performance-debt-governance

  Govern recurring AX performance findings through debt register, debt interest, cost of delay, and continuous improvement scorecards.

• performance-digital-twin

  Build and use an AX performance digital twin containing topology, query families, hot tables, batch workload, AOS nodes, and business calendar.

• powerbi-report-export

  Export AXPA findings and metrics for Power BI CSV datasets or streaming endpoint push when credentials are configured.

• process-owner-scorecards

  Generate process-owner scorecards from AXPA findings, business owners, high-risk counts, and module context.

• query-store-regression-analysis

  Analyze Query Store and plan-cache runtime evidence for SQL plan regressions and release-gate decisions.

• rbac-portal-generation

  Generate role-labeled static dashboard entry points for viewer, DBA, AX admin, QA/GxP, CIO, and admin users.

• release-gate-governance

  Evaluate AXPA release gate pass/block decisions from current high and critical findings.

• release-package-builder

  Build a plugin release ZIP with SHA-256 manifest while excluding evidence, output, and cache files.

• remediation-portfolio-optimizer

  Compare remediation scenarios and choose high-benefit, low-risk AX performance action portfolios.

• sensitive-data-governance

  Detect sensitive evidence boundaries, apply masking policies, and prepare share-safe AX performance evidence.

• sla-anomaly-forecasting

  Analyze SLOs, SLA breach prediction, anomalies, capacity exhaustion, and performance budgets for AX workloads.

• slo-burn-rate-analysis

  Analyze SLO burn-rate signals for AXPA playbooks and high-risk finding budgets.

• sql-server-query-tuning

  Interpret SQL Server 2016 performance evidence for Dynamics AX 2012 workloads, including expensive queries, waits, indexes, statistics, plan cache, Query Store, and parameter sniffing.

• statistics-maintenance-review

  Analyze stale SQL statistics, modification counters, plan risk, and maintenance-window recommendations for AX workloads.

• strategy-extension-analysis

  Generate strategic planning outputs including what-if simulation, baseline benchmark, evidence roadmap, remediation Kanban, KPI contracts, and capability matrix.

• tempdb-io-analysis

  Analyze TempDB pressure, file latency, PAGEIOLATCH/WRITELOG waits, spills, and storage-related AX performance risk.

• temporal-hotspot-analysis

  Analyze AX workload pressure by hour, day, business calendar, and maintenance window.

• traceparser-dynamicsperf-analysis

  Analyze Trace Parser and DynamicsPerf evidence, including long-running X++ code, SQL queries, call counts, call trees, and Query-to-X++ links.

• value-realization-tracking

  Generate value realization opportunities and expected proof points from AXPA findings.

• web-portal-operations

  Configure, validate, or run the local AXPA RBAC web portal with token-based dashboard access and audit logging.

• xpp-attribution-mapping

  Map AXPA findings to Trace Parser or DynamicsPerf X++ class/method evidence when normalized trace exports are available.

MCP servers (1)

• ax-performance-advisor

  runs: python ./scripts/mcp_server.py

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