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What This Does

This catalog explains the tools and actions exposed by the LoopIQ MCP server. The MCP server exposes four kinds of tools:
  • fixed governance and workflow tools
  • Analytics Platform tools
  • AI/ML agent runner tools
  • generated resource and route tools from the guarded LoopIQ API catalog
Because part of the surface is generated from the backend route catalog, the exact live list can vary by deployment, tenant policy, role, and server configuration. Use loopiq_list_routes, loopiq_list_resources, loopiq_list_ai_ml_agents, and the MCP client’s tools/list command to discover the authoritative live list.

Core Safety and Reliability Tools

ToolActionUse
loopiq_get_mcp_reliability_contractRead contractReturns tenant/auth propagation, idempotency, structured error, approval, and audit expectations.
loopiq_list_routesDiscover routesLists tenant-safe API routes exposed through MCP.
loopiq_get_routeInspect routeReturns metadata for one allowed route by routeId.
loopiq_invoke_routeInvoke routeCalls one allowed route by routeId; delete and platform admin routes are blocked.
loopiq_list_resourcesDiscover resourcesLists higher-level resources inferred from the route catalog.
loopiq_list_recordsRead collectionLists records for a resource using its collection route.
loopiq_get_recordRead recordFetches one record from a resource detail route.
loopiq_create_recordCreate recordCreates one record using a resource collection route.
loopiq_update_recordUpdate recordUpdates one record using PATCH or PUT when available.

Release Governance Tools

ToolActionUse
loopiq_list_release_certificationsRead collectionLists release certifications with optional filters.
loopiq_get_release_certificationRead recordGets one release certification by ID.
loopiq_get_release_certification_evidence_graphRead evidence graphGets provider-normalized release evidence, relationships, source counts, and evidence gaps.
loopiq_refresh_release_certification_evidence_graphRefresh evidence graphRebuilds and persists the release evidence graph.
loopiq_refresh_release_certification_checkpointsRefresh checkpointsRefreshes regular release certification checkpoints.
loopiq_refresh_release_certification_security_postureRefresh postureRefreshes security posture for a release certification.
loopiq_list_cert_approvalsRead approvalsLists certification approvals.
loopiq_record_cert_approval_decisionUpdate approvalRecords approval decision, comments, or related approval fields.

Remediation and Governed Work Creation

ToolActionUse
loopiq_create_remediation_work_packageApproved mutationAtomically creates one parent remediation story and child remediation tasks. Use for Helix release blockers so the real parent story ID is captured before child tasks are created.
Required or common fields:
  • tenantId
  • story
  • tasks
  • approvalId
  • idempotencyKey
  • dryRun
Use dryRun: true before executing a real write. Approve only when the story and tasks reference the correct release, certification, team, provider blockers, failed controls, and evidence records.

Incident and Change Governance Tools

ToolActionUse
loopiq_list_incidentsRead collectionLists incidents with optional filters.
loopiq_get_incidentRead recordGets one incident by ID.
loopiq_create_incidentCreate recordCreates an incident.
loopiq_triage_incidentUpdate recordPatches common triage fields such as status, priority, severity, assignee, team, impact, and resolution notes.
loopiq_list_change_requestsRead collectionLists change requests with optional filters.
loopiq_get_change_requestRead recordGets one change request by ID.
loopiq_create_change_requestCreate recordCreates a change request.
loopiq_govern_change_requestUpdate recordPatches governance fields such as status, priority, risk, impact, implementation plan, risk assessment, and backout plan.

Team, User, Role, and Onboarding Tools

ToolActionUse
loopiq_list_org_usersRead collectionLists organization users for the current tenant.
loopiq_list_teamsRead collectionLists teams.
loopiq_get_teamRead recordGets one team by ID.
loopiq_create_teamCreate recordCreates a team.
loopiq_update_teamUpdate recordUpdates a team.
loopiq_list_my_teamsRead collectionLists teams visible to the authenticated user.
loopiq_list_user_profilesRead collectionLists user profiles.
loopiq_get_user_profileRead recordGets one user profile.
loopiq_create_user_profileCreate recordCreates one user profile.
loopiq_update_user_profileUpdate recordUpdates one user profile.
loopiq_list_rolesRead collectionLists roles.
loopiq_get_roleRead recordGets one role.
loopiq_list_user_rolesRead collectionLists user-role assignments.
loopiq_get_user_roleRead recordGets one user-role assignment.
loopiq_assign_user_roleCreate recordAssigns a role to a user.
loopiq_update_user_roleUpdate recordUpdates a user-role assignment.
loopiq_get_onboarding_contextRead contextGets onboarding tenant context.
loopiq_list_onboarding_plansRead collectionLists onboarding subscription plans.
loopiq_list_onboarding_login_methodsRead collectionLists onboarding login methods.
loopiq_list_onboarding_subscriptionsRead collectionLists onboarding subscriptions.
loopiq_list_customer_subscription_plansRead collectionLists self-serve customer subscription plans.
loopiq_get_current_subscriptionRead recordGets the current organization subscription summary.
loopiq_start_public_freemium_signupStart workflowStarts public freemium signup.
loopiq_verify_public_freemium_signupVerify workflowVerifies a public freemium signup token.

Analytics Platform Tools

ToolActionUse
loopiq_analytics_list_metricsRead collectionLists Analytics Platform metrics.
loopiq_analytics_get_metricRead recordGets one metric by ID.
loopiq_analytics_create_metricCreate recordCreates a metric definition.
loopiq_analytics_update_metricUpdate recordUpdates a metric definition.
loopiq_analytics_validate_metric_formulaValidateValidates a metric SQL formula before saving.
loopiq_analytics_list_saved_chartsRead collectionLists saved charts.
loopiq_analytics_get_saved_chartRead recordGets one saved chart.
loopiq_analytics_create_saved_chartCreate recordCreates a saved chart.
loopiq_analytics_update_saved_chartUpdate recordUpdates a saved chart.
loopiq_analytics_list_custom_dashboardsRead collectionLists custom dashboards.
loopiq_analytics_get_custom_dashboardRead recordGets one custom dashboard.
loopiq_analytics_create_custom_dashboardCreate recordCreates a custom dashboard.
loopiq_analytics_update_custom_dashboardUpdate recordUpdates a custom dashboard.
loopiq_analytics_list_dashboardsRead collectionLists dashboard records backed by Superset dashboards.

Dashboard Tools

ToolActionUse
loopiq_get_org_dashboardRead dashboardGets organization analytics dashboard.
loopiq_get_user_dashboardRead dashboardGets user dashboard metrics and widgets.
loopiq_get_team_dashboardRead dashboardGets team analytics dashboard.
loopiq_get_project_dashboardRead dashboardGets project analytics dashboard.
loopiq_get_ideas_dashboardRead dashboardGets ideas analytics dashboard.
loopiq_get_itsm_dashboardRead dashboardGets ITSM analytics dashboard.
loopiq_get_compliance_management_dashboardRead dashboardGets compliance management dashboard.
loopiq_get_test_dashboardRead dashboardGets test analytics dashboard.
loopiq_get_test_resource_dashboardRead dashboardGets test resource dashboard.
loopiq_get_resource_dashboardRead dashboardGets resource analytics dashboard.
loopiq_get_roadmap_dashboardRead dashboardGets roadmap analytics dashboard.
loopiq_update_roadmap_dashboardUpdate dashboardUpdates roadmap what-if scenario inputs.
loopiq_get_release_milestones_dashboardRead dashboardGets release milestones dashboard.
loopiq_get_product_milestones_dashboardRead dashboardGets product milestones dashboard.
loopiq_get_feature_milestones_dashboardRead dashboardGets feature milestones dashboard.
loopiq_get_applications_milestones_dashboardRead dashboardGets application milestones dashboard.

Forms, Custom Fields, Automation, Sla, and Approval Policy Tools

ToolActionUse
loopiq_list_formsRead collectionLists forms.
loopiq_get_formRead recordGets one form.
loopiq_create_formCreate recordCreates a form.
loopiq_update_formUpdate recordUpdates a form.
loopiq_list_form_submissionsRead collectionLists form submissions.
loopiq_get_form_submissionRead recordGets one form submission.
loopiq_create_form_submissionCreate recordCreates a form submission.
loopiq_update_form_submissionUpdate recordUpdates a form submission.
loopiq_list_custom_field_schemasRead collectionLists custom field schemas.
loopiq_get_custom_field_schemaRead recordGets one custom field schema.
loopiq_create_custom_field_schemaCreate recordCreates a custom field schema.
loopiq_update_custom_field_schemaUpdate recordUpdates a custom field schema.
loopiq_list_custom_field_valuesRead collectionLists custom field values.
loopiq_get_custom_field_valueRead recordGets one custom field value.
loopiq_create_custom_field_valueCreate recordCreates a custom field value.
loopiq_update_custom_field_valueUpdate recordUpdates a custom field value.
loopiq_list_automation_rulesRead collectionLists automation rules.
loopiq_get_automation_ruleRead recordGets one automation rule.
loopiq_create_automation_ruleCreate recordCreates an automation rule.
loopiq_update_automation_ruleUpdate recordUpdates an automation rule.
loopiq_execute_automation_ruleExecute actionExecutes an automation rule action endpoint.
loopiq_list_sla_policiesRead collectionLists SLA policies.
loopiq_get_sla_policyRead recordGets one SLA policy.
loopiq_create_sla_policyCreate recordCreates an SLA policy.
loopiq_update_sla_policyUpdate recordUpdates an SLA policy.
loopiq_evaluate_sla_policiesExecute actionEvaluates SLA policies against current records.
loopiq_list_approval_policiesRead collectionLists approval policies.
loopiq_get_approval_policyRead recordGets one approval policy.
loopiq_create_approval_policyCreate recordCreates an approval policy.
loopiq_update_approval_policyUpdate recordUpdates an approval policy.

Ai/ml Agent Tools

The server exposes loopiq_list_ai_ml_agents plus one first-class tool for each AI/ML platform agent. Each loopiq_run_*_agent tool calls the LoopIQ AI proxy with the agent’s use_case. Common input fields:
  • tenantId
  • payload
  • prompt
  • action
  • dryRun
Either payload or prompt is required.

Planning and Strategy Agents

ToolAgentUse
loopiq_run_backlog_generator_agentBacklog Generator AgentExpands seed ideas into features, stories, tasks, and tests.
loopiq_run_business_case_agentBusiness Case AgentAnalyzes ROI, market fit, and strategic alignment.
loopiq_run_domain_glossary_agentDomain Glossary AgentExtracts and defines business terms and acronyms.
loopiq_run_idea_domain_classifier_agentIdea Domain AgentClassifies ideas into strategic product domains.
loopiq_run_idea_intake_agentIdea Intake AgentStructures raw text into product ideas.
loopiq_run_planner_agentPlanner AgentGenerates sprint plans from capacity and backlog priority.
loopiq_run_prioritization_agentPrioritization AgentRanks backlog items with RICE or WSJF.
loopiq_run_product_vision_agentProduct Vision AgentGenerates vision statements and strategic pillars.
loopiq_run_requirements_agentRequirements AgentExpands feature summaries into functional specifications.
loopiq_run_roadmap_agentRoadmap AgentSequences goals into epics and milestones.
loopiq_run_triage_agentTriage AgentClassifies priority and risk for incoming tickets.
loopiq_run_user_persona_agentUser Persona AgentGenerates user personas.
loopiq_run_work_breakdown_agentWork Breakdown AgentDecomposes epics or features into stories and tasks.
loopiq_run_work_estimator_agentWork Estimator AgentEstimates story points, hours, and t-shirt sizes.

Development and Design Agents

ToolAgentUse
loopiq_run_architecture_documentation_agentArchitecture Documentation AgentGenerates technical design documents and diagrams.
loopiq_run_code_generator_agentCode Generator AgentGenerates code skeletons from specs.
loopiq_run_code_refactor_agentCode Refactor AgentRefactors code for performance, security, or readability.
loopiq_run_infrastructure_provisioning_agentInfrastructure Provisioning AgentGenerates infrastructure-as-code guidance.
loopiq_run_narrative_agentNarrative AgentConverts dashboards into narrative reports.
loopiq_run_test_data_management_agentTest Data AgentGenerates synthetic test data.
loopiq_run_ui_design_agentUI Design AgentGenerates UI implementation drafts.
loopiq_run_ux_design_agentUX Design AgentCreates user flows and wireframe descriptions.
loopiq_run_api_contract_compatibility_agentAPI Contract Compatibility AgentReviews API changes for compatibility risk.
loopiq_run_adr_decision_capture_agentADR Decision Capture AgentCaptures architecture decisions and tradeoffs.
loopiq_run_reviewer_recommendation_agentReviewer Recommendation AgentRecommends reviewers based on ownership and risk.

Quality, Compliance, and Release Governance Agents

ToolAgentUse
loopiq_run_acceptance_criteria_agentAcceptance Criteria AgentGenerates or refines acceptance criteria.
loopiq_run_compliance_agentCompliance AgentVerifies release gates.
loopiq_run_compliance_control_mapper_agentCompliance Control Mapper AgentMaps objectives to regulatory frameworks.
loopiq_run_non_functional_requirements_agentNon-Functional Requirements AgentDefines security, performance, and reliability requirements.
loopiq_run_test_case_generator_agentTest Case Generator AgentGenerates test cases and step definitions.
loopiq_run_test_type_classifier_agentTest Type Classifier AgentClassifies tests by type.
loopiq_run_test_case_validator_agentTest Case Validator AgentValidates test coverage against a story.
loopiq_run_threat_model_agentThreat Model AgentPerforms STRIDE threat analysis.
loopiq_run_traceability_agentTraceability AgentGenerates traceability matrices and gap analysis.
loopiq_run_dependency_sbom_risk_agentDependency/SBOM Risk AgentPrioritizes supply-chain risk.
loopiq_run_open_source_license_compliance_agentOpen Source License Compliance AgentReviews open-source license obligations.
loopiq_run_release_evidence_packager_agentRelease Evidence Packager AgentPackages release evidence.
loopiq_run_control_drift_detection_agentControl Drift Detection AgentDetects governance drift.
loopiq_run_test_flakiness_triage_agentTest Flakiness Triage AgentTriage flaky tests.
loopiq_run_data_privacy_pii_impact_agentData Privacy / PII Impact AgentAssesses privacy and PII risk.
loopiq_run_audit_narrative_generator_agentAudit Narrative GeneratorCreates auditor-ready narratives.

Operations and Management Agents

ToolAgentUse
loopiq_run_action_items_agentAction Items AgentExtracts tasks and assignees.
loopiq_run_backlog_refinement_agentBacklog Refinement AgentFinds stale or low-quality backlog items.
loopiq_run_change_management_agentChange Management AgentDrafts change requests with risk and backout plans.
loopiq_run_duplicate_detection_agentDuplicate Detection AgentFinds matching existing items.
loopiq_run_faq_generator_agentFAQ Generator AgentGenerates FAQs from release data.
loopiq_run_feedback_sentiment_classifier_agentFeedback Sentiment AgentClassifies feedback topic and sentiment.
loopiq_run_incident_categorization_agentIncident Categorization AgentMaps incidents to domains.
loopiq_run_performance_review_agentPerformance Review AgentGathers delivery and quality evidence for reviews.
loopiq_run_postmortem_agentPostmortem AgentGenerates postmortems and RCAs.
loopiq_run_predictive_release_confidence_agentPredictive Release Confidence AgentPredicts release risk.
loopiq_run_problem_management_agentProblem Management AgentIdentifies incident root-cause patterns.
loopiq_run_project_manager_agentProject Manager AgentTracks timelines and blockers.
loopiq_run_release_notes_agentRelease Notes AgentSynthesizes release notes.
loopiq_run_resourcing_agentResourcing AgentRecommends assignees.
loopiq_run_response_drafter_agentResponse Drafter AgentDrafts support replies.
loopiq_run_retro_facilitator_agentRetro Facilitator AgentAnalyzes retrospectives.
loopiq_run_role_normalization_agentRole Normalization AgentNormalizes job titles and roles.
loopiq_run_runbook_generator_agentRunbook Generator AgentGenerates runbooks.
loopiq_run_sla_agentSLA AgentDetects SLA breaches and at-risk items.
loopiq_run_scope_creep_detection_agentScope Creep AgentDetects unplanned sprint work.
loopiq_run_sentiment_agentSentiment AgentAnalyzes tone and emotion.
loopiq_run_stakeholder_update_agentStakeholder Update AgentGenerates executive updates.
loopiq_run_standup_agentStandup AgentGenerates daily standup reports.
loopiq_run_status_classification_agentStatus Classification AgentMaps custom statuses to standard categories.
loopiq_run_status_update_summarizer_agentStatus Update Summarizer AgentSummarizes status updates.
loopiq_run_team_health_agentTeam Health AgentCalculates team health signals.
loopiq_run_change_failure_prediction_agentChange Failure Prediction AgentPredicts change failure risk.
loopiq_run_blast_radius_impact_agentBlast Radius AgentMaps impacted services and teams.
loopiq_run_incident_commander_agentIncident Commander AgentBuilds incident command plans.
loopiq_run_slo_error_budget_governance_agentSLO/Error Budget Governance AgentEvaluates SLO and error budget policy.
loopiq_run_dr_bcp_readiness_agentDR/BCP Readiness AgentAssesses disaster recovery readiness.

Integration, Search, and Knowledge Agents

ToolAgentUse
loopiq_run_analytics_agentAnalytics AgentGenerates analytical reports and aggregations.
loopiq_run_citation_agentCitation AgentFinds knowledge base evidence for claims.
loopiq_run_competitive_analysis_agentCompetitive Analysis AgentCompares competitors using search.
loopiq_run_data_profiler_agentData Profiler AgentProfiles data and quality.
loopiq_run_developer_code_assessment_agentDeveloper Code Assessment AgentAnalyzes developer contributions.
loopiq_run_elasticsearch_agentElasticsearch AgentPerforms hybrid knowledge search.
loopiq_run_market_analysis_agentMarket Analysis AgentPerforms market research.
loopiq_run_market_research_agentMarket Research AgentValidates product ideas against market context.
loopiq_run_meeting_summary_agentMeeting Summary AgentSummarizes meeting transcripts.
loopiq_run_pull_request_code_review_agentPull Request Code Review AgentReviews pull requests.
loopiq_run_pull_request_summary_agentPull Request Summary AgentSummarizes PR diffs and risk.
loopiq_run_prompt_engineer_agentPrompt Engineer AgentExpands inputs into structured prompts.
loopiq_run_prompt_refiner_agentPrompt Refiner AgentOptimizes prompts.
loopiq_run_sdlc_context_agentSDLC Context AgentPerforms platform text-to-SQL analysis.
loopiq_run_web_search_agentWeb Search AgentPerforms web searches with citations.

Generated Ai/ml Agents

The MCP server also exposes generated AI/ML platform agents such as:
  • loopiq_run_access_control_agent
  • loopiq_run_ai_checkpoints_agent
  • loopiq_run_ai_workflows_agent
  • loopiq_run_anomaly_scoring_agent
  • loopiq_run_architecture_validation_agent
  • loopiq_run_audit_agent
  • loopiq_run_automation_runner_agent
  • loopiq_run_budget_tracking_agent
  • loopiq_run_build_agent
  • loopiq_run_cicd_agent
  • loopiq_run_column_mapper_agent
  • loopiq_run_cost_guard_agent
  • loopiq_run_cost_optimization_agent
  • loopiq_run_custom_agent_development_agent
  • loopiq_run_data_migration_agent
  • loopiq_run_debugging_agent
  • loopiq_run_deployment_agent
  • loopiq_run_dynamic_analysis_agent
  • loopiq_run_environment_sync_agent
  • loopiq_run_feature_flag_agent
  • loopiq_run_google_drive_workspace_agent
  • loopiq_run_image_generation_agent
  • loopiq_run_meeting_capture_agent
  • loopiq_run_mlops_agent
  • loopiq_run_model_registry_agent
  • loopiq_run_notification_triage_agent
  • loopiq_run_performance_tuning_agent
  • loopiq_run_plan_quality_agent
  • loopiq_run_post_deployment_verification_agent
  • loopiq_run_query_risk_estimator_agent
  • loopiq_run_rollback_agent
  • loopiq_run_secrets_scan_agent
  • loopiq_run_sre_agent
  • loopiq_run_static_analysis_agent
  • loopiq_run_test_execution_agent
  • loopiq_run_voice_command_agent
Use loopiq_list_ai_ml_agents for the authoritative current list, descriptions, categories, and engines.

Generated Semantic Resource Tools

The MCP server promotes common backend resources into semantic tools with predictable names:
  • loopiq_list_<resource>
  • loopiq_get_<resource>
  • loopiq_create_<resource>
  • loopiq_update_<resource>
  • loopiq_execute_<resource_action> when a resource has a supported action route
Examples include:
  • loopiq_list_ideas, loopiq_get_idea, loopiq_create_idea, loopiq_update_idea
  • loopiq_list_stories, loopiq_get_story, loopiq_create_story, loopiq_update_story
  • loopiq_list_tasks, loopiq_get_task, loopiq_create_task, loopiq_update_task
  • loopiq_list_features, loopiq_get_feature, loopiq_create_feature, loopiq_update_feature
  • loopiq_list_applications, loopiq_get_application, loopiq_create_application, loopiq_update_application
  • loopiq_list_modules, loopiq_get_module, loopiq_create_module, loopiq_update_module
  • loopiq_list_test_cases, loopiq_get_test_case, loopiq_create_test_case, loopiq_update_test_case
  • loopiq_list_evidence_dossiers, loopiq_get_evidence_dossier, loopiq_create_evidence_dossier, loopiq_update_evidence_dossier
The generated semantic tool list is capped by LOOPIQ_SEMANTIC_TOOL_LIMIT, which defaults to 120. The server prioritizes release governance, delivery work, compliance, testing, automation, integrations, and operational workflows.

Generated Route Catalog Actions

The prod route catalog contains hundreds of tenant-safe route definitions. Current catalog coverage includes:
  • 303 GET routes
  • 160 POST routes
  • 121 PATCH routes
  • 117 PUT routes
High-coverage route families include:
  • automation
  • release certifications
  • applications and modules
  • ideas, features, stories, tasks, and issues
  • incidents, service requests, change requests, and enhancement requests
  • compliance objectives, key results, evidence dossiers, approvals, exceptions, and deviations
  • test plans, suites, cases, executions, and runs
  • integrations, provider evidence, GitHub metrics, and security operations
  • notifications, forms, custom fields, workgraph, and integrated documents
Use loopiq_list_routes to inspect the current route catalog. Use loopiq_invoke_route only when no semantic tool exists for the workflow.

Blocked or Excluded Actions

The MCP server intentionally excludes or blocks:
  • DELETE operations
  • platform administration routes
  • permission override routes
  • super-admin routes
  • password reset and invitation flows
  • schema and documentation routes
  • API key management routes
  • routes that are not tenant scoped
  1. Use a named semantic tool when one exists.
  2. Use the release governance tools for certification and evidence graph workflows.
  3. Use loopiq_list_resources and generic record tools for normal CRUD.
  4. Use loopiq_list_routes and loopiq_invoke_route only for long-tail routes.
  5. Use dryRun: true before write actions.
  6. Require explicit approval for high-impact actions.
  7. Store request ID, trace ID, approval ID, and idempotency key in your custom agent audit trail.