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
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
| Tool | Action | Use |
|---|---|---|
loopiq_get_mcp_reliability_contract | Read contract | Returns tenant/auth propagation, idempotency, structured error, approval, and audit expectations. |
loopiq_list_routes | Discover routes | Lists tenant-safe API routes exposed through MCP. |
loopiq_get_route | Inspect route | Returns metadata for one allowed route by routeId. |
loopiq_invoke_route | Invoke route | Calls one allowed route by routeId; delete and platform admin routes are blocked. |
loopiq_list_resources | Discover resources | Lists higher-level resources inferred from the route catalog. |
loopiq_list_records | Read collection | Lists records for a resource using its collection route. |
loopiq_get_record | Read record | Fetches one record from a resource detail route. |
loopiq_create_record | Create record | Creates one record using a resource collection route. |
loopiq_update_record | Update record | Updates one record using PATCH or PUT when available. |
Release Governance Tools
| Tool | Action | Use |
|---|---|---|
loopiq_list_release_certifications | Read collection | Lists release certifications with optional filters. |
loopiq_get_release_certification | Read record | Gets one release certification by ID. |
loopiq_get_release_certification_evidence_graph | Read evidence graph | Gets provider-normalized release evidence, relationships, source counts, and evidence gaps. |
loopiq_refresh_release_certification_evidence_graph | Refresh evidence graph | Rebuilds and persists the release evidence graph. |
loopiq_refresh_release_certification_checkpoints | Refresh checkpoints | Refreshes regular release certification checkpoints. |
loopiq_refresh_release_certification_security_posture | Refresh posture | Refreshes security posture for a release certification. |
loopiq_list_cert_approvals | Read approvals | Lists certification approvals. |
loopiq_record_cert_approval_decision | Update approval | Records approval decision, comments, or related approval fields. |
Remediation and Governed Work Creation
| Tool | Action | Use |
|---|---|---|
loopiq_create_remediation_work_package | Approved mutation | Atomically 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. |
tenantIdstorytasksapprovalIdidempotencyKeydryRun
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
| Tool | Action | Use |
|---|---|---|
loopiq_list_incidents | Read collection | Lists incidents with optional filters. |
loopiq_get_incident | Read record | Gets one incident by ID. |
loopiq_create_incident | Create record | Creates an incident. |
loopiq_triage_incident | Update record | Patches common triage fields such as status, priority, severity, assignee, team, impact, and resolution notes. |
loopiq_list_change_requests | Read collection | Lists change requests with optional filters. |
loopiq_get_change_request | Read record | Gets one change request by ID. |
loopiq_create_change_request | Create record | Creates a change request. |
loopiq_govern_change_request | Update record | Patches governance fields such as status, priority, risk, impact, implementation plan, risk assessment, and backout plan. |
Team, User, Role, and Onboarding Tools
| Tool | Action | Use |
|---|---|---|
loopiq_list_org_users | Read collection | Lists organization users for the current tenant. |
loopiq_list_teams | Read collection | Lists teams. |
loopiq_get_team | Read record | Gets one team by ID. |
loopiq_create_team | Create record | Creates a team. |
loopiq_update_team | Update record | Updates a team. |
loopiq_list_my_teams | Read collection | Lists teams visible to the authenticated user. |
loopiq_list_user_profiles | Read collection | Lists user profiles. |
loopiq_get_user_profile | Read record | Gets one user profile. |
loopiq_create_user_profile | Create record | Creates one user profile. |
loopiq_update_user_profile | Update record | Updates one user profile. |
loopiq_list_roles | Read collection | Lists roles. |
loopiq_get_role | Read record | Gets one role. |
loopiq_list_user_roles | Read collection | Lists user-role assignments. |
loopiq_get_user_role | Read record | Gets one user-role assignment. |
loopiq_assign_user_role | Create record | Assigns a role to a user. |
loopiq_update_user_role | Update record | Updates a user-role assignment. |
loopiq_get_onboarding_context | Read context | Gets onboarding tenant context. |
loopiq_list_onboarding_plans | Read collection | Lists onboarding subscription plans. |
loopiq_list_onboarding_login_methods | Read collection | Lists onboarding login methods. |
loopiq_list_onboarding_subscriptions | Read collection | Lists onboarding subscriptions. |
loopiq_list_customer_subscription_plans | Read collection | Lists self-serve customer subscription plans. |
loopiq_get_current_subscription | Read record | Gets the current organization subscription summary. |
loopiq_start_public_freemium_signup | Start workflow | Starts public freemium signup. |
loopiq_verify_public_freemium_signup | Verify workflow | Verifies a public freemium signup token. |
Analytics Platform Tools
| Tool | Action | Use |
|---|---|---|
loopiq_analytics_list_metrics | Read collection | Lists Analytics Platform metrics. |
loopiq_analytics_get_metric | Read record | Gets one metric by ID. |
loopiq_analytics_create_metric | Create record | Creates a metric definition. |
loopiq_analytics_update_metric | Update record | Updates a metric definition. |
loopiq_analytics_validate_metric_formula | Validate | Validates a metric SQL formula before saving. |
loopiq_analytics_list_saved_charts | Read collection | Lists saved charts. |
loopiq_analytics_get_saved_chart | Read record | Gets one saved chart. |
loopiq_analytics_create_saved_chart | Create record | Creates a saved chart. |
loopiq_analytics_update_saved_chart | Update record | Updates a saved chart. |
loopiq_analytics_list_custom_dashboards | Read collection | Lists custom dashboards. |
loopiq_analytics_get_custom_dashboard | Read record | Gets one custom dashboard. |
loopiq_analytics_create_custom_dashboard | Create record | Creates a custom dashboard. |
loopiq_analytics_update_custom_dashboard | Update record | Updates a custom dashboard. |
loopiq_analytics_list_dashboards | Read collection | Lists dashboard records backed by Superset dashboards. |
Dashboard Tools
| Tool | Action | Use |
|---|---|---|
loopiq_get_org_dashboard | Read dashboard | Gets organization analytics dashboard. |
loopiq_get_user_dashboard | Read dashboard | Gets user dashboard metrics and widgets. |
loopiq_get_team_dashboard | Read dashboard | Gets team analytics dashboard. |
loopiq_get_project_dashboard | Read dashboard | Gets project analytics dashboard. |
loopiq_get_ideas_dashboard | Read dashboard | Gets ideas analytics dashboard. |
loopiq_get_itsm_dashboard | Read dashboard | Gets ITSM analytics dashboard. |
loopiq_get_compliance_management_dashboard | Read dashboard | Gets compliance management dashboard. |
loopiq_get_test_dashboard | Read dashboard | Gets test analytics dashboard. |
loopiq_get_test_resource_dashboard | Read dashboard | Gets test resource dashboard. |
loopiq_get_resource_dashboard | Read dashboard | Gets resource analytics dashboard. |
loopiq_get_roadmap_dashboard | Read dashboard | Gets roadmap analytics dashboard. |
loopiq_update_roadmap_dashboard | Update dashboard | Updates roadmap what-if scenario inputs. |
loopiq_get_release_milestones_dashboard | Read dashboard | Gets release milestones dashboard. |
loopiq_get_product_milestones_dashboard | Read dashboard | Gets product milestones dashboard. |
loopiq_get_feature_milestones_dashboard | Read dashboard | Gets feature milestones dashboard. |
loopiq_get_applications_milestones_dashboard | Read dashboard | Gets application milestones dashboard. |
Forms, Custom Fields, Automation, Sla, and Approval Policy Tools
| Tool | Action | Use |
|---|---|---|
loopiq_list_forms | Read collection | Lists forms. |
loopiq_get_form | Read record | Gets one form. |
loopiq_create_form | Create record | Creates a form. |
loopiq_update_form | Update record | Updates a form. |
loopiq_list_form_submissions | Read collection | Lists form submissions. |
loopiq_get_form_submission | Read record | Gets one form submission. |
loopiq_create_form_submission | Create record | Creates a form submission. |
loopiq_update_form_submission | Update record | Updates a form submission. |
loopiq_list_custom_field_schemas | Read collection | Lists custom field schemas. |
loopiq_get_custom_field_schema | Read record | Gets one custom field schema. |
loopiq_create_custom_field_schema | Create record | Creates a custom field schema. |
loopiq_update_custom_field_schema | Update record | Updates a custom field schema. |
loopiq_list_custom_field_values | Read collection | Lists custom field values. |
loopiq_get_custom_field_value | Read record | Gets one custom field value. |
loopiq_create_custom_field_value | Create record | Creates a custom field value. |
loopiq_update_custom_field_value | Update record | Updates a custom field value. |
loopiq_list_automation_rules | Read collection | Lists automation rules. |
loopiq_get_automation_rule | Read record | Gets one automation rule. |
loopiq_create_automation_rule | Create record | Creates an automation rule. |
loopiq_update_automation_rule | Update record | Updates an automation rule. |
loopiq_execute_automation_rule | Execute action | Executes an automation rule action endpoint. |
loopiq_list_sla_policies | Read collection | Lists SLA policies. |
loopiq_get_sla_policy | Read record | Gets one SLA policy. |
loopiq_create_sla_policy | Create record | Creates an SLA policy. |
loopiq_update_sla_policy | Update record | Updates an SLA policy. |
loopiq_evaluate_sla_policies | Execute action | Evaluates SLA policies against current records. |
loopiq_list_approval_policies | Read collection | Lists approval policies. |
loopiq_get_approval_policy | Read record | Gets one approval policy. |
loopiq_create_approval_policy | Create record | Creates an approval policy. |
loopiq_update_approval_policy | Update record | Updates an approval policy. |
Ai/ml Agent Tools
The server exposesloopiq_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:
tenantIdpayloadpromptactiondryRun
payload or prompt is required.
Planning and Strategy Agents
| Tool | Agent | Use |
|---|---|---|
loopiq_run_backlog_generator_agent | Backlog Generator Agent | Expands seed ideas into features, stories, tasks, and tests. |
loopiq_run_business_case_agent | Business Case Agent | Analyzes ROI, market fit, and strategic alignment. |
loopiq_run_domain_glossary_agent | Domain Glossary Agent | Extracts and defines business terms and acronyms. |
loopiq_run_idea_domain_classifier_agent | Idea Domain Agent | Classifies ideas into strategic product domains. |
loopiq_run_idea_intake_agent | Idea Intake Agent | Structures raw text into product ideas. |
loopiq_run_planner_agent | Planner Agent | Generates sprint plans from capacity and backlog priority. |
loopiq_run_prioritization_agent | Prioritization Agent | Ranks backlog items with RICE or WSJF. |
loopiq_run_product_vision_agent | Product Vision Agent | Generates vision statements and strategic pillars. |
loopiq_run_requirements_agent | Requirements Agent | Expands feature summaries into functional specifications. |
loopiq_run_roadmap_agent | Roadmap Agent | Sequences goals into epics and milestones. |
loopiq_run_triage_agent | Triage Agent | Classifies priority and risk for incoming tickets. |
loopiq_run_user_persona_agent | User Persona Agent | Generates user personas. |
loopiq_run_work_breakdown_agent | Work Breakdown Agent | Decomposes epics or features into stories and tasks. |
loopiq_run_work_estimator_agent | Work Estimator Agent | Estimates story points, hours, and t-shirt sizes. |
Development and Design Agents
| Tool | Agent | Use |
|---|---|---|
loopiq_run_architecture_documentation_agent | Architecture Documentation Agent | Generates technical design documents and diagrams. |
loopiq_run_code_generator_agent | Code Generator Agent | Generates code skeletons from specs. |
loopiq_run_code_refactor_agent | Code Refactor Agent | Refactors code for performance, security, or readability. |
loopiq_run_infrastructure_provisioning_agent | Infrastructure Provisioning Agent | Generates infrastructure-as-code guidance. |
loopiq_run_narrative_agent | Narrative Agent | Converts dashboards into narrative reports. |
loopiq_run_test_data_management_agent | Test Data Agent | Generates synthetic test data. |
loopiq_run_ui_design_agent | UI Design Agent | Generates UI implementation drafts. |
loopiq_run_ux_design_agent | UX Design Agent | Creates user flows and wireframe descriptions. |
loopiq_run_api_contract_compatibility_agent | API Contract Compatibility Agent | Reviews API changes for compatibility risk. |
loopiq_run_adr_decision_capture_agent | ADR Decision Capture Agent | Captures architecture decisions and tradeoffs. |
loopiq_run_reviewer_recommendation_agent | Reviewer Recommendation Agent | Recommends reviewers based on ownership and risk. |
Quality, Compliance, and Release Governance Agents
| Tool | Agent | Use |
|---|---|---|
loopiq_run_acceptance_criteria_agent | Acceptance Criteria Agent | Generates or refines acceptance criteria. |
loopiq_run_compliance_agent | Compliance Agent | Verifies release gates. |
loopiq_run_compliance_control_mapper_agent | Compliance Control Mapper Agent | Maps objectives to regulatory frameworks. |
loopiq_run_non_functional_requirements_agent | Non-Functional Requirements Agent | Defines security, performance, and reliability requirements. |
loopiq_run_test_case_generator_agent | Test Case Generator Agent | Generates test cases and step definitions. |
loopiq_run_test_type_classifier_agent | Test Type Classifier Agent | Classifies tests by type. |
loopiq_run_test_case_validator_agent | Test Case Validator Agent | Validates test coverage against a story. |
loopiq_run_threat_model_agent | Threat Model Agent | Performs STRIDE threat analysis. |
loopiq_run_traceability_agent | Traceability Agent | Generates traceability matrices and gap analysis. |
loopiq_run_dependency_sbom_risk_agent | Dependency/SBOM Risk Agent | Prioritizes supply-chain risk. |
loopiq_run_open_source_license_compliance_agent | Open Source License Compliance Agent | Reviews open-source license obligations. |
loopiq_run_release_evidence_packager_agent | Release Evidence Packager Agent | Packages release evidence. |
loopiq_run_control_drift_detection_agent | Control Drift Detection Agent | Detects governance drift. |
loopiq_run_test_flakiness_triage_agent | Test Flakiness Triage Agent | Triage flaky tests. |
loopiq_run_data_privacy_pii_impact_agent | Data Privacy / PII Impact Agent | Assesses privacy and PII risk. |
loopiq_run_audit_narrative_generator_agent | Audit Narrative Generator | Creates auditor-ready narratives. |
Operations and Management Agents
| Tool | Agent | Use |
|---|---|---|
loopiq_run_action_items_agent | Action Items Agent | Extracts tasks and assignees. |
loopiq_run_backlog_refinement_agent | Backlog Refinement Agent | Finds stale or low-quality backlog items. |
loopiq_run_change_management_agent | Change Management Agent | Drafts change requests with risk and backout plans. |
loopiq_run_duplicate_detection_agent | Duplicate Detection Agent | Finds matching existing items. |
loopiq_run_faq_generator_agent | FAQ Generator Agent | Generates FAQs from release data. |
loopiq_run_feedback_sentiment_classifier_agent | Feedback Sentiment Agent | Classifies feedback topic and sentiment. |
loopiq_run_incident_categorization_agent | Incident Categorization Agent | Maps incidents to domains. |
loopiq_run_performance_review_agent | Performance Review Agent | Gathers delivery and quality evidence for reviews. |
loopiq_run_postmortem_agent | Postmortem Agent | Generates postmortems and RCAs. |
loopiq_run_predictive_release_confidence_agent | Predictive Release Confidence Agent | Predicts release risk. |
loopiq_run_problem_management_agent | Problem Management Agent | Identifies incident root-cause patterns. |
loopiq_run_project_manager_agent | Project Manager Agent | Tracks timelines and blockers. |
loopiq_run_release_notes_agent | Release Notes Agent | Synthesizes release notes. |
loopiq_run_resourcing_agent | Resourcing Agent | Recommends assignees. |
loopiq_run_response_drafter_agent | Response Drafter Agent | Drafts support replies. |
loopiq_run_retro_facilitator_agent | Retro Facilitator Agent | Analyzes retrospectives. |
loopiq_run_role_normalization_agent | Role Normalization Agent | Normalizes job titles and roles. |
loopiq_run_runbook_generator_agent | Runbook Generator Agent | Generates runbooks. |
loopiq_run_sla_agent | SLA Agent | Detects SLA breaches and at-risk items. |
loopiq_run_scope_creep_detection_agent | Scope Creep Agent | Detects unplanned sprint work. |
loopiq_run_sentiment_agent | Sentiment Agent | Analyzes tone and emotion. |
loopiq_run_stakeholder_update_agent | Stakeholder Update Agent | Generates executive updates. |
loopiq_run_standup_agent | Standup Agent | Generates daily standup reports. |
loopiq_run_status_classification_agent | Status Classification Agent | Maps custom statuses to standard categories. |
loopiq_run_status_update_summarizer_agent | Status Update Summarizer Agent | Summarizes status updates. |
loopiq_run_team_health_agent | Team Health Agent | Calculates team health signals. |
loopiq_run_change_failure_prediction_agent | Change Failure Prediction Agent | Predicts change failure risk. |
loopiq_run_blast_radius_impact_agent | Blast Radius Agent | Maps impacted services and teams. |
loopiq_run_incident_commander_agent | Incident Commander Agent | Builds incident command plans. |
loopiq_run_slo_error_budget_governance_agent | SLO/Error Budget Governance Agent | Evaluates SLO and error budget policy. |
loopiq_run_dr_bcp_readiness_agent | DR/BCP Readiness Agent | Assesses disaster recovery readiness. |
Integration, Search, and Knowledge Agents
| Tool | Agent | Use |
|---|---|---|
loopiq_run_analytics_agent | Analytics Agent | Generates analytical reports and aggregations. |
loopiq_run_citation_agent | Citation Agent | Finds knowledge base evidence for claims. |
loopiq_run_competitive_analysis_agent | Competitive Analysis Agent | Compares competitors using search. |
loopiq_run_data_profiler_agent | Data Profiler Agent | Profiles data and quality. |
loopiq_run_developer_code_assessment_agent | Developer Code Assessment Agent | Analyzes developer contributions. |
loopiq_run_elasticsearch_agent | Elasticsearch Agent | Performs hybrid knowledge search. |
loopiq_run_market_analysis_agent | Market Analysis Agent | Performs market research. |
loopiq_run_market_research_agent | Market Research Agent | Validates product ideas against market context. |
loopiq_run_meeting_summary_agent | Meeting Summary Agent | Summarizes meeting transcripts. |
loopiq_run_pull_request_code_review_agent | Pull Request Code Review Agent | Reviews pull requests. |
loopiq_run_pull_request_summary_agent | Pull Request Summary Agent | Summarizes PR diffs and risk. |
loopiq_run_prompt_engineer_agent | Prompt Engineer Agent | Expands inputs into structured prompts. |
loopiq_run_prompt_refiner_agent | Prompt Refiner Agent | Optimizes prompts. |
loopiq_run_sdlc_context_agent | SDLC Context Agent | Performs platform text-to-SQL analysis. |
loopiq_run_web_search_agent | Web Search Agent | Performs web searches with citations. |
Generated Ai/ml Agents
The MCP server also exposes generated AI/ML platform agents such as:loopiq_run_access_control_agentloopiq_run_ai_checkpoints_agentloopiq_run_ai_workflows_agentloopiq_run_anomaly_scoring_agentloopiq_run_architecture_validation_agentloopiq_run_audit_agentloopiq_run_automation_runner_agentloopiq_run_budget_tracking_agentloopiq_run_build_agentloopiq_run_cicd_agentloopiq_run_column_mapper_agentloopiq_run_cost_guard_agentloopiq_run_cost_optimization_agentloopiq_run_custom_agent_development_agentloopiq_run_data_migration_agentloopiq_run_debugging_agentloopiq_run_deployment_agentloopiq_run_dynamic_analysis_agentloopiq_run_environment_sync_agentloopiq_run_feature_flag_agentloopiq_run_google_drive_workspace_agentloopiq_run_image_generation_agentloopiq_run_meeting_capture_agentloopiq_run_mlops_agentloopiq_run_model_registry_agentloopiq_run_notification_triage_agentloopiq_run_performance_tuning_agentloopiq_run_plan_quality_agentloopiq_run_post_deployment_verification_agentloopiq_run_query_risk_estimator_agentloopiq_run_rollback_agentloopiq_run_secrets_scan_agentloopiq_run_sre_agentloopiq_run_static_analysis_agentloopiq_run_test_execution_agentloopiq_run_voice_command_agent
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
loopiq_list_ideas,loopiq_get_idea,loopiq_create_idea,loopiq_update_idealoopiq_list_stories,loopiq_get_story,loopiq_create_story,loopiq_update_storyloopiq_list_tasks,loopiq_get_task,loopiq_create_task,loopiq_update_taskloopiq_list_features,loopiq_get_feature,loopiq_create_feature,loopiq_update_featureloopiq_list_applications,loopiq_get_application,loopiq_create_application,loopiq_update_applicationloopiq_list_modules,loopiq_get_module,loopiq_create_module,loopiq_update_moduleloopiq_list_test_cases,loopiq_get_test_case,loopiq_create_test_case,loopiq_update_test_caseloopiq_list_evidence_dossiers,loopiq_get_evidence_dossier,loopiq_create_evidence_dossier,loopiq_update_evidence_dossier
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
- 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
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
Recommended Usage Order
- Use a named semantic tool when one exists.
- Use the release governance tools for certification and evidence graph workflows.
- Use
loopiq_list_resourcesand generic record tools for normal CRUD. - Use
loopiq_list_routesandloopiq_invoke_routeonly for long-tail routes. - Use
dryRun: truebefore write actions. - Require explicit approval for high-impact actions.
- Store request ID, trace ID, approval ID, and idempotency key in your custom agent audit trail.

