> ## Documentation Index
> Fetch the complete documentation index at: https://help.loopiq.com/llms.txt
> Use this file to discover all available pages before exploring further.

# MCP Tool and Action Catalog

## 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

| 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. |

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

| 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 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

| 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_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

## Recommended Usage Order

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.

## Related Articles

* [Use LoopIQ MCP Tools](/ai-and-agents/use-loopiq-mcp-tools)
* [Connect LoopIQ MCP Clients](/ai-and-agents/connect-loopiq-mcp-clients)
* [Build a Custom Agent with LoopIQ MCP](/ai-and-agents/build-a-custom-agent-with-loopiq-mcp)
* [Governed MCP Actions, Approvals, and Audit](/ai-and-agents/governed-mcp-actions-approvals-and-audit)
