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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

Release Governance Tools

Remediation and Governed Work Creation

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

Team, User, Role, and Onboarding Tools

Analytics Platform Tools

Dashboard Tools

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

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

Development and Design Agents

Quality, Compliance, and Release Governance Agents

Operations and Management Agents

Integration, Search, and Knowledge Agents

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.