# Capability Index — Routing Reference
# Source of truth for what each agent CAN and CANNOT do.
# Full agent definitions: .kilo/agents/*.md | Synced from: kilo-meta.json

agents:
  lead-developer:
    model: ollama-cloud/deepseek-v4-pro
    variant: thinking
    mode: subagent
    capabilities: [code_writing, refactoring, bug_fixing, implementation]
    forbidden: [test_writing, code_review]
    receives: [tests, specifications, architecture_docs]
    produces: [code, documentation_inline]

  frontend-developer:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [ui_implementation, component_creation, styling, responsive_design, nextjs_development, vue_nuxt_development, react_development]
    forbidden: [backend_code]
    receives: [designs, wireframes, api_endpoints]
    produces: [vue_components, react_components, nextjs_pages, nuxt_pages, css_styles, frontend_tests]

  php-developer:
    model: ollama-cloud/deepseek-v4-pro
    mode: subagent
    capabilities: [php_web_development, laravel_development, symfony_development, wordpress_development, php_api_development, php_database_design, php_authentication, php_modular_architecture, php_testing, php_security]
    forbidden: [frontend_code, non_php_backend]
    receives: [api_specifications, database_requirements, ui_requirements]
    produces: [laravel_routes, php_models, php_services, php_controllers, php_migrations, php_tests, wordpress_plugins]

  python-developer:
    model: ollama-cloud/deepseek-v4-pro
    mode: subagent
    capabilities: [python_web_development, django_development, fastapi_development, python_api_development, python_database_design, python_authentication, python_async_patterns, python_testing, python_security]
    forbidden: [frontend_code, non_python_backend]
    receives: [api_specifications, database_requirements]
    produces: [django_views, fastapi_routers, python_models, python_services, python_schemas, python_migrations, python_tests]

  backend-developer:
    model: ollama-cloud/deepseek-v4-pro
    variant: thinking
    mode: subagent
    capabilities: [api_development, database_design, server_logic, authentication, postgresql_integration, sqlite_integration]
    forbidden: [frontend_code]
    receives: [api_specifications, database_requirements]
    produces: [express_routes, database_schema, api_documentation]

  go-developer:
    model: ollama-cloud/kimi-k2.6
    mode: subagent
    capabilities: [go_api_development, go_database_design, go_concurrent_programming, go_authentication, go_microservices, postgresql_integration, sqlite_integration, clickhouse_integration]
    forbidden: [frontend_code]
    receives: [api_specifications, database_requirements, concurrent_requirements]
    produces: [go_handlers, go_database_schema, go_api_documentation, concurrent_solutions]

  flutter-developer:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [dart_programming, flutter_ui, mobile_app_development, widget_creation, state_management]
    forbidden: [backend_code, web_development]
    receives: [ui_designs, api_specifications, mobile_requirements]
    produces: [flutter_widgets, dart_code, mobile_app]

  devops-engineer:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [docker_configuration, kubernetes_setup, ci_cd_pipeline, infrastructure_automation, container_optimization]
    forbidden: [application_code]
    receives: [deployment_requirements, infrastructure_needs]
    produces: [docker_compose, kubernetes_manifests, ci_cd_config]

  sdet-engineer:
    model: ollama-cloud/kimi-k2.7-code
    variant: thinking
    mode: subagent
    capabilities: [unit_tests, integration_tests, e2e_tests, test_planning, visual_regression]
    forbidden: [implementation_code]
    receives: [code, requirements]
    produces: [test_files, test_reports, coverage_reports]

  code-skeptic:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [code_review, security_review, style_check, issue_identification]
    forbidden: [suggest_implementations, write_code]
    receives: [code]
    produces: [review_comments, approval_status, issue_list]

  security-auditor:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [vulnerability_scan, owasp_check, secret_detection, auth_review]
    forbidden: [fix_vulnerabilities]
    receives: [code, configuration]
    produces: [security_report, vulnerability_list]

  performance-engineer:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [performance_analysis, n_plus_one_detection, memory_leak_check, algorithm_analysis]
    forbidden: [write_code]
    receives: [code, performance_requirements]
    produces: [performance_report, optimization_suggestions]

  the-fixer:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [bug_fixing, issue_resolution, code_correction]
    forbidden: [feature_development]
    receives: [issue_list, code_context]
    produces: [code_fixes, resolution_notes]

  browser-automation:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [e2e_browser_tests, form_filling, navigation_testing, screenshot_capture]
    forbidden: [unit_testing]
    receives: [test_scenarios, url_list]
    produces: [test_results, screenshots]

  visual-tester:
    model: ollama-cloud/kimi-k2.6
    variant: thinking
    mode: subagent
    capabilities: [visual_regression, pixel_comparison, screenshot_diff, ui_validation, bbox_element_extraction, console_error_detection, network_error_detection, responsive_layout_check, button_overflow_detection, gitea_integration, docker_networking]
    forbidden: [code_changes]
    receives: [url, baseline_screenshots, page_paths, gitea_issue_number]
    produces: [diff_report, visual_issues, element_map_with_bbox, console_error_report, network_error_report, gitea_comment, gitea_attachments]

  system-analyst:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [architecture_design, api_specification, database_modeling, technical_documentation]
    forbidden: [implementation]
    receives: [requirements, user_stories]
    produces: [architecture_docs, api_specs, database_schemas]

  capability-analyst:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [gap_analysis, capability_mapping, recommendation_generation, coverage_analysis]
    forbidden: [implementation]
    receives: [task_requirements]
    produces: [analysis_report, recommendations, new_agent_specs]

  orchestrator:
    model: ollama-cloud/glm-5.1
    variant: thinking
    mode: all
    capabilities: [task_routing, state_management, agent_coordination, workflow_execution]
    forbidden: [code_writing, code_review]
    receives: [issue, status_change]
    produces: [routing_decisions, status_updates]

  intake-agent:
    model: ollama-cloud/minimax-m2.7
    variant: thinking
    mode: all
    capabilities: [natural_language_understanding, conversational_clarification, task_structuring, requirement_formulation, intent_extraction]
    forbidden: [code_writing, code_review, implementation]
    receives: [natural_language_requests, user_conversation]
    produces: [structured_tasks, acceptance_criteria, orchestrator_compatible_tasks]

  context-compressor:
    model: ollama-cloud/minimax-m2.7
    variant: thinking
    mode: subagent
    capabilities: [context_summarization, state_extraction, token_efficiency, memory_pruning, checkpoint_preservation]
    forbidden: [code_writing, implementation]
    receives: [conversation_history, checkpoint_state]
    produces: [compressed_checkpoint, token_savings, preserved_state]

  pattern-matcher:
    model: ollama-cloud/minimax-m2.7
    variant: thinking
    mode: subagent
    capabilities: [similar_pattern_detection, successful_solution_retrieval, cross_project_learning, proactive_recommendation]
    forbidden: [implementation, code_changes]
    receives: [task_description, query]
    produces: [pattern_matches, recommendations, knowledge_graph_updates]

  stakeholder-bridge:
    model: ollama-cloud/minimax-m2.7
    variant: thinking
    mode: subagent
    capabilities: [technical_to_business_translation, executive_summary_generation, progress_report_generation, stakeholder_communication]
    forbidden: [implementation, technical_decisions]
    receives: [technical_output, feature_description, progress_data]
    produces: [executive_summary, progress_report, business_translation]

  release-manager:
    model: ollama-cloud/glm-5.2
    mode: subagent
    capabilities: [git_operations, version_management, changelog_creation, deployment]
    forbidden: [code_changes, feature_development]
    receives: [approved_code, release_request]
    produces: [commits, tags, releases]

  evaluator:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [performance_scoring, process_analysis, pattern_identification, improvement_recommendations]
    forbidden: [code_changes]
    receives: [completed_issue, agent_logs]
    produces: [performance_report, scores, recommendations]

  prompt-optimizer:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [prompt_analysis, prompt_improvement, failure_pattern_detection]
    forbidden: [agent_creation]
    receives: [low_scores, failure_reports]
    produces: [improved_prompts, optimization_report]

  product-owner:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [issue_management, prioritization, backlog_management, workflow_completion]
    forbidden: [implementation]
    receives: [completed_work, stakeholder_requests]
    produces: [priority_order, issue_labels, issue_closures]

  pipeline-judge:
    model: ollama-cloud/qwen3.5:397b
    variant: thinking
    mode: subagent
    capabilities: [test_execution, fitness_scoring, metric_collection, bottleneck_detection]
    forbidden: [code_writing, code_changes, prompt_changes]
    receives: [completed_workflow, pipeline_logs]
    produces: [fitness_report, bottleneck_analysis, improvement_triggers]

  workflow-architect:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [workflow_design, process_definition, automation_setup]
    forbidden: [execution]
    receives: [workflow_requirements]
    produces: [workflow_definitions, command_files]

  markdown-validator:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [markdown_validation, formatting_check, link_validation]
    forbidden: [content_creation]
    receives: [markdown_files]
    produces: [validation_report, corrections]

  agent-architect:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [agent_design, prompt_engineering, capability_definition]
    forbidden: [agent_execution]
    receives: [agent_requirements]
    produces: [agent_definition, integration_plan]

  planner:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [task_decomposition, chain_of_thought, tree_of_thoughts, plan_execute_reflect, dependency_analysis]
    forbidden: [implementation, execution]
    receives: [complex_task, objective]
    produces: [decomposed_steps, dependency_graph, success_criteria]

  reflector:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [self_reflection, mistake_analysis, lesson_extraction, trajectory_analysis, heuristic_evaluation]
    forbidden: [implementation, code_changes]
    receives: [action_trajectory, task_result]
    produces: [reflection_report, lessons_learned, improved_approach]

  memory-manager:
    model: ollama-cloud/minimax-m3
    mode: subagent
    capabilities: [memory_retrieval, memory_storage, memory_consolidation, relevance_scoring, episodic_management]
    forbidden: [code_changes, implementation]
    receives: [query, memory_type]
    produces: [retrieved_memories, relevance_scores, consolidated_memories]

  architect-indexer:
    model: ollama-cloud/glm-5.2
    mode: subagent
    capabilities: [codebase_indexing, project_mapping, architecture_documentation, dependency_analysis, entity_extraction, api_surface_discovery, convention_detection, staleness_detection]
    forbidden: [code_changes, implementation]
    receives: [project_root_directory, stale_sections_list]
    produces: [.architect/state.json, .architect/project.json, .architect/README.md, architecture_overview, dependency_graph, entity_documentation, db_schema_documentation, api_surface_documentation, convention_documentation, file_graph, module_graph]

  history-miner:
    model: ollama-cloud/glm-5.2
    mode: subagent
    capabilities: [git_history_analysis, duplicate_detection, regression_prevention, pattern_matching, past_solution_retrieval]
    forbidden: [implementation]
    receives: [task_description, codebase_context]
    produces: [historical_findings, regression_warnings, recommended_solutions]

  incident-responder:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [incident_response, live_forensics, malware_removal, persistence_hunting, ssh_cleanup, post_incident_hardening, cross_platform_hardening]
    forbidden: [feature_development, code_changes]
    receives: [incident_report, server_logs, threat_indicators]
    produces: [forensics_report, cleanup_actions, hardening_recommendations]

  evolution-prompt:
    model: ollama-cloud/minimax-m3
    variant: thinking
    mode: subagent
    capabilities: [prompt_generation, role_analysis, adversarial_scenario_design, test_case_creation]
    forbidden: [direct_evaluation, model_execution]
    receives: [agent_role_definition, capability_index]
    produces: [test_prompts, evaluation_rubrics]

  evolution-skeptic:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [role_fit_evaluation, response_scoring, adversarial_review]
    forbidden: [model_execution]
    receives: [test_prompts, model_responses]
    produces: [evaluation_scores, detailed_commentary]

  smartadmin-builder:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [smartadmin_template_building, ejs_generation, admin_panel_creation, component_library_usage]
    forbidden: [backend_code, layout_rewriting]
    receives: [page_requirements, api_endpoints, component_specifications]
    produces: [ejs_templates, admin_pages, smartadmin_components]

  smartadmin-viz-agent:
    model: ollama-cloud/deepseek-v4-pro
    variant: thinking
    mode: subagent
    capabilities: [data_visualization, apexcharts, peity, easy_pie_chart, smarttable, kpi_cards]
    forbidden: [page_layout, backend_code, api_calling]
    receives: [chart_specifications, data_sources, dimensions, options]
    produces: [chart_html_snippets, chart_init_js, kpi_cards, smarttable_blocks]

  smartadmin-notify-agent:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [notification_ui, alerts, toasts, modals, confirmations, inline_messages]
    forbidden: [backend_logic, api_calling, business_logic]
    receives: [message, severity, action_buttons, context]
    produces: [alert_html, toast_html, modal_html, trigger_api, dismiss_handlers]

  smartadmin-form-agent:
    model: ollama-cloud/minimax-m2.5
    variant: thinking
    mode: subagent
    capabilities: [form_generation, form_validation, select2, datepickers, form_wizards, field_dependencies]
    forbidden: [backend_code, page_layout, data_models]
    receives: [field_definitions, validation_rules, layout, wizard_steps]
    produces: [form_html, validation_js, dependency_handlers, init_code]

  smartadmin-interactive-agent:
    model: ollama-cloud/kimi-k2.6
    variant: thinking
    mode: subagent
    capabilities: [interactive_elements, buttons, dropdowns, nav_tabs, accordions, collapse, modal_triggers, state_toggles]
    forbidden: [data_models, business_logic, api_calling]
    receives: [element_type, actions, target_ids, state_logic]
    produces: [element_html, event_handlers, state_api, widget_init]

  requirement-refiner:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: all
    capabilities: [requirements_analysis, user_story_creation, acceptance_criteria_definition, technical_constraint_identification]
    forbidden: [implementation]
    receives: [vague_ideas, bug_reports]
    produces: [user_stories, acceptance_criteria, technical_constraints]

  workflow-cross-checker:
    model: ollama-cloud/glm-5.2
    variant: thinking
    mode: subagent
    capabilities: [pre_flight_validation, architecture_validation, inter_agent_conflict_detection, process_inspection]
    forbidden: [implementation, code_changes]
    receives: [proposed_workflow, agent_task_claims, file_sets]
    produces: [approval_status, conflict_report, risk_assessment]

# Routing: capability → agent mapping
capability_routing:
  incident_response: incident-responder
  code_writing: lead-developer
  code_review: code-skeptic
  test_writing: sdet-engineer
  architecture: system-analyst
  security: security-auditor
  performance: performance-engineer
  bug_fixing: the-fixer
  git_operations: release-manager
  ui_implementation: frontend-developer
  nextjs_development: frontend-developer
  vue_nuxt_development: frontend-developer
  react_development: frontend-developer
  e2e_testing: browser-automation
  visual_testing: visual-tester
  bbox_extraction: visual-tester
  console_error_detection: visual-tester
  gitea_integration: visual-tester
  docker_networking: visual-tester
  requirement_analysis: requirement-refiner
  gap_analysis: capability-analyst
  issue_management: product-owner
  prompt_optimization: prompt-optimizer
  workflow_design: workflow-architect
  scoring: evaluator
  duplicate_detection: history-miner
  agent_design: agent-architect
  markdown_validation: markdown-validator
  postgresql_integration: backend-developer
  sqlite_integration: backend-developer
  clickhouse_integration: go-developer
  flutter_development: flutter-developer
  php_web_development: php-developer
  laravel_development: php-developer
  symfony_development: php-developer
  wordpress_development: php-developer
  python_web_development: python-developer
  django_development: python-developer
  fastapi_development: python-developer
  docker_configuration: devops-engineer
  kubernetes_setup: devops-engineer
  ci_cd_pipeline: devops-engineer
  task_decomposition: planner
  self_reflection: reflector
  memory_retrieval: memory-manager
  pre_flight_validation: workflow-cross-checker
  architecture_validation: workflow-cross-checker
  chain_of_thought: planner
  tree_of_thoughts: planner
  fitness_scoring: pipeline-judge
  test_execution: pipeline-judge
  bottleneck_detection: pipeline-judge
  go_api_development: go-developer
  go_database_design: go-developer
  go_concurrent_programming: go-developer
  go_authentication: go-developer
  go_microservices: go-developer
  codebase_indexing: architect-indexer
  project_mapping: architect-indexer
  architecture_documentation: architect-indexer
  dependency_analysis: architect-indexer
  entity_extraction: architect-indexer
  api_surface_discovery: architect-indexer
  convention_detection: architect-indexer
  prompt_generation: evolution-prompt
  role_analysis: evolution-prompt
  adversarial_scenario_design: evolution-prompt
  test_case_creation: evolution-prompt
  role_fit_evaluation: evolution-skeptic
  response_scoring: evolution-skeptic
  adversarial_review: evolution-skeptic
  natural_language_understanding: intake-agent
  conversational_clarification: intake-agent
  task_structuring: intake-agent
  requirement_formulation: intake-agent
  intent_extraction: intake-agent
  context_compression: context-compressor
  context_summarization: context-compressor
  token_efficiency: context-compressor
  memory_pruning: context-compressor
  pattern_match: pattern-matcher
  similar_pattern_detection: pattern-matcher
  proactive_recommendation: pattern-matcher
  knowledge_graph_update: pattern-matcher
  stakeholder_bridge: stakeholder-bridge
  executive_summary: stakeholder-bridge
  progress_report: stakeholder-bridge
  business_translation: stakeholder-bridge
  smartadmin_template_building: smartadmin-builder
  ejs_generation: smartadmin-builder
  admin_panel_creation: smartadmin-builder
  component_library_usage: smartadmin-builder
  data_visualization: smartadmin-viz-agent
  chart_generation: smartadmin-viz-agent
  table_configuration: smartadmin-viz-agent
  kpi_panel_creation: smartadmin-viz-agent
  apexcharts: smartadmin-viz-agent
  peity: smartadmin-viz-agent
  easy_pie_chart: smartadmin-viz-agent
  smarttable: smartadmin-viz-agent
  kpi_cards: smartadmin-viz-agent
  notification_ui: smartadmin-notify-agent
  alert_generation: smartadmin-notify-agent
  modal_generation: smartadmin-notify-agent
  toast_generation: smartadmin-notify-agent
  alerts: smartadmin-notify-agent
  toasts: smartadmin-notify-agent
  modals: smartadmin-notify-agent
  confirmations: smartadmin-notify-agent
  inline_messages: smartadmin-notify-agent
  form_generation: smartadmin-form-agent
  input_validation: smartadmin-form-agent
  select2_integration: smartadmin-form-agent
  wizard_generation: smartadmin-form-agent
  form_validation: smartadmin-form-agent
  select2: smartadmin-form-agent
  datepickers: smartadmin-form-agent
  form_wizards: smartadmin-form-agent
  field_dependencies: smartadmin-form-agent
  interactive_elements: smartadmin-interactive-agent
  button_generation: smartadmin-interactive-agent
  dropdown_generation: smartadmin-interactive-agent
  tab_generation: smartadmin-interactive-agent
  modal_triggers: smartadmin-interactive-agent
  accordion_generation: smartadmin-interactive-agent
  state_toggle: smartadmin-interactive-agent
  buttons: smartadmin-interactive-agent
  dropdowns: smartadmin-interactive-agent
  nav_tabs: smartadmin-interactive-agent
  accordions: smartadmin-interactive-agent
  collapse: smartadmin-interactive-agent
  state_toggles: smartadmin-interactive-agent

# Parallel execution groups
parallel_groups:
  review_phase:
    agents: [code-skeptic, performance-engineer, security-auditor]
    trigger: code_ready_for_review
    criteria: all_must_complete_before_next_phase
    aggregator: orchestrator
    overlap_check: none
  testing_phase:
    agents: [sdet-engineer, browser-automation, visual-tester]
    trigger: tests_needed
    criteria: independent_test_types
    aggregator: orchestrator
    overlap_check: none
  implementation_phase:
    agents: [lead-developer, frontend-developer, backend-developer, php-developer, python-developer, go-developer, flutter-developer]
    trigger: parallel_implementation_approved
    criteria: file_sets_must_not_overlap
    aggregator: orchestrator
    overlap_check: mandatory_before_spawn
    claim_protocol: gitea_comment_based
    claim_timeout_min: 30
    migration_timestamp_assignment: sequential

# Iteration loops for review-fix cycles
iteration_loops:
  code_review:
    evaluator: code-skeptic
    optimizer: the-fixer
    max_iterations: 3
    convergence: all_issues_resolved
  security_review:
    evaluator: security-auditor
    optimizer: the-fixer
    max_iterations: 2
    convergence: no_critical_vulnerabilities
  performance_review:
    evaluator: performance-engineer
    optimizer: the-fixer
    max_iterations: 2
    convergence: all_perf_issues_resolved
  evolution:
    evaluator: pipeline-judge
    optimizer: prompt-optimizer
    max_iterations: 3
    convergence: fitness_above_0.85