{ "version": "1.0.0", "lastUpdated": "2026-04-27T20:28:58.592Z", "agents": { "lead-developer": { "current": { "description": "Primary code writer for backend and core logic. Writes implementation to pass tests", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "variant": "thinking", "color": "\"#DC2626\"", "category": "General", "capabilities": [ "code_writing", "refactoring", "bug_fixing", "implementation" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": null, "to": "ollama-cloud/qwen3-coder:480b", "reason": "Initial configuration from capability-index.yaml", "source": "git" }, { "date": "2026-04-27T16:56:09.013Z", "commit": "model-research-sync", "type": "model_change", "from": "ollama-cloud/qwen3-coder:480b", "to": "ollama-cloud/nemotron-3-super", "reason": "Nemotron 3 Super has better reasoning for core development tasks and RULER@1M context window. SWE-bench 68% vs Qwen's 66.5%.", "source": "research" }, { "date": "2026-04-27T20:28:58.592Z", "commit": "model-research-sync", "type": "model_change", "from": "ollama-cloud/qwen3-coder:480b", "to": "ollama-cloud/nemotron-3-super", "reason": "Nemotron 3 Super has better reasoning for core development tasks and RULER@1M context window. SWE-bench 68% vs Qwen's 66.5%.", "source": "research" } ], "performance_log": [] }, "frontend-developer": { "current": { "description": "Handles UI implementation with multimodal capabilities. Accepts visual references like screenshots and mockups", "mode": "all", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#0EA5E9\"", "category": "General", "capabilities": [ "ui_implementation", "component_creation", "styling", "responsive_design", "nextjs_development", "vue_nuxt_development", "react_development" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "af5f401", "type": "agent_created", "from": null, "to": "ollama-cloud/qwen3-coder:480b", "reason": "Flutter development support added", "source": "git" } ], "performance_log": [] }, "backend-developer": { "current": { "description": "Backend specialist for Node.js, Express, APIs, and database integration", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#10B981\"", "category": "General", "capabilities": [ "api_development", "database_design", "server_logic", "authentication", "postgresql_integration", "sqlite_integration" ] }, "history": [], "performance_log": [] }, "go-developer": { "current": { "description": "Go backend specialist for Gin, Echo, APIs, and database integration", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#00ADD8\"", "category": "General", "capabilities": [ "go_api_development", "go_database_design", "go_concurrent_programming", "go_authentication", "go_microservices", "postgresql_integration", "sqlite_integration", "clickhouse_integration" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/deepseek-v3.2", "to": "ollama-cloud/qwen3-coder:480b", "reason": "Qwen3-Coder optimized for Go development", "source": "git" } ], "performance_log": [] }, "sdet-engineer": { "current": { "description": "Writes tests following TDD methodology. Tests MUST fail initially (Red phase)", "mode": "all", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "variant": "thinking", "color": "\"#8B5CF6\"", "category": "General", "capabilities": [ "unit_tests", "integration_tests", "e2e_tests", "test_planning", "visual_regression" ] }, "history": [], "performance_log": [] }, "code-skeptic": { "current": { "description": "Adversarial code reviewer. Finds problems and issues. Does NOT suggest implementations", "mode": "subagent", "model": "ollama-cloud/minimax-m2.5", "provider": "Ollama", "color": "\"#E11D48\"", "category": "General", "capabilities": [ "code_review", "security_review", "style_check", "issue_identification" ] }, "history": [], "performance_log": [] }, "security-auditor": { "current": { "description": "Scans for security vulnerabilities, OWASP Top 10, dependency CVEs, and hardcoded secrets", "mode": "all", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#7F1D1D\"", "category": "General", "capabilities": [ "vulnerability_scan", "owasp_check", "secret_detection", "auth_review" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/deepseek-v3.2", "to": "ollama-cloud/nemotron-3-super", "reason": "Nemotron 3 Super optimized for security analysis with RULER@1M", "source": "git" } ], "performance_log": [] }, "performance-engineer": { "current": { "description": "Reviews code for performance issues. Focuses on efficiency, N+1 queries, memory leaks, and algorithmic complexity", "mode": "all", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#0D9488\"", "category": "General", "capabilities": [ "performance_analysis", "n_plus_one_detection", "memory_leak_check", "algorithm_analysis" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/nemotron-3-super", "reason": "Better reasoning for performance analysis", "source": "git" } ], "performance_log": [] }, "browser-automation": { "current": { "description": "Browser automation agent using Playwright MCP for E2E testing, form filling, navigation, and web interaction", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#1E88E5\"", "category": "General", "capabilities": [ "e2e_browser_tests", "form_filling", "navigation_testing", "screenshot_capture" ] }, "history": [], "performance_log": [] }, "visual-tester": { "current": { "description": "Visual regression testing agent that captures screenshots, extracts UI elements with bounding boxes, compares via pixelmatch, and detects console/network errors", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#E91E63\"", "category": "General", "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" ] }, "history": [], "performance_log": [] }, "system-analyst": { "current": { "description": "Designs technical specifications, data schemas, and API contracts before implementation", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "variant": "thinking", "color": "\"#0891B2\"", "category": "General", "capabilities": [ "architecture_design", "api_specification", "database_modeling", "technical_documentation" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/glm-5", "reason": "GLM-5 better for system engineering and architecture", "source": "git" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" }, { "date": "2026-04-27T16:59:52.825Z", "commit": "model-research-sync", "type": "model_change", "from": "ollama-cloud/glm-5.1", "to": "ollama-cloud/nemotron-3-super", "reason": "Test recommendation for model research sync script", "source": "research" } ], "performance_log": [] }, "requirement-refiner": { "current": { "description": "Converts vague ideas and bug reports into strict User Stories with acceptance criteria checklists", "mode": "all", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "color": "\"#4F46E5\"", "category": "General", "capabilities": [ "requirement_analysis", "user_story_creation", "acceptance_criteria", "clarification" ] }, "history": [ { "date": "2026-04-05T22:30:00Z", "commit": "auto", "type": "model_change", "from": "ollama-cloud/nemotron-3-super", "to": "ollama-cloud/glm-5", "reason": "+33% quality. GLM-5 excels at requirement analysis and system engineering", "source": "research" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "history-miner": { "current": { "description": "Analyzes git history to find duplicates and past solutions, preventing regression and duplicate work", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#059669\"", "category": "General", "capabilities": [ "git_search", "duplicate_detection", "past_solution_finder", "pattern_identification" ] }, "history": [ { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/nemotron-3-super", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "capability-analyst": { "current": { "description": "Analyzes task requirements against available agents, workflows, and skills. Identifies gaps and recommends new components.", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "color": "\"#6366F1\"", "category": "General", "capabilities": [ "gap_analysis", "capability_mapping", "recommendation_generation", "coverage_analysis" ] }, "history": [ { "date": "2026-04-05T22:30:00Z", "commit": "auto", "type": "model_change", "from": "ollama-cloud/nemotron-3-super", "to": "openrouter/qwen/qwen3.6-plus:free", "reason": "+23% quality, IF:90 score, 1M context, FREE via OpenRouter", "source": "research" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "orchestrator": { "current": { "description": "Main dispatcher. Routes tasks between agents based on Issue status and manages the workflow state machine. IF:90 for optimal routing accuracy.", "mode": "all", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "color": "\"#7C3AED\"", "category": "General", "capabilities": [ "task_routing", "state_management", "agent_coordination", "workflow_execution" ] }, "history": [ { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "release-manager": { "current": { "description": "Manages git operations, semantic versioning, branching, and deployments. Ensures clean history", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "color": "\"#581C87\"", "category": "General", "capabilities": [ "git_operations", "version_management", "changelog_creation", "deployment" ] }, "history": [ { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/devstral-2:123b", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "evaluator": { "current": { "description": "Scores agent effectiveness after task completion for continuous improvement", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "color": "\"#047857\"", "category": "General", "capabilities": [ "performance_scoring", "process_analysis", "pattern_identification", "improvement_recommendations" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/nemotron-3-super", "reason": "Nemotron 3 Super better for evaluation tasks", "source": "git" }, { "date": "2026-04-05T22:30:00Z", "commit": "auto", "type": "model_change", "from": "ollama-cloud/nemotron-3-super", "to": "openrouter/qwen/qwen3.6-plus:free", "reason": "+4% quality, IF:90 for scoring accuracy, FREE", "source": "research" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "prompt-optimizer": { "current": { "description": "Improves agent system prompts based on performance failures. Meta-learner for prompt optimization", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "instant", "color": "\"#BE185D\"", "category": "General", "capabilities": [ "prompt_analysis", "prompt_improvement", "failure_pattern_detection" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/nemotron-3-super", "reason": "Research recommendation applied", "source": "git" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/nemotron-3-super", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "the-fixer": { "current": { "description": "Iteratively fixes bugs based on specific error reports and test failures", "mode": "all", "model": "ollama-cloud/minimax-m2.5", "provider": "Ollama", "color": "\"#F59E0B\"", "category": "General", "capabilities": [ "bug_fixing", "issue_resolution", "code_correction" ] }, "history": [], "performance_log": [] }, "product-owner": { "current": { "description": "Manages issue checklists, status labels, tracks progress and coordinates with human users", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "color": "\"#EA580C\"", "category": "General", "capabilities": [ "issue_management", "prioritization", "backlog_management", "workflow_completion" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/glm-5", "reason": "GLM-5 good for management tasks", "source": "git" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "workflow-architect": { "current": { "description": "Creates and maintains workflow definitions with complete architecture, Gitea integration, and quality gates", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "color": "\"#EC4899\"", "category": "General", "capabilities": [ "workflow_design", "process_definition", "automation_setup" ] }, "history": [ { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "ollama-cloud/glm-5", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "markdown-validator": { "current": { "description": "Validates and corrects Markdown descriptions for Gitea issues", "mode": "subagent", "model": "ollama-cloud/nemotron-3-nano:30b", "provider": "Ollama", "color": "\"#F97316\"", "category": "General", "capabilities": [ "markdown_validation", "formatting_check", "link_validation" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/nemotron-3-nano:30b", "reason": "Nano efficient for lightweight validation tasks", "source": "git" } ], "performance_log": [] }, "agent-architect": { "current": { "name": "Agent Architect", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "description": "Creates, modifies, and reviews new agents, workflows, and skills based on capability gap analysis", "color": "\"#8B5CF6\"", "category": "General", "capabilities": [ "agent_design", "prompt_engineering", "capability_definition" ] }, "history": [ { "date": "2026-04-05T22:30:00Z", "commit": "auto", "type": "model_change", "from": "ollama-cloud/nemotron-3-super", "to": "openrouter/qwen/qwen3.6-plus:free", "reason": "+22% quality, IF:90 for YAML frontmatter generation, 1M context for all agents analysis", "source": "research" }, { "date": "2026-04-23T06:24:32.546Z", "commit": "sync", "type": "model_change", "from": "openrouter/qwen/qwen3.6-plus:free", "to": "ollama-cloud/glm-5.1", "reason": "Model update from sync", "source": "git" } ], "performance_log": [] }, "planner": { "current": { "description": "Advanced task planner using Chain of Thought, Tree of Thoughts, and Plan-Execute-Reflect", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#F59E0B\"", "category": "General", "capabilities": [ "task_decomposition", "chain_of_thought", "tree_of_thoughts", "plan_execute_reflect", "dependency_analysis" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/nemotron-3-super", "reason": "Nemotron 3 Super excels at planning", "source": "git" } ], "performance_log": [] }, "reflector": { "current": { "description": "Self-reflection agent using Reflexion pattern - learns from mistakes", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#10B981\"", "category": "General", "capabilities": [ "self_reflection", "mistake_analysis", "lesson_extraction", "trajectory_analysis", "heuristic_evaluation" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/nemotron-3-super", "reason": "Better for reflection tasks", "source": "git" } ], "performance_log": [] }, "memory-manager": { "current": { "description": "Manages agent memory systems - short-term (context), long-term (vector store), and episodic (experiences)", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#8B5CF6\"", "category": "General", "capabilities": [ "memory_retrieval", "memory_storage", "memory_consolidation", "relevance_scoring", "episodic_management" ] }, "history": [ { "date": "2026-04-05T05:21:00Z", "commit": "caf77f53c8", "type": "model_change", "from": "ollama-cloud/gpt-oss:120b", "to": "ollama-cloud/nemotron-3-super", "reason": "RULER@1M critical for memory ctx", "source": "git" } ], "performance_log": [] }, "devops-engineer": { "current": { "description": "DevOps specialist for Docker, Kubernetes, CI/CD pipeline automation, and infrastructure management", "mode": "subagent", "model": "ollama-cloud/nemotron-3-super", "provider": "Ollama", "color": "\"#FF6B35\"", "category": "General", "capabilities": [ "docker_configuration", "kubernetes_setup", "ci_cd_pipeline", "infrastructure_automation", "container_optimization" ] }, "history": [], "performance_log": [] }, "flutter-developer": { "current": { "description": "Flutter mobile specialist for cross-platform apps, state management, and UI components", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "color": "\"#02569B\"", "category": "General", "capabilities": [ "dart_programming", "flutter_ui", "mobile_app_development", "widget_creation", "state_management" ] }, "history": [ { "date": "2026-04-05T15:00:00Z", "commit": "af5f401", "type": "agent_created", "from": null, "to": "ollama-cloud/qwen3-coder:480b", "reason": "New agent for Flutter development", "source": "git" } ], "performance_log": [] }, "architect-indexer": { "current": { "description": "Indexes and maps project codebase architecture into .architect/ directory. Creates and maintains structured documentation of entities, APIs, DB schema, file graphs, and conventions.", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "variant": "thinking", "color": "\"#10B981\"", "category": "General", "capabilities": [ "codebase_indexing", "project_mapping", "architecture_documentation", "dependency_analysis", "entity_extraction", "api_surface_discovery", "convention_detection", "staleness_detection" ] }, "history": [], "performance_log": [] }, "php-developer": { "current": { "description": "PHP backend specialist for Laravel, Symfony, WordPress, and full-stack web applications", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "variant": "thinking", "color": "\"#8B5CF6\"", "category": "General", "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" ] }, "history": [], "performance_log": [] }, "pipeline-judge": { "current": { "description": "Automated pipeline judge. Evaluates workflow execution by running tests, measuring token cost and wall-clock time. Produces objective fitness scores. Never writes code - only measures and scores.", "mode": "subagent", "model": "ollama-cloud/glm-5.1", "provider": "Ollama", "color": "\"#DC2626\"", "category": "General", "capabilities": [ "test_execution", "fitness_scoring", "metric_collection", "bottleneck_detection" ] }, "history": [ { "date": "2026-04-06T00:23:50 +0100Z", "commit": "fa68141d", "type": "agent_created", "from": null, "to": "", "reason": "feat: add pipeline-judge agent and evolution workflow system", "source": "git" } ], "performance_log": [] }, "python-developer": { "current": { "description": "Python backend specialist for Django, FastAPI, data science, and API development", "mode": "subagent", "model": "ollama-cloud/qwen3-coder:480b", "provider": "Ollama", "variant": "thinking", "color": "\"#3776AB\"", "category": "General", "capabilities": [ "python_web_development", "django_development", "fastapi_development", "python_api_development", "python_database_design", "python_authentication", "python_async_patterns", "python_testing", "python_security" ] }, "history": [], "performance_log": [] } }, "providers": { "Ollama": { "models": [] }, "OpenRouter": { "models": [] }, "Groq": { "models": [] } }, "evolution_metrics": { "total_agents": 32, "agents_with_history": 22, "pending_recommendations": 0, "last_sync": "2026-04-23T06:24:32.546Z", "sync_sources": [ "git", "capability-index.yaml", "kilo.jsonc" ] } }