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Tools by Cluster

G6's MCP tool surface is organised into 16 capability clusters across the 212 components that own an MCP sub-package. Each cluster groups related components by domain. This page currently covers 13 of the 16.

Per-component tool counts previously listed here are withdrawn: the figures for formal_methods and goal_engine disagreed across three different pages and none could be reproduced against the registry.

Goal & Planning -- 419 tools

Goal decomposition, mental models, metacognition, orchestration, strategic planning, navigation, and system guides.

Component MCP Packages Tools
goal_engine goal_engine_mcp, mental_models_mcp, metacognition_mcp, orchestration_mcp, persistence_mcp, verifier_mcp, eml_mcp, tumix_mcp, neurosymbolic_mcp, solver_mcp, strategy_mcp, workflows_mcp, patterns_mcp 327
navigator navigator_mcp 35
solver solver_ops_mcp 31
guide guide_mcp 26

Safety & Alignment -- 360 tools

CSF verification, alignment specifications, evaluation, prompt safety, compliance, cognitive safety, and professional standards.

Component MCP Packages Tools
csf csf_formal_mcp, csf_mcp 50
adapt_bias bias_mcp 29
align_csf align_csf_mcp 28
align_verbsamp align_verbsamp_mcp 27
professional_standards professional_standards_mcp 27
align_specs align_specs_mcp 25
align_evals align_evals_mcp 25
align_prompt_library prompt_library_mcp 25
align_coconstructive coconstructive_mcp 25
csf_cognitive cognitive_mcp 25
csf_strategy strategy_mcp 25
duty_of_care duty_care_mcp 25
align_artifacts artifacts_mcp 24

Formal Verification -- 457 tools

SAT/SMT solving, DPLL, Z3 integration, model checking, formal verification, category theory, and CEGIS program synthesis. lean_prover is a separate component in the manifest's cluster registry (not grouped under Formal Verification here) -- see its component page. formal_methods' 418 = 405 tools across its 18 MCP sub-packages (16 active; mermaid_mcp and pics_to_latex_mcp are reference-only shells) plus 13 formal_* dispatcher tools on its skill server.

Component MCP Packages Tools
formal_methods catlab_mcp, curry_howard_mcp, datalog_mcp, dowhy_mcp, google_or_mcp, lean_mcp, math_reasoning_mcp, mermaid_mcp, owlready2_mcp, pics_to_latex_mcp, prolog_mcp, pynusmv_mcp, pyreason_mcp, pysheaf_mcp, sagemath_mcp, tla_mcp, yoneda_mcp, z3_mcp (+ skill dispatcher) 418
cegis cegis_mcp 39

ML & Optimisation -- 357 tools

Automated ML, Bayesian inference, scikit-learn, PyGAD, optimization, meta-learning, deep learning, transformers, and evolutionary skill synthesis.

Component MCP Packages Tools
adapt_bayesian bayesian_mcp 44
adapt_automl automl_mcp 38
adapt_sklearn sklearn_mcp 31
adapt_eurisko eurisko_mcp 29
adapt_trm trm_mcp 28
deep_understanding understanding_mcp 25
hyperdistillation distill_mcp 25
training_mode training_mcp 25
adapt_keras keras_mcp 24
adapt_pygad pygad_mcp 22
adapt_optimisation optimisation_mcp 20
adapt_pytorch pytorch_mcp 20
adapt_learning learning_mcp 19
evoskill evoskill_mcp 7

Context & Retrieval -- 577 tools

Search, RAG, document parsing, web scraping, knowledge extraction, git context, research scanning, memory management, and geo context.

Component MCP Packages Tools
adapt_memory memory_mcp 47
ctx_search search_mcp 33
context_engine context_engine_mcp 27
ctx_ace ace_mcp 25
ctx_claude_context claude_context_mcp 25
ctx_claude_mem claude_mem_mcp 25
ctx_cognee cognee_mcp 25
ctx_colbert colbert_mcp 25
ctx_contexthub contexthub_mcp 25
ctx_elastic elastic_mcp 25
ctx_fenic fenic_mcp 25
ctx_geo geo_mcp 25
ctx_git git_mcp 25
ctx_langextract langextract_mcp 25
ctx_library_mapper library_mapper_mcp 25
ctx_markitdown markitdown_mcp 25
ctx_mnm mnm_mcp 25
ctx_rag rag_mcp 25
ctx_recursive recursive_mcp 25
ctx_research_scanner research_scanner_mcp 25
ctx_scrapling scrapling_mcp 25
ctx_vision vision_mcp 20

Code Intelligence -- 236 tools

Meta-programming, code generation, web development, self-healing, debugging, and library synthesis.

Component MCP Packages Tools
meta_programming meta_mcp 51
adapt_django django_mcp 29
adapt_webpage webpage_mcp 28
adapt_library_synthesizer library_synthesizer_mcp 27
adapt_healing healing_mcp 26
auto_engineer auto_engineer_mcp 25
auto_component_integrator component_integrator_mcp 25
self_debug self_debug_mcp 25

Agents & LLM -- 227 tools

Multi-agent systems across eight frameworks plus expert system integration.

Component MCP Packages Tools
adapt_experta experta_mcp 39
agent_langchain langchain_mcp 27
agent_openclaw openclaw_mcp 27
agent_autogen autogen_mcp 25
agent_langgraph langgraph_mcp 25
agent_nanoclaw nanoclaw_mcp 25
agent_openai openai_mcp 25
agent_smolagents smolagents_mcp 25
agent_claude claude_mcp 9

Data Processing -- 79 tools

Pandas data analysis, task queues, and structured output extraction.

Component MCP Packages Tools
adapt_pandas pandas_mcp 28
adapt_rq rq_mcp 26
adapt_instructor instructor_mcp 25

Creative & Media -- 432 tools

Audio, image, video, 3D, generative art, voice, diagrams, visualization, UI design, and synthesis.

Component MCP Packages Tools
adapt_audio audio_mcp 73
adapt_blender blender_mcp 52
adapt_comfyui comfyui_mcp 52
adapt_generative_art generative_art_mcp 43
adapt_diagrams diagrams_mcp 30
adapt_visualisation visualisation_mcp 29
adapt_ui_design ui_design_mcp 27
adapt_ffmpeg ffmpeg_mcp 26
adapt_synth synth_mcp 25
adapt_creative_api creative_api_mcp 25
adapt_image image_mcp 25
adapt_voice voice_mcp 25

Experience & Autonomy -- 230 tools

ACT-R, SOAR, GPS, AIXI, DGM cognitive architectures, autonomous orchestration, autonomy governance, human development, and self-modeling.

Component MCP Packages Tools
cog_arch_actr cog_arch_actr_mcp 27
cog_arch_aixi cog_arch_aixi_mcp 27
autonomous_orchestrator orchestrator_mcp 26
cog_arch_dgm cog_arch_dgm_mcp 25
cog_arch_gps cog_arch_gps_mcp 25
cog_arch_soar cog_arch_soar_mcp 25
autonomy_governor autonomy_governor_mcp 25
human_development development_mcp 25
self_model self_model_mcp 25

Core Infrastructure -- 356 tools

Workspace management, business operations, LLM routing, observability, compliance, task tracking, component scaffolding, and polyglot support.

Component MCP Packages Tools
workspace_manager obsidian_workspace_mcp 83
business_manager business_manager_mcp 78
llm_router llm_router_mcp 33
task_tracker task_tracker_mcp 28
observability observability_mcp 27
compliance compliance_mcp 25
component_creator component_creator_mcp 25
cybersecurity cybersecurity_mcp 25
polyglot polyglot_mcp 25
token_budget token_budget_mcp 7

Physical AI -- 162 tools

Physical AI simulation, synthetic worlds, embodiment, motor control, sensory fusion, and mesh generation.

Component MCP Packages Tools
embodiment embodiment_mcp 30
sensory_fusion sensory_fusion_mcp 28
adapt_physical_ai physical_ai_mcp 27
motor_control motor_control_mcp 27
adapt_synthetic_world synthetic_world_mcp 25
mesh3d mesh3d_mcp 25

Job Agents -- 979 tools

Domain-specific professional AI assistants covering 39 industries, each with specialized knowledge, workflows, and compliance requirements.

Component MCP Package Tools
job_accountant accountant_mcp 27
job_it it_mcp 27
job_administration administration_mcp 25
job_agriculture agriculture_mcp 25
job_ai ai_mcp 25
job_allied_health allied_health_mcp 24
job_analyst analyst_mcp 25
job_business business_mcp 25
job_construction construction_mcp 25
job_consultant consultant_mcp 25
job_creative_media creative_media_mcp 25
job_cybersecurity cybersecurity_mcp 25
job_education education_mcp 25
job_energy energy_mcp 25
job_engineer engineer_mcp 25
job_entertainment entertainment_mcp 25
job_entrepreneurship entrepreneurship_mcp 25
job_finance finance_mcp 25
job_hospitality hospitality_mcp 25
job_labourer labourer_mcp 25
job_lawyer lawyer_mcp 25
job_logistics logistics_mcp 25
job_machinery_operator machinery_operator_mcp 25
job_manager manager_mcp 25
job_manufacturing manufacturing_mcp 25
job_marketing marketing_mcp 25
job_medical_surgical medical_surgical_mcp 25
job_mining mining_mcp 25
job_pharmaceutical pharmaceutical_mcp 25
job_political political_mcp 25
job_psychologist psychologist_mcp 25
job_public_relations public_relations_mcp 25
job_researcher researcher_mcp 25
job_sales sales_mcp 25
job_scientist scientist_mcp 25
job_services services_mcp 25
job_tax tax_mcp 25
job_tourism tourism_mcp 25
job_trades trades_mcp 25

See also