Component Catalog¶

286 components across the G6 Hyperdistillation system.

## Agents & LLM | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Experta](adapt_experta.md) | Adapt Experta — mvp.adapt_experta | 44 | | [Agent Autogen](agent_autogen.md) | Agent AutoGen — mvp.agent_autogen | 30 | | [Agent Claude](agent_claude.md) | agent_claude — mvp.agent_claude | 12 | | [Agent Langchain](agent_langchain.md) | Agent LangChain — mvp.agent_langchain | 30 | | [Agent Langgraph](agent_langgraph.md) | Agent LangGraph — mvp.agent_langgraph | 28 | | [Agent Nanoclaw](agent_nanoclaw.md) | Agent NanoClaw — mvp.agent_nanoclaw | 28 | | [Agent Openai](agent_openai.md) | Agent OpenAI — mvp.agent_openai | 34 | | [Agent Openclaw](agent_openclaw.md) | Agent OpenClaw — mvp.agent_openclaw | 29 | | [Agent Smolagents](agent_smolagents.md) | Agent Smolagents — mvp.agent_smolagents | 26 | ## Code Intelligence | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Django](adapt_django.md) | Adapt Django — mvp.adapt_django | 44 | | [Adapt Healing](adapt_healing.md) | Adapt Healing — mvp.adapt_healing | 32 | | [Adapt Webpage](adapt_webpage.md) | Adapt Webpage -- mvp.adapt_webpage | 37 | | [Auto Engineer](auto_engineer.md) | AutoEngineer component — mvp.auto_engineer | 35 | | [Meta Programming](meta_programming.md) | Meta Programming — mvp.meta_programming | 56 | | [Self Debug](self_debug.md) | self_debug — mvp.self_debug | 26 | | [System Doctor](system_doctor.md) | system_doctor — Self-healing orchestration component for G6. | 11 | ## Context & Retrieval | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Context Engine](context_engine.md) | Context Engine — mvp.context_engine | 38 | | [Ctx Ace](ctx_ace.md) | Ctx ACE — mvp.ctx_ace | 26 | | [Ctx Claude Context](ctx_claude_context.md) | Ctx Claude Context — mvp.ctx_claude_context | 26 | | [Ctx Cognee](ctx_cognee.md) | ctx_cognee — mvp.ctx_cognee | 26 | | [Ctx Colbert](ctx_colbert.md) | ctx_colbert -- mvp.ctx_colbert | 28 | | [Ctx Elastic](ctx_elastic.md) | Ctx Elastic — mvp.ctx_elastic | 26 | | [Ctx Fenic](ctx_fenic.md) | Ctx Fenic — mvp.ctx_fenic | 26 | | [Ctx Git](ctx_git.md) | ctx_git — Git version control MCP component (25 ops) | 26 | | [Ctx Langextract](ctx_langextract.md) | ctx_langextract — mvp.ctx_langextract | 26 | | [Ctx Markitdown](ctx_markitdown.md) | Ctx MarkItDown — mvp.ctx_markitdown | 26 | | [Ctx Mnm](ctx_mnm.md) | Ctx MnM — mvp.ctx_mnm | 26 | | [Ctx Rag](ctx_rag.md) | ctx_rag — mvp.ctx_rag | 29 | | [Ctx Recursive](ctx_recursive.md) | ctx_recursive — mvp.ctx_recursive | 28 | | [Ctx Scrapling](ctx_scrapling.md) | ctx_scrapling -- mvp.ctx_scrapling | 25 | | [Ctx Search](ctx_search.md) | ctx_search — mvp.ctx_search | 34 | | [Ctx Vision](ctx_vision.md) | ctx_vision -- mvp.ctx_vision | 21 | ## Core Infrastructure | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Billing Stripe](billing_stripe.md) | billing_stripe — mvp.billing_stripe | - | | [Compliance](compliance.md) | compliance — mvp.compliance | 42 | | [Component Creator](component_creator.md) | Component Creator — mvp.component_creator | 34 | | [Config](config.md) | G6 configuration v3.0 — Settings singleton with 100+ fields and 13 sub-config modules. | - | | [Core](core.md) | Core — mvp.core | - | | [Database](database.md) | Database — mvp.database | - | | [Deploy Aws](deploy_aws.md) | Deploy AWS — mvp.deploy_aws | 18 | | [Deploy Baremetal](deploy_baremetal.md) | Deploy Bare Metal — mvp.deploy_baremetal | 13 | | [Deploy Core](deploy_core.md) | Deploy Core — mvp.deploy_core | - | | [Deploy Docker](deploy_docker.md) | Deploy Docker — mvp.deploy_docker | - | | [Deploy Gcp](deploy_gcp.md) | Deploy GCP — mvp.deploy_gcp | - | | [Deploy K8s](deploy_k8s.md) | Deploy K8s — mvp.deploy_k8s | - | | [Deploy Podman](deploy_podman.md) | Deploy Podman — mvp.deploy_podman | - | | [Integration](integration.md) | Cross-modal integration adapters for Physical AI + Multimodal wiring. | - | | [Llm Router](llm_router.md) | llm_router — mvp.llm_router | 35 | | [Observability](observability.md) | Observability component — profiling, metrics, tracing, alerting. | 29 | | [Polyglot](polyglot.md) | polyglot — mvp.polyglot | 26 | | [Realtime Bridge](realtime_bridge.md) | realtime_bridge — three-tier controller interface with shared buffer and command queue. | - | | [Workspace Manager](workspace_manager.md) | Workspace Manager — mvp.workspace_manager | 93 | ## Creative & Media | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Audio](adapt_audio.md) | Adapt Audio — mvp.adapt_audio | 88 | | [Adapt Blender](adapt_blender.md) | Adapt Blender — mvp.adapt_blender | 69 | | [Adapt Comfyui](adapt_comfyui.md) | Adapt ComfyUI -- mvp.adapt_comfyui | 61 | | [Adapt Creative Api](adapt_creative_api.md) | adapt_creative_api — mvp.adapt_creative_api | 44 | | [Adapt Diagrams](adapt_diagrams.md) | Adapt Diagrams — mvp.adapt_diagrams | 40 | | [Adapt Ffmpeg](adapt_ffmpeg.md) | Adapt FFmpeg -- mvp.adapt_ffmpeg | 36 | | [Adapt Generative Art](adapt_generative_art.md) | Adapt Generative Art — mvp.adapt_generative_art | 50 | | [Adapt Image](adapt_image.md) | Adapt Image — mvp.adapt_image | 39 | | [Adapt Ui Design](adapt_ui_design.md) | Adapt UI Design -- mvp.adapt_ui_design | 34 | | [Adapt Visualisation](adapt_visualisation.md) | Adapt Visualisation — mvp.adapt_visualisation | 46 | | [Adapt Voice](adapt_voice.md) | Adapt Voice — mvp.adapt_voice | 32 | ## Data Processing | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Instructor](adapt_instructor.md) | Adapt Instructor — mvp.adapt_instructor | 31 | | [Adapt Pandas](adapt_pandas.md) | Adapt Pandas — mvp.adapt_pandas | 36 | | [Adapt Rq](adapt_rq.md) | Adapt RQ — mvp.adapt_rq | 36 | ## Experience & Autonomy | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Autonomous Orchestrator](autonomous_orchestrator.md) | autonomous_orchestrator -- G6 Autonomous Multi-Agent Orchestration System. | 27 | | [Autonomy Governor](autonomy_governor.md) | Autonomy Governor -- mvp.autonomy_governor | 33 | | [Cog Arch Actr](cog_arch_actr.md) | cog_arch_actr — ACT-R cognitive architecture. | 34 | | [Cog Arch Aixi](cog_arch_aixi.md) | cog_arch_aixi — AIXItl cognitive architecture. | 38 | | [Cog Arch Dgm](cog_arch_dgm.md) | Discovering Gödel Machine (DGM) cognitive architecture component. | 42 | | [Cog Arch Gps](cog_arch_gps.md) | cog_arch_gps — General Problem Solver cognitive architecture. | 29 | | [Cog Arch Soar](cog_arch_soar.md) | cog_arch_soar — SOAR cognitive architecture. | 26 | | [Experience Loop](experience_loop.md) | Experience Loop — Dyna-style experience recording with Beta competence tracking. | 20 | | [Human Development](human_development.md) | human_development -- deskilling prevention & human skill development | 28 | ## Formal Verification | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Cegis](cegis.md) | cegis - mvp.cegis. | 39 | | [Formal Methods](formal_methods.md) | Formal Methods — mvp.formal_methods | 437 | ## Goal & Planning | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Goal Engine](goal_engine.md) | goal_engine — mvp.goal_engine | 355 | | [Guide](guide.md) | Guide component — AI consultant for optimal G6 system usage. | 26 | | [Hat Orchestrator](hat_orchestrator.md) | HAT Orchestrator — multi-party human-AI teaming component. | - | | [Navigator](navigator.md) | Navigator component — hierarchical MCP discovery and composition. | 37 | | [Recursive Architect](recursive_architect.md) | recursive_architect -- G6 Recursive Architect Meta-Plugin (DEPRECATED). | - | | [Solver](solver.md) | Solver component — 15-step problem solving orchestrator. | 38 | ## Job Agents | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Job Accountant](job_accountant.md) | job_accountant — G6 Accountant job agent. | 32 | | [Job Administration](job_administration.md) | job_administration — G6 Administration job agent. | 26 | | [Job Agriculture](job_agriculture.md) | job_agriculture — G6 Agriculture job agent. | 26 | | [Job Ai](job_ai.md) | job_ai — G6 AI job agent. | 26 | | [Job Allied Health](job_allied_health.md) | job_allied_health — G6 AlliedHealth job agent. | 25 | | [Job Analyst](job_analyst.md) | job_analyst — G6 Analyst job agent. | 29 | | [Job Business](job_business.md) | job_business — G6 Business job agent. | 33 | | [Job Construction](job_construction.md) | job_construction — G6 Construction job agent. | 29 | | [Job Consultant](job_consultant.md) | job_consultant — G6 Consultant job agent. | 26 | | [Job Creative Media](job_creative_media.md) | job_creative_media — G6 CreativeMedia job agent. | 26 | | [Job Cybersecurity](job_cybersecurity.md) | job_cybersecurity - G6 Cybersecurity job agent. | 26 | | [Job Education](job_education.md) | job_education -- G6 Education job agent. | 26 | | [Job Energy](job_energy.md) | job_energy — G6 Energy job agent. | 26 | | [Job Engineer](job_engineer.md) | job_engineer — G6 Engineer job agent. | 26 | | [Job Entertainment](job_entertainment.md) | job_entertainment — G6 Entertainment job agent. | 26 | | [Job Entrepreneurship](job_entrepreneurship.md) | job_entrepreneurship — G6 Entrepreneurship job agent. | 26 | | [Job Finance](job_finance.md) | job_finance — G6 Finance job agent. | 26 | | [Job Framework](job_framework.md) | job_framework — Foundation for all 32 G6 economic job agents. | 11 | | [Job Hospitality](job_hospitality.md) | job_hospitality — G6 Hospitality job agent. | 26 | | [Job It](job_it.md) | job_it — G6 IT job agent. | 29 | | [Job Labourer](job_labourer.md) | job_labourer — G6 Labourer job agent. | 26 | | [Job Lawyer](job_lawyer.md) | job_lawyer — G6 Lawyer job agent. | 33 | | [Job Logistics](job_logistics.md) | job_logistics — G6 Logistics job agent. | 26 | | [Job Machinery Operator](job_machinery_operator.md) | job_machinery_operator — G6 MachineryOperator job agent. | 26 | | [Job Manager](job_manager.md) | job_manager — G6 Manager job agent. | 26 | | [Job Manufacturing](job_manufacturing.md) | job_manufacturing — G6 Manufacturing job agent. | 26 | | [Job Marketing](job_marketing.md) | job_marketing — G6 Marketing job agent. | 26 | | [Job Medical Surgical](job_medical_surgical.md) | job_medical_surgical — G6 MedicalSurgical job agent. | 26 | | [Job Mining](job_mining.md) | job_mining — G6 Mining job agent. | 26 | | [Job Pharmaceutical](job_pharmaceutical.md) | job_pharmaceutical — G6 Pharmaceutical job agent. | 26 | | [Job Political](job_political.md) | job_political — G6 Political job agent. | 26 | | [Job Psychologist](job_psychologist.md) | job_psychologist — G6 Psychologist job agent. | 26 | | [Job Public Relations](job_public_relations.md) | job_public_relations — G6 Public Relations job agent. | 26 | | [Job Researcher](job_researcher.md) | job_researcher — G6 Researcher job agent. | 26 | | [Job Sales](job_sales.md) | job_sales — G6 Sales job agent. | 26 | | [Job Scientist](job_scientist.md) | job_scientist -- G6 Scientist job agent. | 26 | | [Job Services](job_services.md) | job_services — G6 Services job agent. | 26 | | [Job Tax](job_tax.md) | job_tax — G6 Tax job agent. | 26 | | [Job Tourism](job_tourism.md) | job_tourism — G6 Tourism job agent. | 26 | | [Job Trades](job_trades.md) | job_trades — G6 Trades job agent. | 26 | | [Job Validation Suite](job_validation_suite.md) | Gold-case evaluation harness for G6 job agents. | 9 | ## Knowledge & Grounding | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Memory](adapt_memory.md) | Adapt Memory — mvp.adapt_memory | 54 | | [Affordance Kb](affordance_kb.md) | Affordance Knowledge Base component. | 14 | | [Grounding](grounding.md) | grounding - domain-specific grounding agents. | - | ## ML & Optimisation | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Automl](adapt_automl.md) | adapt_automl — mvp.adapt_automl | 46 | | [Adapt Bayesian](adapt_bayesian.md) | adapt_bayesian — mvp.adapt_bayesian | 48 | | [Adapt Eurisko](adapt_eurisko.md) | Adapt Eurisko — mvp.adapt_eurisko | 35 | | [Adapt Keras](adapt_keras.md) | Adapt Keras — mvp.adapt_keras | 35 | | [Adapt Learning](adapt_learning.md) | adapt_learning — mvp.adapt_learning | 23 | | [Adapt Optimisation](adapt_optimisation.md) | adapt_optimisation — mvp.adapt_optimisation | 27 | | [Adapt Pygad](adapt_pygad.md) | adapt_pygad — mvp.adapt_pygad | 29 | | [Adapt Pytorch](adapt_pytorch.md) | Adapt PyTorch — mvp.adapt_pytorch | 27 | | [Adapt Sklearn](adapt_sklearn.md) | Adapt Scikit-learn — mvp.adapt_sklearn | 37 | | [Deep Understanding](deep_understanding.md) | mvp.deep_understanding — symbolic reasoning substrate for G6. | 28 | | [Hyperdistillation](hyperdistillation.md) | Trace synthesis component — reasoning-to-code learning pipeline. | 29 | ## Multimodal | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Trm](adapt_trm.md) | Adapt TRM — mvp.adapt_trm | 43 | | [Multimodal](multimodal.md) | multimodal — mvp.multimodal | - | ## Physical AI | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Adapt Physical Ai](adapt_physical_ai.md) | Adapt Physical AI — mvp.adapt_physical_ai | 32 | | [Adapt Synthetic World](adapt_synthetic_world.md) | Adapt Synthetic World — mvp.adapt_synthetic_world | 31 | | [Embodiment](embodiment.md) | Embodiment -- mvp.embodiment | 31 | | [Mesh3d](mesh3d.md) | Mesh3D -- mvp.mesh3d | 32 | | [Motor Control](motor_control.md) | Motor Control — mvp.motor_control | 28 | | [Physics Prediction](physics_prediction.md) | Physics prediction component — Genesis-backed simulation with pure-Python fallback. | - | | [Sensory Fusion](sensory_fusion.md) | Sensory Fusion -- mvp.sensory_fusion | 30 | | [Tactile Fusion](tactile_fusion.md) | Tactile fusion — contact detection, grip stability, surface classification. | 8 | ## Safety & Alignment | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Align Artifacts](align_artifacts.md) | Align Artifacts — mvp.align_artifacts | 26 | | [Align Coconstructive](align_coconstructive.md) | Align CoConstructive — mvp.align_coconstructive | - | | [Align Csf](align_csf.md) | align_csf -- mvp.align_csf | 30 | | [Align Evals](align_evals.md) | align_evals — mvp.align_evals | 30 | | [Align Prompt Library](align_prompt_library.md) | align_prompt_library — mvp.align_prompt_library | 27 | | [Align Specs](align_specs.md) | Align Specs — mvp.align_specs | 35 | | [Align Verbsamp](align_verbsamp.md) | Align VerbSamp — mvp.align_verbsamp | 31 | | [Csf](csf.md) | CSF — mvp.csf (v3.0.0) | 52 | | [Csf Cognitive](csf_cognitive.md) | CSF Cognitive — mvp.csf_cognitive | 26 | | [Csf Strategy](csf_strategy.md) | csf_strategy — mvp.csf_strategy | 26 | ## Uncategorised | Component | Description | MCP Tools | |-----------|-------------|-----------| | [Action Gating](action_gating.md) | action_gating — mvp.action_gating | - | | [Action Logic](action_logic.md) | Action-logic: the Dörner closed-loop-control floor (G6_Action_Logic.md). | - | | [Adapt Algo Selector](adapt_algo_selector.md) | adapt_algo_selector — mvp.adapt_algo_selector | 13 | | [Adapt Autosklearn](adapt_autosklearn.md) | Optional MLJAR AutoML adapter for the MVP workspace. MCP exposes 11 tools. | 15 | | [Adapt Bias](adapt_bias.md) | adapt_bias — Self-evolving inductive bias system with MLflow integration. | 33 | | [Adapt Library Synthesizer](adapt_library_synthesizer.md) | adapt_library_synthesizer — synthesize library implementations from research papers. | 40 | | [Adapt Synth](adapt_synth.md) | adapt_synth — Audio synthesis & music generation for G6 agents. | 34 | | [Agent Codex](agent_codex.md) | - | 13 | | [Agent Router](agent_router.md) | Agent router component. | 8 | | [Agent Runtime](agent_runtime.md) | agent_runtime — mvp.agent_runtime | 14 | | [Align Health](align_health.md) | align_health — mvp.align_health | 9 | | [Alignment](alignment.md) | - | - | | [App Repair](app_repair.md) | Application Repair workflow — a convergence-repair harness (spec: workflow_specs/agentic_code_repair | - | | [Auto Component Integrator](auto_component_integrator.md) | auto_component_integrator — automated library-to-component integration. | 37 | | [Autofix](autofix.md) | autofix -- mvp.autofix | 7 | | [Autofix Cli](autofix_cli.md) | autofix_cli — mvp.autofix_cli | - | | [Base Helpers](base_helpers.md) | Shared deployment-base helper functions. | - | | [Benchmark Runner](benchmark_runner.md) | - | - | | [Business Manager](business_manager.md) | - | 132 | | [Business Ops](business_ops.md) | Autonomous Business Operations — controlled delegation harness (spec: agentic_business_operations.md | - | | [Cicd](cicd.md) | CICD — mvp.cicd | - | | [Cli](cli.md) | CLI — mvp.cli | - | | [Coder](coder.md) | coder — mvp.coder | - | | [Coding Agent Gate](coding_agent_gate.md) | Coding-agent reliability gate for G6 endpoint remediation. | - | | [Computer Use](computer_use.md) | computer_use — mvp.computer_use | - | | [Csf Audit](csf_audit.md) | csf_audit - SQLite-backed persistence for CSF safety decisions. | 9 | | [Csf Auto Model](csf_auto_model.md) | CSF auto-model component - includes 12 tools. | 14 | | [Csf Gate](csf_gate.md) | CSF gate component; csf_gate_mcp exposes 20 tools. | 22 | | [Ctx Claude Mem](ctx_claude_mem.md) | ctx_claude_mem — mvp.ctx_claude_mem | 26 | | [Ctx Composer](ctx_composer.md) | ctx_composer — mvp.ctx_composer | - | | [Ctx Contexthub](ctx_contexthub.md) | ctx_contexthub — mvp.ctx_contexthub | 28 | | [Ctx Geo](ctx_geo.md) | ctx_geo — G6 Geographic & Spatial Intelligence component. | 25 | | [Ctx Library Mapper](ctx_library_mapper.md) | ctx_library_mapper — find implementing libraries for AI research papers. | 26 | | [Ctx Research Scanner](ctx_research_scanner.md) | ctx_research_scanner — AI research discovery and novelty scoring. | 26 | | [Cybersecurity](cybersecurity.md) | cybersecurity — mvp.cybersecurity | 26 | | [Debate](debate.md) | - | - | | [Decision Making](decision_making.md) | decision_making — deterministic decision-theoretic primitives (D1). | - | | [Decision Tree](decision_tree.md) | - | 8 | | [Design](design.md) | G6 design assurance component. | - | | [Design Governance](design_governance.md) | design_governance — Ousterhout complexity standard as enforceable controls (G6-ENG-001). | - | | [Desktop](desktop.md) | desktop — mvp.desktop | - | | [Diagnostic Collector](diagnostic_collector.md) | Diagnostic Collector — mvp.diagnostic_collector | - | | [Document Stc](document_stc.md) | document_stc — mvp.document_stc | - | | [Dogfood Scheduler](dogfood_scheduler.md) | - | - | | [Domain Certification](domain_certification.md) | Bounded domain certification for G6 R2/R3 workflows. | 4 | | [Domain Prototype](domain_prototype.md) | - | - | | [Domain Quality](domain_quality.md) | mvp.domain_quality — Expert Loop domain-quality / surrogate-review engine. | - | | [Domain Standards](domain_standards.md) | Canonical domain evidence standards for reliability stages. | - | | [Domain Workflow](domain_workflow.md) | Domain-Expert Workflow Generation — reusable harness synthesis (spec: custom_agent_harness.md). | - | | [Duty Of Care](duty_of_care.md) | Duty of Care — mvp.duty_of_care | 28 | | [Email Colleague](email_colleague.md) | Email Colleague -- mvp.email_colleague | - | | [Emergency](emergency.md) | Emergency system — kill switch, stable snapshots, and triage. | - | | [Epistemic Integrity](epistemic_integrity.md) | Epistemic integrity: deterministic claim adjudication and evidence gating. | - | | [Erlang](erlang.md) | ERLANG — mvp.erlang | - | | [Evoskill](evoskill.md) | EvoSkill — self-improving agent framework for G6. | 9 | | [Experiment Search](experiment_search.md) | experiment_search — ARTS evidence-guided experiment-search enforcement floor. | - | | [Ext Catalog](ext_catalog.md) | G6 extension distribution catalog server (PA-35 O3/O4, minimal static scope). | - | | [Extension Classifier](extension_classifier.md) | - | - | | [Feasibility](feasibility.md) | - | 6 | | [Formal Verification](formal_verification.md) | - | - | | [Founder Os](founder_os.md) | FounderOS — solo-founder venture execution harness (spec: founder_entrepreneur.md). | - | | [Gdpval Harness](gdpval_harness.md) | GDPval empirical grounding harness for G6 job agents. | - | | [Golden Tests](golden_tests.md) | - | - | | [Governance](governance.md) | - | - | | [Grpc](grpc.md) | GRPC — mvp.grpc | - | | [Gui Api](gui_api.md) | Production GUI API base for the G6 desktop application. | - | | [Harness](harness.md) | - | - | | [Immune System](immune_system.md) | G6 Artificial Immune System - lightweight trust layer for threat detection. | - | | [Intent Engine](intent_engine.md) | - | - | | [Invariants](invariants.md) | invariants — programmatic enforcement of G6's 14 structural invariants. | - | | [Knowledge Chunker](knowledge_chunker.md) | - | - | | [Knowledge Converter](knowledge_converter.md) | - | - | | [Knowledge Fetcher](knowledge_fetcher.md) | - | - | | [Knowledge Indexer](knowledge_indexer.md) | - | - | | [Knowledge Manifest](knowledge_manifest.md) | - | - | | [Knowledge Quality](knowledge_quality.md) | - | 9 | | [Lean Prover](lean_prover.md) | lean_prover — Lean 4 theorem proving with 7 cognitive proof strategies. | 31 | | [Learning Layer](learning_layer.md) | learning_layer — Unified T0-T3 learning layer with OODA-driven self-training loops. | - | | [License Manager](license_manager.md) | - | - | | [Llm Extension](llm_extension.md) | LLM Extension Workflows (spec: llm_bootstrap_engineering.md). | - | | [Mastery Advisor](mastery_advisor.md) | mastery_advisor — Leonard's *Mastery* as a read-only HITL coach (Decision 5). | - | | [Math Harness](math_harness.md) | math_harness — DOWN-ONLY wire-adapter slice of the Lean theorem-proving harness. | - | | [Mcp](mcp.md) | MCP — mvp.mcp | - | | [Middleware](middleware.md) | - | 3 | | [Opt Cost](opt_cost.md) | opt_cost - mvp.opt_cost. | 13 | | [Opt Meta](opt_meta.md) | opt_meta — mvp.opt_meta | - | | [Opt Quality](opt_quality.md) | opt_quality — mvp.opt_quality | 5 | | [Opt Shared](opt_shared.md) | opt_shared — mvp.opt_shared | - | | [Opt Speed](opt_speed.md) | opt_speed — mvp.opt_speed | 7 | | [Patch](patch.md) | Patch — mvp.patch | - | | [Patch Client](patch_client.md) | Patch Client — mvp.patch_client | - | | [Patch Server](patch_server.md) | Patch Server — mvp.patch_server | - | | [Payments X402](payments_x402.md) | payments_x402 — x402 HTTP 402 agent payment protocol for G6. | 14 | | [Plan Critic](plan_critic.md) | - | - | | [Poka Yoke](poka_yoke.md) | mvp.poka_yoke — G6 Poka-Yoke (mistake-proofing) component. | - | | [Professional Standards](professional_standards.md) | professional_standards — mvp.professional_standards | 29 | | [Reasoning Harness](reasoning_harness.md) | ARM reasoning harness: a swappable Step Generator + Meta-Policy reasoning core. | - | | [Regulated Ai](regulated_ai.md) | Regulated AI Decision Assistance Harness (spec: agentic_regulated_industry.md). | - | | [Reliability](reliability.md) | mvp.reliability — Component Reliability Framework (CRF) | - | | [Reliability Ledger](reliability_ledger.md) | - | - | | [Reliability Pipeline](reliability_pipeline.md) | reliability_pipeline — G6's canonical reliability solver. | - | | [Rest](rest.md) | REST — mvp.rest | - | | [Safety Engine](safety_engine.md) | mvp.safety_engine -- the agentic safety chain. | - | | [Science Harness](science_harness.md) | science_harness — the autonomous science harness (S-track, experimental). | - | | [Security Gateway](security_gateway.md) | security_gateway — mvp.security_gateway | - | | [Self Improve](self_improve.md) | self_improve — mvp.self_improve | - | | [Self Improvement](self_improvement.md) | - | - | | [Self Model](self_model.md) | self_model — mvp.self_model | 27 | | [Self Observation](self_observation.md) | - | 6 | | [Self Training](self_training.md) | self_training — mvp.self_training | - | | [Shared Workspace](shared_workspace.md) | - | 8 | | [Soap](soap.md) | SOAP — mvp.soap | - | | [Solver Accuracy](solver_accuracy.md) | solver_accuracy — solver quality history and improvement trail. | 9 | | [Swe Diagnostics](swe_diagnostics.md) | SWE Diagnostics — mvp.swe_diagnostics | 6 | | [Task Tracker](task_tracker.md) | task_tracker — Built-in task tracking with progress, cost, scheduling, dependencies, and HITL review | 30 | | [Telemetry](telemetry.md) | Shared telemetry for G6 production services. | 4 | | [Template Synthesis](template_synthesis.md) | Template-based synthesis — Phase A. | 8 | | [Tier Manager](tier_manager.md) | tier_manager -- mvp.tier_manager | 10 | | [Token Budget](token_budget.md) | Token budget controller — unified cost management and TOS-aware LLM routing. | 11 | | [Tools](tools.md) | - | - | | [Training Mode](training_mode.md) | training_mode -- AI tutoring with SM-2, Socratic questioning, and knowledge grounding. | 27 | | [Tutorial Pipeline](tutorial_pipeline.md) | Tutorial Pipeline — scenario runner, training data harvester, video pipeline. | - | | [Uat Surfaces](uat_surfaces.md) | - | 6 | | [User Intent](user_intent.md) | - | 4 | | [Valuable Labour](valuable_labour.md) | Economically Valuable Labour Workflows (spec: agentic_valuable_labour.md). | - | | [Value Completion](value_completion.md) | - | - | | [Virtualbox](virtualbox.md) | virtualbox — mvp.virtualbox | - | | [Web](web.md) | Web — mvp.web | - | | [Work Loop](work_loop.md) | Work Loop -- mvp.work_loop | - |