Documentation

API Reference

Reference for the hosted MCP surface, G6’s core types, and the REST surface that ships in the codebase. G6 has 250+ components and 16 bases; per-component reference is generated separately under full documentation. This page is hand-written.

Quick Examples

The REST surface is not part of the hosted product today. It ships in the codebase, but the /api/ route is closed at the g6solver.com edge, so the calls below return 404 there. G6 is reached over MCP — see MCP Servers for the working surface. The examples are kept as a reference for anyone running the REST base themselves.

Health Check

curl https://g6solver.com/api/health

{"status": "ok", "system": "G6 Hyperdistillation", "version": "0.1.0"}

Invoke a Component Directly

curl -X POST https://g6solver.com/api/invoke/grounding \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"op": "infer", "params": {"query": "What is backpropagation?", "domain": "ai_ml"}}'

{
  "ok": true,
  "result": "Backpropagation is an algorithm for training neural networks by computing gradients of the loss function with respect to each weight via the chain rule, propagating errors backward through the network layers.",
  "confidence": 0.87
}

MCP Tools & License Tiers

G6Solver registers 250+ MCP tools on its hosted gateway, accessed via Claude Code or any MCP client. How many of them your key may call depends on your plan.

Tool Access by Plan

Plan	Tiers Included	Tools	Billing
Free / Trial	Core + Guide + Invariants + Diagnostics	30 tools	Free
Researcher	Core + Navigator + Guide	66 tools	Monthly license
Builder	All 15 categories	Full tool access	Monthly license

250+ tools on the hosted MCP gateway, across 15 categories

Every plan reaches the same server; your plan decides which of the 250+ tools it will serve. The full 30 tools on the free tier are listed below — call system_status to see what your own key can reach, and guide_find_tool to search by task.

Free — the complete list

30 tools

decompose_goal, run_pipeline, run_bayesian, run_automl, recommend_algo, system_status, list_components, invoke_component, invoke_component_typed, job_input_schema, g6_first_call_help_tool, guide_ask, guide_how_to, guide_find_tool, guide_plan_workflow, guide_system_overview, invariants_check, invariants_verify, invariants_list_categories, invariants_summary, invariants_at_tier, invariants_tier_gap, invariants_info, diagnostics_collect, diagnostics_auto_report, diagnostics_export, diagnostics_list, diagnostics_ops, diagnostics_status, diagnostics_info

Researcher adds

+36 → 66

Component navigation (nav_discover, nav_search, nav_recommend, nav_inspect, nav_stats, nav_health), the job workbench (job_submit, job_get_result, job_refine, job_export, job_feedback and the job_workbench_* family), EvoSkill read-only (list_programs, get_frontier), domain grounding (ground_domain), approvals, bug reports, and planning helpers.

Builder adds

+177 → 243

The template pipelines (run_research_pipeline, run_codegen_pipeline, run_data_pipeline, run_safety_pipeline, run_knowledge_pipeline), orchestration (compose_and_run, cross_call_tool, dependency_graph, explain_component), the EvoSkill write path (evolve_skills, propose_skill, generate_skill, evaluate_program, feedback_descent_run), and the job-agent and formal-methods families. See MCP Servers for parameter reference.

The remaining 16 registered tools are on no plan at all — payment and privileged-execution tools are reachable only to administrators.

Core Types

Foundational data structures from the G6 Core module.

Result[T]

A monadic result type that encapsulates success or failure without exceptions.

Method	Signature	Description
ok	`Result.ok(value: T) → Result[T]`	Create success result
fail	`Result.fail(error: str) → Result[T]`	Create failure result
map	`.map(fn: Callable[[T], U]) → Result[U]`	Transform success value
flat_map	`.flat_map(fn: Callable[[T], Result[U]]) → Result[U]`	Chain operations
or_else	`.or_else(fn: Callable[[str], Result[T]]) → Result[T]`	Handle failure
is_ok	`.is_ok() → bool`	Check success
is_fail	`.is_fail() → bool`	Check failure
value	`.value → T`	Get success value (raises if fail)
error	`.error → str`	Get error message (raises if ok)

AIBlock[I, O, S]

Generic dataclass representing a single unit of AI computation. All components inherit from this.

Member	Type / Signature	Description
name	`str`	Block identifier
state	`S`	Mutable state (default: None)
infer	`(input: I) → Result[O]`	Run inference
learn	`(data: list[I]) → Result[S]`	Update from data
save	`(path: str) → Result[str]`	Persist state
load	`(path: str) → Result[str]`	Restore state
>>	`(other: AIBlock) → PipelineBlock`	Compose into pipeline

PipelineBlock

Created via the block_a >> block_b operator. Chains block execution left-to-right.

Method	Signature	Description
process	`(input: Any) → Result`	Execute pipeline left-to-right

ResourceBounds

Frozen dataclass that caps compute, budget, and time for any operation.

Field	Type	Default	Description
max_tokens	`int`	128000	Maximum tokens per operation
max_budget_usd	`float`	0.0	Budget cap (0 = unlimited)
timeout_sec	`int`	60	Operation timeout
max_retries	`int`	3	Retry limit

ComponentRegistry

Singleton that auto-discovers all workspace components at import time.

Method	Signature	Description
get_registry	`() → ComponentRegistry`	Get singleton registry
list_all	`() → list[ComponentMeta]`	List all discovered components
invoke	`(name: str, op: str, params: dict) → Result`	Invoke component operation

Protocols

Structural typing contracts that components may implement. Defined in the G6 Core Protocols module.

Protocol	Method	Signature	Description
Ingestible	ingest	`(raw: Any) → Result`	Parse raw input into structured form
Emittable	emit	`(data: Any) → Result`	Format structured data for output
Storable	save	`(path: str) → Result[str]`	Persist to disk
Storable	load	`(path: str) → Result[str]`	Restore from disk
Inferrable	infer	`(input: I) → Result[O]`	Core inference operation
Learnable	learn	`(data: list) → Result`	Online learning from data
InductiveBias	bias	`() → dict`	Declare model assumptions

Pipeline API

Trio-powered pipeline execution via the G6 pipeline engine. Compose multi-step workflows from any registered component.

PipelineStep

A single step in a pipeline definition.

Field	Type	Description
component	`str`	Component name from registry
op	`str`	Operation to invoke
params	`dict`	Operation parameters

Functions

run_pipeline(steps: list[PipelineStep]) → Result[list]
run_parallel(steps: list[PipelineStep]) → Result[list]

run_pipeline executes steps sequentially; run_parallel executes them concurrently via Trio nurseries.

Usage Example

# Define pipeline steps and execute
steps = [
    PipelineStep(component="ctx_search", operation="infer",
                 params={"query": "machine learning"}),
    PipelineStep(component="ctx_rag", operation="infer",
                 params={"query": "summarize findings"}),
]
result = run_pipeline(steps)

REST Endpoints

Not reachable on g6solver.com. The /api/ route is closed at the edge, so every path below returns 404 against the hosted service. This section documents the REST base for people running it themselves.

HTTP API served by the g6_rest project (FastAPI + Uvicorn). All endpoints return JSON.

Health & Discovery

Method	Path	Description
GET	/health	Health check — returns system status
GET	/blocks	List available AI blocks
GET	/components	List all registered components

Example

curl https://g6solver.com/api/health

{"status": "ok", "system": "G6 Hyperdistillation", "version": "0.1.0"}

Dynamic Invocation

Method	Path	Description
POST	/invoke/{component}	Invoke any component operation
POST	/pipeline	Run multi-step pipeline

Security warning: These endpoints accept arbitrary component names and operations. In production, restrict access with an operation whitelist and authentication middleware.

Example: POST /invoke/grounding

curl -X POST https://g6solver.com/api/invoke/grounding \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"op": "infer", "params": {"query": "What is gradient descent?", "domain": "ai_ml"}}'

{"ok": true, "result": "Gradient descent is an optimization algorithm...", "confidence": 0.91}

Navigator

Method	Path	Description
GET	/nav/discover	Discover components matching a query
GET	/nav/recommend	Get component recommendations
GET	/nav/inspect/{component}	Inspect a component's capabilities
GET	/nav/stats	Aggregate navigator statistics

Example: GET /nav/discover

curl "https://g6solver.com/api/nav/discover?query=machine+learning&limit=3" \
  -H "Authorization: Bearer YOUR_API_KEY"

[
  {"name": "adapt_sklearn", "score": 0.95, "cluster": "self_learning"},
  {"name": "adapt_pygad", "score": 0.82, "cluster": "self_learning"},
  {"name": "ctx_rag", "score": 0.78, "cluster": "symbolic_ml"}
]

Guide

Method	Path	Description
POST	/guide/ask	Ask a natural-language question
POST	/guide/plan	Plan a multi-step workflow
GET	/guide/overview	Get system architecture overview

Example: POST /guide/ask

curl -X POST https://g6solver.com/api/guide/ask \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"query": "How do I verify code safety?"}'

{"ok": true, "answer": "Use the run_safety_pipeline tool which chains CSF check → available formal checks → grounding audit. For individual checks, invoke align_csf or formal_methods directly and inspect proof status/artifacts."}

Template Pipelines

Method	Path	Description
POST	/pipeline/research	Search → RAG → summarise
POST	/pipeline/codegen	Plan → generate → verify
POST	/pipeline/data	Ingest → profile → analyse
POST	/pipeline/safety	CSF check → verify → ground

Example: POST /pipeline/research

curl -X POST https://g6solver.com/api/pipeline/research \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"query": "transformer attention mechanisms"}'

{
  "ok": true,
  "steps": [
    {"step": "search", "status": "ok", "results_found": 8},
    {"step": "rag_retrieval", "status": "ok", "chunks_retrieved": 5},
    {"step": "summary", "status": "ok"}
  ],
  "summary": "Transformer attention mechanisms use scaled dot-product attention to compute relevance scores between query and key vectors..."
}

Workflow

Method	Path	Description
POST	/workflow/compose	Compose and execute workflow
GET	/graph/dependencies	Component dependency graph

Error Responses

401 Unauthorized

{"ok": false, "error": "Invalid or expired API key"}

403 Tier Restricted

{"ok": false, "error": "Tool 'evolve_skills' requires a higher subscription tier. Upgrade at https://g6solver.com/pricing/"}

422 Validation Error

{"ok": false, "error": "Validation failed", "details": [{"field": "goal", "message": "Field required"}]}

429 Rate Limited

{"ok": false, "error": "Rate limit exceeded. Retry after 12s"}

Request / Response Models

Pydantic models accepted by the REST endpoints. Field names are snake_case in JSON exactly as they are in Python — there is no camelCase conversion.

InvokeRequest

Body for POST /invoke/{component}

Field	Type	Required	Description
op	`str`	Yes	Operation name (e.g., "infer")
params	`object`	No ({})	Operation parameters

PipelineRequest

Body for POST /pipeline

Field	Type	Required	Description
steps	`list[PipelineStep]`	Yes	Ordered pipeline steps
initial	`object`	No	Initial payload handed to the first step

PipelineStepModel

Each element in the steps array of a PipelineRequest.

Field	Type	Required	Description
component	`str`	Yes	Component name
op	`str`	Yes	Operation to invoke
params	`object`	No ({})	Parameters

The listing below is auto-generated from the codebase. Run python manage.py generate_api_docs to refresh.

Components

Other

adapt_audio

MCP

Adapt Audio — mvp.adapt_audio

Exports: AudioInput, AudioOutput, AdaptAudioBlock, MCPAudioInput, MCPAudioOutput, AudioStore, AdaptAudioMCPBlock

ML & Optimisation

adapt_automl

MCP

adapt_automl — mvp.adapt_automl

Exports: AutoMLInput, AutoMLOutput, AdaptAutoMLBlock, PandasToAutoMLAdapter, MCPAutoMLInput, MCPAutoMLOutput, AutoMLStore, AdaptAutoMLMCPBlock

Other

adapt_bayesian

MCP

adapt_bayesian — mvp.adapt_bayesian

Exports: BayesianInput, BayesianOutput, AdaptBayesianBlock, MCPBayesInput, MCPBayesOutput, BayesianStore, AdaptBayesianMCPBlock

adapt_blender

MCP

Adapt Blender — mvp.adapt_blender

Exports: BlenderInput, BlenderOutput, AdaptBlenderBlock, MCPBlenderInput, MCPBlenderOutput, MCPBlenderRecord, BlenderStore, AdaptBlenderMCPBlock

adapt_comfyui

MCP

Adapt ComfyUI -- mvp.adapt_comfyui

Exports: ComfyUIInput, ComfyUIOutput, AdaptComfyUIBlock, MCPComfyUIInput, MCPComfyUIOutput, MCPComfyUIRecord, ComfyUIStore, AdaptComfyUIMCPBlock

adapt_creative_api

MCP

adapt_creative_api — mvp.adapt_creative_api

Exports: CreativeAPIInput, CreativeAPIOutput, AdaptCreativeAPIBlock, MCPCreativeAPIInput, MCPCreativeAPIOutput, MCPCreativeAPIRecord, CreativeAPIStore, AdaptCreativeAPIMCPBlock

adapt_diagrams

MCP

Adapt Diagrams — mvp.adapt_diagrams

Exports: DiagramInput, DiagramOutput, AdaptDiagramsBlock, MCPDiagramInput, MCPDiagramOutput, MCPDiagramRecord, DiagramStore, AdaptDiagramsMCPBlock

adapt_django

MCP

Adapt Django — mvp.adapt_django

Exports: AdaptDjangoBlock, DjangoInput, DjangoOutput, FieldSpec, GeneratedFile, ModelSpec, ViewSpec, MCPDjangoInput, MCPDjangoOutput, DjangoStore, AdaptDjangoMCPBlock

adapt_eurisko

MCP

Adapt Eurisko — mvp.adapt_eurisko

Exports: AdaptEuriskoBlock, EuriskoInput, EuriskoOutput, Heuristic, MCPEuriskoInput, MCPEuriskoOutput, EuriskoStore, AdaptEuriskoMCPBlock

adapt_experta

MCP

Adapt Experta — mvp.adapt_experta

Exports: AdaptExpertaBlock, ExpertaInput, ExpertaOutput, Rule, MCPExpertaInput, MCPExpertaOutput, ExpertaStore, AdaptExpertaMCPBlock

adapt_ffmpeg

MCP

Adapt FFmpeg -- mvp.adapt_ffmpeg

Exports: FFmpegInput, FFmpegOutput, AdaptFFmpegBlock, MCPFFmpegInput, MCPFFmpegOutput, FFmpegStore, AdaptFFmpegMCPBlock

adapt_generative_art

MCP

Adapt Generative Art — mvp.adapt_generative_art

Exports: GenerativeInput, GenerativeOutput, AdaptGenerativeArtBlock, MCPGenerativeArtInput, MCPGenerativeArtOutput, GenerativeArtStore, AdaptGenerativeArtMCPBlock

Self-Modification

adapt_healing

MCP

Adapt Healing — mvp.adapt_healing

Exports: AdaptHealingBlock, HealingInput, HealingOutput, IssueReport, TestCase, TestResult, MCPHealingInput, MCPHealingOutput, MCPHealingRecord, HealingStore, AdaptHealingMCPBlock

Other

adapt_image

MCP

Adapt Image — mvp.adapt_image

Exports: ImageInput, ImageOutput, AdaptImageBlock, MCPImageInput, MCPImageOutput, MCPImageRecord, ImageStore, AdaptImageMCPBlock

adapt_instructor

MCP

Adapt Instructor — mvp.adapt_instructor

Exports: InstructorInput, InstructorOutput, InstructorBlock, MCPInstructorInput, MCPInstructorOutput, InstructorStore, InstructorMCPBlock

adapt_keras

MCP

Adapt Keras — mvp.adapt_keras

Exports: AdaptKerasBlock, KerasInput, KerasOutput, LayerConfig, AdaptKerasMCPBlock, MCPKerasInput, MCPKerasOutput, KerasStore

adapt_learning

MCP

adapt_learning — mvp.adapt_learning

Exports: MetaLearningInput, MetaLearningOutput, AlgorithmRecommendation, AdaptLearningBlock, MCPLearningInput, MCPLearningOutput, MCPLearningRecord, LearningStore, AdaptLearningMCPBlock

Self-Learning

adapt_memory

MCP

Adapt Memory — mvp.adapt_memory

Exports: MemoryRecord, MemoryInput, MemoryOutput, AdaptMemoryBlock, MemoryStore, MCPMemoryInput, MCPMemoryOutput, MCPMemoryRecord

adapt_optimisation

MCP

adapt_optimisation — mvp.adapt_optimisation

Exports: OptimisationInput, OptimisationOutput, AdaptOptimisationBlock, MCPOptimisationInput, MCPOptimisationOutput, AdaptOptimisationMCPBlock

adapt_pandas

MCP

Adapt Pandas — mvp.adapt_pandas

Exports: DataInput, DataOperation, DataOutput, AdaptPandasBlock, MCPPandasInput, MCPPandasOutput, MCPPandasRecord, PandasStore, AdaptPandasMCPBlock

Other

adapt_physical_ai

MCP

Adapt Physical AI — mvp.adapt_physical_ai

Exports: PhysicalAIInput, PhysicalAIOutput, AdaptPhysicalAIBlock, MCPPhysicalAIInput, MCPPhysicalAIOutput, PhysicalAIStore, AdaptPhysicalAIMCPBlock

Self-Learning

adapt_pygad

MCP

adapt_pygad — mvp.adapt_pygad

Exports: GeneticInput, GeneticOutput, AdaptPyGADBlock, MCPPyGADInput, MCPPyGADOutput, AdaptPyGADMCPBlock

Other

adapt_pytorch

MCP

Adapt PyTorch — mvp.adapt_pytorch

Exports: AdaptPyTorchBlock, TorchInput, TorchOutput, AdaptPyTorchMCPBlock, MCPPyTorchInput, MCPPyTorchOutput, _get_block, _get_mcp, _LazyMCP, mcp_server, _run

adapt_rq

MCP

Adapt RQ — mvp.adapt_rq

Exports: RQInput, RQOp, RQOutput, AdaptRQBlock

Self-Learning

adapt_sklearn

MCP

Adapt Scikit-learn — mvp.adapt_sklearn

Exports: ModelConfig, MLInput, MLOutput, AdaptSklearnBlock, MCPSklearnInput, MCPSklearnOutput, MCPSklearnRecord, AdaptSklearnMCPBlock

Other

adapt_synthetic_world

MCP

Adapt Synthetic World — mvp.adapt_synthetic_world

Exports: SyntheticWorldInput, SyntheticWorldOutput, AdaptSyntheticWorldBlock, MCPSyntheticWorldInput, MCPSyntheticWorldOutput, SyntheticWorldStore, AdaptSyntheticWorldMCPBlock

adapt_trm

MCP

Adapt TRM — mvp.adapt_trm

Exports: AdaptTRMBlock, TRMInput, TRMOutput, AdaptTRMMCPBlock, MCPTRMInput, MCPTRMOutput, MCPTRMRecord, TRMStore

adapt_ui_design

MCP

Adapt UI Design -- mvp.adapt_ui_design

Exports: DesignToken, UIComponent, UIDesignInput, UIDesignOutput, AdaptUIDesignBlock, MCPUIDesignInput, MCPUIDesignOutput, UIDesignStore, AdaptUIDesignMCPBlock

adapt_visualisation

MCP

Adapt Visualisation — mvp.adapt_visualisation

Exports: AdaptVisualisationBlock, VisualisationInput, VisualisationOutput, AnimationBlock, AnimationInput, AnimationOutput, MCPVisualisationInput, MCPVisualisationOutput, VisualisationStore, AdaptVisualisationMCPBlock

adapt_voice

MCP

Adapt Voice — mvp.adapt_voice

Exports: VoiceInput, VoiceOutput, AdaptVoiceBlock, MCPVoiceInput, MCPVoiceOutput, VoiceStore

adapt_webpage

MCP

Adapt Webpage -- mvp.adapt_webpage

Exports: AdaptWebpageBlock, WebpageInput, WebpageOutput, MCPWebpageInput, MCPWebpageOutput, WebpageStore, AdaptWebpageMCPBlock

affordance_kb

Affordance Knowledge Base component.

Exports: AffordanceKBInput, AffordanceKBOutput, AffordanceEntry, SEED_KB, AffordanceKBBlock

agent_autogen

MCP

Agent AutoGen — mvp.agent_autogen

Exports: AgentAutogenBlock, AutogenInput, AutogenMessage, AutogenOutput

Agents

agent_claude

MCP

agent_claude — mvp.agent_claude

Exports: AgentInput, AgentOutput, MessageDict, ToolSpec, ToolCall, UsageInfo, AgentClaudeBlock, AgentClaudeMCPBlock, MCPClaudeInput, MCPClaudeOutput, SessionRecord, AgentRecord

Other

agent_langchain

MCP

Agent LangChain — mvp.agent_langchain

Exports: AgentLangChainBlock, LangChainInput, LangChainMessage, LangChainOutput, AdaptLangChainMCPBlock, MCPLangChainInput, MCPLangChainOutput, LangChainStore

agent_langgraph

MCP

Agent LangGraph — mvp.agent_langgraph

Exports: AgentLangGraphBlock, GraphEdge, GraphInput, GraphNode, GraphOutput, AdaptLangGraphMCPBlock, MCPLangGraphInput, MCPLangGraphOutput, LangGraphStore

Agents

agent_nanoclaw

MCP

Agent NanoClaw — mvp.agent_nanoclaw

Exports: GroupInput, GroupOutput, AgentNanoclawBlock, MCPNanoclawInput, MCPNanoclawOutput, MCPNanoclawRecord, NanoclawStore, AgentNanoclawMCPBlock

Other

agent_openai

MCP

Agent OpenAI — mvp.agent_openai

Exports: AgentOpenAIBlock, OpenAIInput, OpenAIMessage, OpenAIOutput, OpenAIUsage

Agents

agent_openclaw

MCP

Agent OpenClaw — mvp.agent_openclaw

Exports: ChannelInput, ChannelOutput, AgentOpenclawBlock, MCPOpenclawInput, MCPOpenclawOutput, MCPOpenclawRecord, OpenclawStore, AgentOpenclawMCPBlock

Other

agent_smolagents

MCP

Agent Smolagents — mvp.agent_smolagents

Exports: AgentSmolagentsBlock, SmolagentsInput, SmolagentsOutput, ToolCall, MCPSmolagentsInput, MCPSmolagentsOutput, MCPSmolagentsRecord, SmolagentsStore, AdaptSmolagentsMCPBlock

align_artifacts

MCP

Align Artifacts — mvp.align_artifacts

Exports: AlignArtifactsBlock, ArtifactEntry, ArtifactsInput, ArtifactsOutput, MCPArtifactsInput, MCPArtifactsOutput, AlignArtifactsMCPBlock

align_coconstructive

MCP

Align CoConstructive — mvp.align_coconstructive

Exports: AlignCoConstructiveBlock, CoConstructiveInput, CoConstructiveOutput, DialogueTurn, AlignCoConstructiveMCPBlock, MCPCoConstructiveInput, MCPCoConstructiveOutput

Alignment

align_csf

MCP

align_csf — mvp.align_csf

Exports: AlignCSFInput, AlignCSFOutput, AlignCSFBlock, G6_SAFETY_SIGNATURE, G6_EPSILON, make_g6_csf, csf_guarded, MCPCSFInput, MCPCSFOutput, AlignCSFMCPBlock

align_evals

MCP

align_evals — mvp.align_evals

Exports: EvalInput, EvalOutput, AlignEvalsBlock, MCPEvalsInput, MCPEvalsOutput, AlignEvalsMCPBlock

align_prompt_library

MCP

Exports: TemplateVariable, UsageExample, FailureMode, PromptEntry, PromptLibraryInput, PromptLibraryOutput, AlignPromptLibraryBlock, AlignmentSpec, AlignmentSpecType, RICEPrinciple, AlignedGoalNode, AlignedGoalTree, AlignmentSpecInput, AlignmentSpecOutput, AlignmentFailureMode, AlignmentTestCase, EnforcementMechanism, AlignmentBlock, MCPPromptLibraryInput, MCPPromptLibraryOutput, AlignPromptLibraryMCPBlock

align_specs

MCP

Align Specs — mvp.align_specs

Exports: SpecClause, SpecInput, Specification, AlignSpecsBlock, MCPSpecsInput, MCPSpecsOutput, AlignSpecsMCPBlock

Other

align_verbsamp

MCP

Align VerbSamp — mvp.align_verbsamp

Exports: AlignVerbSampBlock, SignalSample, VerbSampInput, VerbSampOutput, MCPVerbSampInput, MCPVerbSampOutput, AlignVerbSampMCPBlock

autonomous_orchestrator

MCP

Exports: AgentRole, AgencyLevel, TaskItem, TodoList, HumanReviewEntry, SessionEvent, AgentSession, OrchestratorInput, OrchestratorOutput, SessionLogger, RateLimiter, TaskManager, FailureGuard, RalphWiggumLoop, GuardSignals, GuardVerdict, FAILURE_GUARD_QUESTIONS, AgentPool, AutonomousOrchestratorBlock, OrchestratorMCPBlock, MCPOrchestratorInput, MCPOrchestratorOutput, OrchestratorStore

autonomy_governor

MCP

Autonomy Governor -- mvp.autonomy_governor

Exports: AutonomyGovernorInput, AutonomyGovernorOutput, AutonomyGovernorBlock, MCPAutonomyGovernorInput, MCPAutonomyGovernorOutput, AutonomyGovernorStore, AutonomyGovernorMCPBlock

Self-Modification

cegis

MCP

cegis — mvp.cegis

Exports: CEGISInput, CEGISOutput, CounterExample, SketchSpec, HoleRange, SynthesisTrace, LLMSynthConfig, CEGISBlock, Hole, HoleSet, extract_holes, Sketch, Control, all_controls, random_control, Validator, InductiveSynthesizer, AgencyLevel, agency_for_iteration, CEGISEngine, RunResult, CEGISMCPBlock, MCPCEGISInput, MCPCEGISOutput

Other

cog_arch_actr

MCP

cog_arch_actr — ACT-R cognitive architecture.

Exports: CogArchACTRBlock, ACTRInput, ACTROutput

cog_arch_aixi

MCP

cog_arch_aixi — AIXItl cognitive architecture.

Exports: CogArchAIXIBlock, AIXIInput, AIXIOutput

cog_arch_dgm

MCP

Discovering Gödel Machine (DGM) cognitive architecture component.

Exports: CogArchDGMBlock, DGMInput, DGMOutput

cog_arch_gps

MCP

cog_arch_gps — General Problem Solver cognitive architecture.

Exports: CogArchGPSBlock, GPSInput, GPSOutput

cog_arch_soar

MCP

cog_arch_soar — SOAR cognitive architecture.

Exports: CogArchSOARBlock, SOARInput, SOAROutput

compliance

MCP

compliance — mvp.compliance

Exports: ComplianceInput, ComplianceOutput, ComplianceBlock, MCPComplianceInput, MCPComplianceOutput, ComplianceMCPBlock

Core Infrastructure

config

Exports: Settings, settings

Other

context_engine

MCP

Context Engine — mvp.context_engine

Exports: ContextEngineInput, ContextEngineOutput, ContextEngineBlock, MCPContextEngineInput, MCPContextEngineOutput, ContextEngineStore, ContextEngineMCPBlock

Core Infrastructure

core

Core — mvp.core

Exports: Result, Status, Ingestible, Emittable, Storable, Inferrable, Learnable, InductiveBias, AIBlock, PipelineBlock, FailureMode, Guardrail, Checkpoint, Breakpoint, NodeDiagnostic, TreeNode, SearchTree, ResourceBounds, ResourceUsage, ResourceGuardrail, TransitionOutcome, TransitionKernel, ResourceTriple, BoundedAgent, SafetyMonitor, StepRationale, SafetyDecisionReport, SafetyLevel, RiskClassification, OperationMode, QualitativeSafetyVerdict, StrategySpec, ImpedanceBounds, EnergyModel, to_core, from_core, safe_invoke, flow_blocks, ComponentMeta, ComponentRegistry, get_registry, PipelineStep, run_pipeline, run_parallel, run_pipeline_trio, run_parallel_trio, MediaType, MediaBlob, CodecEntry, CodecRegistry

Failure Engineering

csf

MCP

CSF — mvp.csf

Exports: SafetyQuery, SafetyVerifier, GitRollbackManager, CSFBlock, CSFMCPBlock, MCPCSFInput, MCPCSFOutput, CSFStore, LTLFormula, LTLAtom, LTLNot, LTLAnd, LTLOr, LTLNext, LTLAlways, LTLEventually, LTLUntil, LTLRelease, parse_ltl, evaluate_ltl, ltl_to_str, ltl_to_smv, ltl_to_smt, ltl_to_lean, phi_A_to_ltl, CompositionResult, verify_composition, check_interface_compatibility, check_resource_additivity, GameState, GameResult, LTLMonitor, formulate_game, solve_game, synthesize_monitor, find_counterexample, FormalCheckResult, agent_to_smv, agent_to_smt, agent_to_lean, check_via_z3, check_via_nusmv, check_via_lean, verify_all_backends, RollbackFeasibility, IRREVERSIBLE_OPS, compute_trust_boundary, snapshot_schedule, CSFFormalMCPBlock, MCPCSFFormalInput, MCPCSFFormalOutput, CSFFormalStore

Other

csf_cognitive

MCP

CSF Cognitive — mvp.csf_cognitive

Exports: CognitiveInput, CognitiveOutput, CSFCognitiveBlock, MCPCognitiveInput, MCPCognitiveOutput, CognitiveStore, CSFCognitiveMCPBlock

csf_strategy

MCP

csf_strategy — mvp.csf_strategy

Exports: ApprovalStatus, RetryPolicy, FailureMode, EvaluationMetric, StrategyModel, StrategyRegistry, Node, PlannerNode, ExecutorNode, VerifierNode, CriticNode, ExecutionGraph, Tool, EchoTool, LLMTool, ToolRegistry, TraceStore, StrategyStats, TraceLearner, StrategyRunner, StrategyInput, StrategyOutput, CSFStrategyBlock

ctx_ace

MCP

Ctx ACE — mvp.ctx_ace

Exports: CtxACEBlock, ACEInput, ACEOutput, Observation, MCPACEInput, MCPACEOutput, MCPACERecord, ACEStore, CtxACEMCPBlock

ctx_claude_context

MCP

Ctx Claude Context — mvp.ctx_claude_context

Exports: CtxClaudeContextBlock, ClaudeContextInput, ClaudeContextOutput, ContextMessage, MCPContextInput, MCPContextOutput, MCPContextRecord, ContextStore, CtxClaudeContextMCPBlock

Symbolic ML & Retrieval

ctx_cognee

MCP

ctx_cognee — mvp.ctx_cognee

Exports: CogneeInput, CogneeOutput, EntityRelation, CtxCogneeBlock, MCPCogneeInput, MCPCogneeOutput, MCPCogneeRecord, CogneeStore, CtxCogneeMCPBlock

ctx_colbert

MCP

ctx_colbert -- mvp.ctx_colbert

Exports: ColBERTInput, ColBERTOutput, CtxColBERTBlock, MCPColBERTInput, MCPColBERTOutput, ColBERTStore, CtxColBERTMCPBlock

ctx_elastic

MCP

Ctx Elastic — mvp.ctx_elastic

Exports: SearchQuery, SearchHit, SearchResults, CtxElasticBlock, MCPElasticInput, MCPElasticOutput, MCPElasticRecord, ElasticStore, CtxElasticMCPBlock

Other

ctx_fenic

MCP

Ctx Fenic — mvp.ctx_fenic

Exports: CtxFenicBlock, FenicInput, FenicOutput, MCPFenicInput, MCPFenicOutput, MCPFenicRecord, FenicStore, CtxFenicMCPBlock

Symbolic ML & Retrieval

ctx_langextract

MCP

ctx_langextract — mvp.ctx_langextract

Exports: ExtractInput, ExtractOutput, CtxLangExtractBlock, MCPLangExtractInput, MCPLangExtractOutput, MCPLangExtractRecord, LangExtractStore, CtxLangExtractMCPBlock

ctx_markitdown

MCP

Ctx MarkItDown — mvp.ctx_markitdown

Exports: DocumentInput, MarkdownOutput, CtxMarkitdownBlock, MCPMarkitdownInput, MCPMarkitdownOutput, MCPMarkitdownRecord, MarkitdownStore, CtxMarkitdownMCPBlock

Other

ctx_mnm

MCP

Ctx MnM — mvp.ctx_mnm

Exports: CtxMnMBlock, MnMInput, MnMOutput, SourceChunk, MCPMnMInput, MCPMnMOutput, MCPMnMRecord, MnMStore, CtxMnMMCPBlock

Symbolic ML & Retrieval

ctx_rag

MCP

ctx_rag — mvp.ctx_rag

Exports: RAGInput, RAGOutput, CtxRAGBlock, MCPRAGInput, MCPRAGOutput, MCPRAGRecord, RAGStore, CtxRAGMCPBlock

ctx_recursive

MCP

ctx_recursive — mvp.ctx_recursive

Exports: RecursiveInput, RecursiveOutput, CtxRecursiveBlock, MCPRecursiveInput, MCPRecursiveOutput, MCPRecursiveRecord, RecursiveStore, CtxRecursiveMCPBlock

ctx_scrapling

MCP

ctx_scrapling -- mvp.ctx_scrapling

Exports: ScrapeInput, ScrapeOutput, CtxScraplingBlock, MCPScraplingInput, MCPScraplingOutput, MCPScraplingRecord, ScraplingStore, CtxScraplingMCPBlock

ctx_search

MCP

ctx_search — mvp.ctx_search

Exports: SearchInput, SearchOutput, WebResult, CtxSearchBlock, MCPSearchInput, MCPSearchOutput, MCPSearchRecord, SearchStore, CtxSearchMCPBlock

Other

ctx_vision

MCP

ctx_vision -- mvp.ctx_vision

Exports: VisionInput, VisionOutput, CtxVisionBlock, MCPVisionInput, MCPVisionOutput, VisionStore, CtxVisionMCPBlock

cybersecurity

MCP

cybersecurity — mvp.cybersecurity

Exports: CybersecurityInput, CybersecurityOutput, CybersecurityOp, Finding, CybersecurityBlock

Core Infrastructure

database

MCP

Database — mvp.database

Exports: DatabaseAdapter, DBConfig, DBQuery, DBResult, SqliteAdapter, DatabaseBlock, MCPDatabaseInput, MCPDatabaseOutput, DatabaseMCPStore, AdaptDatabaseMCPBlock

Other

deep_understanding

MCP

mvp.deep_understanding — symbolic reasoning substrate for G6.

Exports: MorphismSpec, DomainSpec, AnalogyHit, DeepUnderstandingInput, DeepUnderstandingOutput, DeepUnderstandingBlock, UnderstandingMCPBlock, MCPUnderstandingInput, MCPUnderstandingOutput, UnderstandingStore

deploy_aws

Deploy AWS — mvp.deploy_aws

Exports: AWSBlock, AWSInput, AWSTarget, ECSConfig

deploy_baremetal

Deploy Bare Metal — mvp.deploy_baremetal

Exports: BareMetalBlock, BareMetalConfig, BareMetalInput, BareMetalTarget, generate_systemd_unit

deploy_core

Deploy Core — mvp.deploy_core

Exports: ContainerRuntime, DeployResult, DeployTarget, ImageSpec, InfraTarget, Orchestrator, PortCheck, PortUnavailableError, check_port, find_available_port, run_command

deploy_docker

Deploy Docker — mvp.deploy_docker

Exports: DockerBlock, DockerInput, DockerRuntime

deploy_gcp

Deploy GCP — mvp.deploy_gcp

Exports: CloudRunConfig, GCPBlock, GCPInput, GCPTarget

deploy_k8s

Deploy K8s — mvp.deploy_k8s

Exports: K8sBlock, K8sInput, K8sManifestConfig, K8sOrchestrator, generate_all, generate_configmap, generate_deployment, generate_namespace, generate_service

deploy_podman

Deploy Podman — mvp.deploy_podman

Exports: PodmanBlock, PodmanRuntime

embodiment

MCP

Embodiment -- mvp.embodiment

Exports: EmbodimentInput, EmbodimentOutput, EmbodimentBlock, MCPEmbodimentInput, MCPEmbodimentOutput, EmbodimentStore, EmbodimentMCPBlock

experience_loop

Experience Loop — Dyna-style experience recording with Beta competence tracking.

Exports: ExperienceLoopInput, ExperienceLoopOutput, ExperienceLoopBlock

Formal Methods

formal_methods

MCP

Formal Methods — mvp.formal_methods

Exports: LogicalQuery, FormalResult, dpll_solve, FormalMethodsBlock

Goal Engine

goal_engine

MCP

goal_engine — mvp.goal_engine

Exports: GoalInput, ResourceBoundsSchema, GoalDecomposer, GoalEngineMCPBlock, MCPGoalEngineInput, MCPGoalEngineOutput, GoalEngineStore, MentalModelsMCPBlock, MCPMentalModelsInput, MCPMentalModelsOutput, MentalModelsStore, MetacognitionMCPBlock, MCPMetacognitionInput, MCPMetacognitionOutput, MetacognitionStore, OrchestrationMCPBlock, MCPOrchestrationInput, MCPOrchestrationOutput, OrchestrationStore, PersistenceMCPBlock, MCPPersistenceInput, MCPPersistenceOutput, PersistenceStore, VerifierMCPBlock, MCPVerifierInput, MCPVerifierOutput, VerifierStore, EMLMCPBlock, MCPEMLInput, MCPEMLOutput, EMLStore, TumixMCPBlock, MCPTumixInput, MCPTumixOutput, TumixStore, NeurosymbolicMCPBlock, MCPNeurosymbolicInput, MCPNeurosymbolicOutput, NeurosymbolicStore, SolverMCPBlock, MCPSolverInput, MCPSolverOutput, SolverStore, StrategyMCPBlock, MCPStrategyInput, MCPStrategyOutput, StrategyStore, WorkflowsMCPBlock, MCPWorkflowsInput, MCPWorkflowsOutput, WorkflowsStore, PatternsMCPBlock, MCPPatternsInput, MCPPatternsOutput, PatternsStore

Failure Engineering

grounding

MCP

grounding — mvp.grounding

Exports: GroundingInput, GroundingOutput, GroundingBlock, StalenessDetector, StalenessReport, DatedFact

Other

guide

MCP

Guide component — AI consultant for optimal G6 system usage.

Exports: GuideBlock, GuideInput, GuideOutput, GuideOp, GuideMCPBlock, GuideStore, GuideIndex, EpistemicVector, EpistemicHash, GuideClassifier

hat_orchestrator

HAT Orchestrator — multi-party human-AI teaming component.

Exports: HATOrchestratorInput, HATOrchestratorOutput, HATOrchestratorBlock

human_development

MCP

Exports: HumanDevelopmentBlock, HumanDevelopmentInput, HumanDevelopmentOutput, MetacognitivePrompt, SkillDomain, SkillPhase, SkillProfile, compute_phase, detect_automation_bias, generate_metacognitive_prompt, load_profile, record_task_outcome, save_profile, should_challenge, DevelopmentMCPBlock, MCPDevelopmentInput, MCPDevelopmentOutput, DevelopmentStore

hyperdistillation

MCP

Hyperdistillation component — reasoning-to-code learning pipeline.

Exports: TraceSegment, DistilledArtifact, DistillInput, DistillOutput, HyperdistillationBlock, ArtifactVerifier, VerificationResult, ArtifactSynthesizer

job_accountant

MCP

job_accountant — G6 Accountant job agent.

Exports: JobAccountantInput, JobAccountantOutput, JobAccountantBlock, MCPJobAccountantInput, MCPJobAccountantOutput, JobAccountantMCPBlock, AccountantStore

job_administration

MCP

job_administration — G6 Administration job agent.

Exports: JobAdministrationInput, JobAdministrationOutput, JobAdministrationBlock, MCPJobAdministrationInput, MCPJobAdministrationOutput, JobAdministrationMCPBlock, AdministrationStore

job_agriculture

MCP

job_agriculture — G6 Agriculture job agent.

Exports: JobAgricultureInput, JobAgricultureOutput, JobAgricultureBlock, MCPJobAgricultureInput, MCPJobAgricultureOutput, JobAgricultureMCPBlock, AgricultureStore

job_ai

MCP

job_ai — G6 AI job agent.

Exports: JobAIInput, JobAIOutput, JobAIBlock, MCPJobAIInput, MCPJobAIOutput, JobAIMCPBlock, AIStore

job_allied_health

MCP

job_allied_health — G6 AlliedHealth job agent.

Exports: JobAlliedHealthInput, JobAlliedHealthOutput, JobAlliedHealthBlock, MCPJobAlliedHealthInput, MCPJobAlliedHealthOutput, JobAlliedHealthMCPBlock, AlliedHealthStore

job_analyst

MCP

job_analyst — G6 Analyst job agent.

Exports: JobAnalystInput, JobAnalystOutput, JobAnalystBlock, MCPJobAnalystInput, MCPJobAnalystOutput, JobAnalystMCPBlock, AnalystStore

job_business

MCP

job_business — G6 Business job agent.

Exports: JobBusinessInput, JobBusinessOutput, JobBusinessBlock, MCPJobBusinessInput, MCPJobBusinessOutput, JobBusinessMCPBlock, BusinessStore

job_construction

MCP

job_construction — G6 Construction job agent.

Exports: JobConstructionInput, JobConstructionOutput, JobConstructionBlock, MCPJobConstructionInput, MCPJobConstructionOutput, JobConstructionMCPBlock, ConstructionStore

job_consultant

MCP

job_consultant — G6 Consultant job agent.

Exports: JobConsultantInput, JobConsultantOutput, JobConsultantBlock, MCPJobConsultantInput, MCPJobConsultantOutput, JobConsultantMCPBlock, ConsultantStore

job_creative_media

MCP

job_creative_media — G6 CreativeMedia job agent.

Exports: JobCreativeMediaInput, JobCreativeMediaOutput, JobCreativeMediaBlock, MCPJobCreativeMediaInput, MCPJobCreativeMediaOutput, JobCreativeMediaMCPBlock, CreativeMediaStore

job_education

MCP

job_education — G6 Education job agent.

Exports: JobEducationInput, JobEducationOutput, JobEducationBlock, MCPJobEducationInput, MCPJobEducationOutput, JobEducationMCPBlock, EducationStore

job_energy

MCP

job_energy — G6 Energy job agent.

Exports: JobEnergyInput, JobEnergyOutput, JobEnergyBlock, MCPJobEnergyInput, MCPJobEnergyOutput, JobEnergyMCPBlock, EnergyStore

job_engineer

MCP

job_engineer — G6 Engineer job agent.

Exports: JobEngineerInput, JobEngineerOutput, JobEngineerBlock, MCPJobEngineerInput, MCPJobEngineerOutput, JobEngineerMCPBlock, EngineerStore

job_entertainment

MCP

job_entertainment — G6 Entertainment job agent.

Exports: JobEntertainmentInput, JobEntertainmentOutput, JobEntertainmentBlock, MCPJobEntertainmentInput, MCPJobEntertainmentOutput, JobEntertainmentMCPBlock, EntertainmentStore

job_entrepreneurship

MCP

job_entrepreneurship — G6 Entrepreneurship job agent.

Exports: JobEntrepreneurshipInput, JobEntrepreneurshipOutput, JobEntrepreneurshipBlock, MCPJobEntrepreneurshipInput, MCPJobEntrepreneurshipOutput, JobEntrepreneurshipMCPBlock, EntrepreneurshipStore

job_finance

MCP

job_finance — G6 Finance job agent.

Exports: JobFinanceInput, JobFinanceOutput, JobFinanceBlock, MCPJobFinanceInput, MCPJobFinanceOutput, JobFinanceMCPBlock, FinanceStore

job_framework

job_framework — Foundation for all 32 G6 economic job agents.

Exports: PrimarySector, IndustryCategory, SP500Sector, InstitutionalActor, SectorClassification, ToolkitSpec, JobInput, JobOutput, MCPJobInput, MCPJobOutput, TeamInput, TeamOutput, SafetyProfile, SECTOR_SAFETY, JobAgentBlock, TeamBlock, JobRegistry, get_job_registry, SHARED_OPS, dispatch_shared, JobStore, JOB_TOOLKITS, Extensible, HumanLearnable, HumanTrainable, Collaborative, ProblemSolvable, ExternallyAdaptable, AgentCommunicable, KnowledgeGrounded, Memorable, Actuatable, ALL_CAPABILITIES, AgentCategory, CapabilityType, AgentAlgebra, FederatedAgent, ComposedAgent, JobSubagentProtocol, AgentCard, A2AMessage, A2ATaskObject, A2AAdapter, IntentMandate, CartMandate, AP2Adapter, UCPManifest, UCPCheckoutFlow, UCPAdapter, ClawAdapter, NanoClawAdapter, OpenClawAdapter

job_hospitality

MCP

job_hospitality — G6 Hospitality job agent.

Exports: JobHospitalityInput, JobHospitalityOutput, JobHospitalityBlock, MCPJobHospitalityInput, MCPJobHospitalityOutput, JobHospitalityMCPBlock, HospitalityStore

job_it

MCP

job_it — G6 IT job agent.

Exports: JobITInput, JobITOutput, JobITBlock, MCPJobITInput, MCPJobITOutput, JobITMCPBlock, ITStore

job_labourer

MCP

job_labourer — G6 Labourer job agent.

Exports: JobLabourerInput, JobLabourerOutput, JobLabourerBlock, MCPJobLabourerInput, MCPJobLabourerOutput, JobLabourerMCPBlock, LabourerStore

job_lawyer

MCP

job_lawyer — G6 Lawyer job agent.

Exports: JobLawyerInput, JobLawyerOutput, JobLawyerBlock, MCPJobLawyerInput, MCPJobLawyerOutput, JobLawyerMCPBlock, LawyerStore

job_logistics

MCP

job_logistics — G6 Logistics job agent.

Exports: JobLogisticsInput, JobLogisticsOutput, JobLogisticsBlock, MCPJobLogisticsInput, MCPJobLogisticsOutput, JobLogisticsMCPBlock, LogisticsStore

job_machinery_operator

MCP

job_machinery_operator — G6 MachineryOperator job agent.

Exports: JobMachineryOperatorInput, JobMachineryOperatorOutput, JobMachineryOperatorBlock, MCPJobMachineryOperatorInput, MCPJobMachineryOperatorOutput, JobMachineryOperatorMCPBlock, MachineryOperatorStore

job_manager

MCP

job_manager — G6 Manager job agent.

Exports: JobManagerInput, JobManagerOutput, JobManagerBlock, MCPJobManagerInput, MCPJobManagerOutput, JobManagerMCPBlock, ManagerStore

job_manufacturing

MCP

job_manufacturing — G6 Manufacturing job agent.

Exports: JobManufacturingInput, JobManufacturingOutput, JobManufacturingBlock, MCPJobManufacturingInput, MCPJobManufacturingOutput, JobManufacturingMCPBlock, ManufacturingStore

job_marketing

MCP

job_marketing — G6 Marketing job agent.

Exports: JobMarketingInput, JobMarketingOutput, JobMarketingBlock, MCPJobMarketingInput, MCPJobMarketingOutput, JobMarketingMCPBlock, MarketingStore

job_medical_surgical

MCP

job_medical_surgical — G6 MedicalSurgical job agent.

Exports: JobMedicalSurgicalInput, JobMedicalSurgicalOutput, JobMedicalSurgicalBlock, MCPJobMedicalSurgicalInput, MCPJobMedicalSurgicalOutput, JobMedicalSurgicalMCPBlock, MedicalSurgicalStore

job_mining

MCP

job_mining — G6 Mining job agent.

Exports: JobMiningInput, JobMiningOutput, JobMiningBlock, MCPJobMiningInput, MCPJobMiningOutput, JobMiningMCPBlock, MiningStore

job_pharmaceutical

MCP

job_pharmaceutical — G6 Pharmaceutical job agent.

Exports: JobPharmaceuticalInput, JobPharmaceuticalOutput, JobPharmaceuticalBlock, MCPJobPharmaceuticalInput, MCPJobPharmaceuticalOutput, JobPharmaceuticalMCPBlock, PharmaceuticalStore

job_political

MCP

job_political — G6 Political job agent.

Exports: JobPoliticalInput, JobPoliticalOutput, JobPoliticalBlock, MCPJobPoliticalInput, MCPJobPoliticalOutput, JobPoliticalMCPBlock, PoliticalStore

job_psychologist

MCP

job_psychologist — G6 Psychologist job agent.

Exports: JobPsychologistInput, JobPsychologistOutput, JobPsychologistBlock, MCPJobPsychologistInput, MCPJobPsychologistOutput, JobPsychologistMCPBlock, PsychologistStore

job_public_relations

MCP

job_public_relations — G6 Public Relations job agent.

Exports: JobPublicRelationsInput, JobPublicRelationsOutput, JobPublicRelationsBlock, MCPJobPublicRelationsInput, MCPJobPublicRelationsOutput, JobPublicRelationsMCPBlock, PublicRelationsStore

job_researcher

MCP

job_researcher — G6 Researcher job agent.

Exports: JobResearcherInput, JobResearcherOutput, JobResearcherBlock, MCPJobResearcherInput, MCPJobResearcherOutput, JobResearcherMCPBlock, ResearcherStore

job_sales

MCP

job_sales — G6 Sales job agent.

Exports: JobSalesInput, JobSalesOutput, JobSalesBlock, MCPJobSalesInput, MCPJobSalesOutput, JobSalesMCPBlock, SalesStore

job_scientist

MCP

job_scientist — G6 Scientist job agent.

Exports: JobScientistInput, JobScientistOutput, JobScientistBlock, MCPJobScientistInput, MCPJobScientistOutput, JobScientistMCPBlock, ScientistStore

job_services

MCP

job_services — G6 Services job agent.

Exports: JobServicesInput, JobServicesOutput, JobServicesBlock, MCPJobServicesInput, MCPJobServicesOutput, JobServicesMCPBlock, ServicesStore

job_tax

MCP

job_tax — G6 Tax job agent.

Exports: JobTaxInput, JobTaxOutput, JobTaxBlock, MCPJobTaxInput, MCPJobTaxOutput, JobTaxMCPBlock, TaxStore

job_tourism

MCP

job_tourism — G6 Tourism job agent.

Exports: JobTourismInput, JobTourismOutput, JobTourismBlock, MCPJobTourismInput, MCPJobTourismOutput, JobTourismMCPBlock, TourismStore

job_trades

MCP

job_trades — G6 Trades job agent.

Exports: JobTradesInput, JobTradesOutput, JobTradesBlock, MCPJobTradesInput, MCPJobTradesOutput, JobTradesMCPBlock, TradesStore

Core Infrastructure

llm_router

MCP

llm_router — mvp.llm_router

Exports: LLMBlock, simple_safe_completion, advanced_safe_completion, drop_params_advanced_safe_completion, mock_completion, handle_litellm_exceptions, get_ollama_models, get_openrouter_models, get_ollama_model_data, get_openrouter_model_data, check_model_availability, get_model_capabilities, get_model_price_and_context_window, get_openrouter_api_key, estimate_tokens, get_system_specs, MyCustomHandler, RegistrationType, create_custom_litellm_handler, get_ollama_version, get_running_models, pull_model, pull_model_stream, delete_model, FitLevel, GpuBackend, GpuInfo, LlmModel, LlmfitSystemSpecs, ModelDatabase, ModelFit, OLLAMA_MAPPINGS, QUANT_BPP, QUANT_HIERARCHY, RunMode, UseCase, has_ollama_mapping, hf_name_to_ollama_candidates, ollama_pull_tag, quant_bpp, rank_models, recommend, LLMRouterMCPBlock, MCPRouterInput, MCPRouterOutput, cross_call, CrossCallResult, CrossPackageFallbackWarning

Other

mesh3d

MCP

Mesh3D -- mvp.mesh3d

Exports: Mesh3DInput, Mesh3DOutput, Mesh3DBlock, MCPMesh3DInput, MCPMesh3DOutput, Mesh3DStore, Mesh3DMCPBlock

Self-Modification

meta_programming

MCP

Meta Programming — mvp.meta_programming

Exports: CodeInput, CodeOutput, FunctionSignature, MetaProgrammingBlock

Other

motor_control

MCP

Motor Control — mvp.motor_control

Exports: MotorControlInput, MotorControlOutput, MotorControlBlock, MCPMotorControlInput, MCPMotorControlOutput, MotorControlStore, MotorControlMCPBlock

multimodal

multimodal — mvp.multimodal

Exports: MediaInput, MediaOutput, TranslationBlock, TranslationRoute, TranslationRouter, get_router, MultimodalModelInfo, get_model_info, list_vision_models, list_image_gen_models

navigator

MCP

Navigator component — hierarchical MCP discovery and composition.

Exports: MCPNavigatorInput, MCPNavigatorOutput, NavOp, NavigatorMCPBlock, NavigatorStore, CapabilityRegistry, EffectSignature, compose_effects, check_budget, AgencyLevel, suggest_distillation, enforce_max_agency, RoutingEngine, QualityMode, ComponentScore, RoutingRequest, FallbackManager, CircuitBreaker

observability

MCP

Observability component — profiling, metrics, tracing, alerting.

Exports: ObservabilityBlock, ObservabilityInput, ObservabilityOutput

physics_prediction

Physics prediction component — articulated dynamics, contact models, stability analysis.

Exports: PhysicsPredictionInput, PhysicsPredictionOutput, PhysicsPredictionBlock

polyglot

MCP

polyglot — mvp.polyglot

Exports: PolyglotInput, PolyglotOutput, SUPPORTED_LANGS, IRNode, SemanticDomain, Environment, Store, Continuation, Closure, BOTTOM, IR_KINDS, ir_to_dict, dict_to_ir, ir_equal, ir_pretty, evaluate, denote_equal, is_eval_unsupported, translate_operator, translate_type, get_construct_equivalent, parse_source, cst_to_ir, ts_available, ts_parse, ts_cst_to_ir, translate, emit_code, rename, extract_function, inline_function, change_signature, ProgramAutomaton, extract_automaton, compare_automata, minimize_automaton, PolyglotBlock

realtime_bridge

realtime_bridge — three-tier controller interface with shared buffer and command queue.

Exports: CommandQueue, RealtimeBridgeBlock, RealtimeBridgeInput, RealtimeBridgeOutput, SharedStateBuffer

recursive_architect

MCP

Exports: ArchitectInput, ArchitectOutput, ArchitectState, BranchResult, BreakpointSpec, CheckpointSpec, ConstraintSpec, GuardrailSpec, HumanTask, NodeStatus, ResourceBoundsSpec, RecursiveArchitectBlock

self_debug

MCP

self_debug — mvp.self_debug

Exports: SelfDebugInput, SelfDebugOutput, SelfDebugBlock, MCPSelfDebugInput, MCPSelfDebugOutput, SelfDebugMCPBlock, SelfDebugStore

sensory_fusion

MCP

Sensory Fusion -- mvp.sensory_fusion

Exports: SensoryFusionInput, SensoryFusionOutput, SensoryFusionBlock, MCPSensoryFusionInput, MCPSensoryFusionOutput, SensoryFusionStore, SensoryFusionMCPBlock

solver

MCP

Solver component — 15-step problem solving orchestrator.

Exports: ConstraintSpec, BreakpointSpec, GuardrailSpec, CheckpointSpec, StepOverride, SolverInput, StepResult, SolverOutput, SolverBlock, BackupManager, PersistenceConfig, GitTracker, GitConfig, DataIntegrityManager, IntegrityReport, SolverHealer, HealingTier, AgentProtocol, AgentPlan

system_doctor

system_doctor — Self-healing orchestration component for G6.

Exports: SystemDoctorBlock, DoctorInput, DoctorOutput, HealingEpisode, HealthReport, SkillClassification, SkillType, SkillProfile, ExecutionPathway

tactile_fusion

Tactile fusion — contact detection, grip stability, surface classification.

Exports: TactileFusionInput, TactileFusionOutput, TactileFusionBlock

Core Infrastructure

workspace_manager

MCP

Workspace Manager — mvp.workspace_manager

Exports: WorkspaceRequest, WorkspaceContext, check_write_allowed, WorkspaceManagerBlock, ObsidianWorkspaceMCPBlock, MCPObsidianInput, MCPObsidianOutput

Bases

cicd

CICD — mvp.cicd

Exports: DeployPipeline, PipelineConfig

cli

CLI — mvp.cli

Exports: G6App, cli

computer_use

computer_use — mvp.computer_use

Exports: ComputerUseAgent, CUConfig

erlang

ERLANG — mvp.erlang

Exports: dispatch, _system_status

grpc

GRPC — mvp.grpc

Exports: GrpcServer, G6Servicer

mcp

MCP — mvp.mcp

Exports: mcp

rest

REST — mvp.rest

Exports: app

soap

SOAP — mvp.soap

Exports: create_wsgi_app

virtualbox

virtualbox — mvp.virtualbox

Exports: VBoxManager, VBoxConfig, VMSpec

API Reference

Contents

Quick Examples

Health Check

Invoke a Component Directly

MCP Tools & License Tiers

Tool Access by Plan

250+ tools on the hosted MCP gateway, across 15 categories

Free — the complete list

Researcher adds

Builder adds

Core Types

Result[T]

AIBlock[I, O, S]

PipelineBlock

ResourceBounds

ComponentRegistry

Protocols

Pipeline API

PipelineStep

Functions

Usage Example

REST Endpoints

Health & Discovery

Dynamic Invocation

Navigator

Guide

Template Pipelines

Workflow

Error Responses

Request / Response Models

InvokeRequest

PipelineRequest

PipelineStepModel

Components

Other

adapt_audio

ML & Optimisation

adapt_automl

Other

adapt_bayesian

adapt_blender

adapt_comfyui

adapt_creative_api

adapt_diagrams

adapt_django

adapt_eurisko

adapt_experta

adapt_ffmpeg

adapt_generative_art

Self-Modification

adapt_healing

Other

adapt_image

adapt_instructor

adapt_keras

adapt_learning

Self-Learning

adapt_memory

adapt_optimisation

adapt_pandas

Other

adapt_physical_ai

Self-Learning

adapt_pygad

Other

adapt_pytorch

adapt_rq

Self-Learning

adapt_sklearn

Other

adapt_synthetic_world

adapt_trm

adapt_ui_design

adapt_visualisation

adapt_voice

adapt_webpage

affordance_kb

agent_autogen

Agents