mcp_simple_rag_agent¶

MCP Simple RAG Agent - Using Haive’s proper patterns.

This agent uses BaseRAGAgent and SimpleAgent to create a proper RAG system for MCP server discovery.

Attributes¶

`app`
`mcp_agent`

Classes¶

`QueryRequest`	!!! abstract "Usage Documentation"
`QueryResponse`	!!! abstract "Usage Documentation"

Functions¶

`ask_agent`(request)	Ask the MCP agent a question.
`create_mcp_documents`(...)	Create documents from MCP server data with improved searchability.
`create_mcp_rag_agent`(...)	Create a BaseRAG agent using direct vector store for MCP discovery.
`root`()	Web interface for the MCP agent.
`startup_event`()	Initialize the MCP RAG agent.

Module Contents¶

class mcp_simple_rag_agent.QueryRequest(/, **data: Any)¶

Bases: pydantic.BaseModel

!!! abstract “Usage Documentation”: [Models](../concepts/models.md)

A base class for creating Pydantic models.

__class_vars__¶: The names of the class variables defined on the model.

__private_attributes__¶: Metadata about the private attributes of the model.

__signature__¶: The synthesized __init__ [Signature][inspect.Signature] of the model.

__pydantic_complete__¶: Whether model building is completed, or if there are still undefined fields.

__pydantic_core_schema__¶: The core schema of the model.

__pydantic_custom_init__¶: Whether the model has a custom __init__ function.

__pydantic_decorators__¶: Metadata containing the decorators defined on the model. This replaces Model.__validators__ and Model.__root_validators__ from Pydantic V1.

__pydantic_generic_metadata__¶: Metadata for generic models; contains data used for a similar purpose to __args__, __origin__, __parameters__ in typing-module generics. May eventually be replaced by these.

__pydantic_parent_namespace__¶: Parent namespace of the model, used for automatic rebuilding of models.

__pydantic_post_init__¶: The name of the post-init method for the model, if defined.

__pydantic_root_model__¶: Whether the model is a [RootModel][pydantic.root_model.RootModel].

__pydantic_serializer__¶: The pydantic-core SchemaSerializer used to dump instances of the model.

__pydantic_validator__¶: The pydantic-core SchemaValidator used to validate instances of the model.

__pydantic_fields__¶: A dictionary of field names and their corresponding [FieldInfo][pydantic.fields.FieldInfo] objects.

__pydantic_computed_fields__¶: A dictionary of computed field names and their corresponding [ComputedFieldInfo][pydantic.fields.ComputedFieldInfo] objects.

__pydantic_extra__¶: A dictionary containing extra values, if [extra][pydantic.config.ConfigDict.extra] is set to ‘allow’.

__pydantic_fields_set__¶: The names of fields explicitly set during instantiation.

__pydantic_private__¶: Values of private attributes set on the model instance.

query: str¶

class mcp_simple_rag_agent.QueryResponse(/, **data: Any)¶

Bases: pydantic.BaseModel

!!! abstract “Usage Documentation”: [Models](../concepts/models.md)

A base class for creating Pydantic models.

__class_vars__¶: The names of the class variables defined on the model.

__private_attributes__¶: Metadata about the private attributes of the model.

__signature__¶: The synthesized __init__ [Signature][inspect.Signature] of the model.

__pydantic_complete__¶: Whether model building is completed, or if there are still undefined fields.

__pydantic_core_schema__¶: The core schema of the model.

__pydantic_custom_init__¶: Whether the model has a custom __init__ function.

__pydantic_decorators__¶: Metadata containing the decorators defined on the model. This replaces Model.__validators__ and Model.__root_validators__ from Pydantic V1.

__pydantic_generic_metadata__¶: Metadata for generic models; contains data used for a similar purpose to __args__, __origin__, __parameters__ in typing-module generics. May eventually be replaced by these.

__pydantic_parent_namespace__¶: Parent namespace of the model, used for automatic rebuilding of models.

__pydantic_post_init__¶: The name of the post-init method for the model, if defined.

__pydantic_root_model__¶: Whether the model is a [RootModel][pydantic.root_model.RootModel].

__pydantic_serializer__¶: The pydantic-core SchemaSerializer used to dump instances of the model.

__pydantic_validator__¶: The pydantic-core SchemaValidator used to validate instances of the model.

__pydantic_fields__¶: A dictionary of field names and their corresponding [FieldInfo][pydantic.fields.FieldInfo] objects.

__pydantic_computed_fields__¶: A dictionary of computed field names and their corresponding [ComputedFieldInfo][pydantic.fields.ComputedFieldInfo] objects.

__pydantic_extra__¶: A dictionary containing extra values, if [extra][pydantic.config.ConfigDict.extra] is set to ‘allow’.

__pydantic_fields_set__¶: The names of fields explicitly set during instantiation.

__pydantic_private__¶: Values of private attributes set on the model instance.

query: str¶

response: str¶

timestamp: str¶

async mcp_simple_rag_agent.ask_agent(request: QueryRequest)¶: Ask the MCP agent a question.

mcp_simple_rag_agent.create_mcp_documents() → list[langchain_core.documents.Document]¶: Create documents from MCP server data with improved searchability.

mcp_simple_rag_agent.create_mcp_rag_agent(llm_config: haive.core.models.llm.base.LLMConfig | None = None) → haive.agents.rag.base.agent.BaseRAGAgent¶: Create a BaseRAG agent using direct vector store for MCP discovery.

async mcp_simple_rag_agent.root()¶: Web interface for the MCP agent.

async mcp_simple_rag_agent.startup_event()¶: Initialize the MCP RAG agent.

mcp_simple_rag_agent.app¶

mcp_simple_rag_agent.mcp_agent = None¶