All modules for which code is available

• swarmauri.community.tools.concrete.DownloadPdfTool
• swarmauri.community.tools.concrete.EntityRecognitionTool
• swarmauri.community.tools.concrete.SentimentAnalysisTool
• swarmauri.community.tools.concrete.ZapierHookTool
• swarmauri.core.ComponentBase
• swarmauri.core.agent_apis.IAgentCommands
• swarmauri.core.agent_apis.IAgentRouterCRUD
• swarmauri.core.agent_factories.IAgentFactory
• swarmauri.core.agent_factories.IExportConf
• swarmauri.core.agents.IAgent
• swarmauri.core.agents.IAgentConversation
• swarmauri.core.agents.IAgentParser
• swarmauri.core.agents.IAgentRetrieve
• swarmauri.core.agents.IAgentSystemContext
• swarmauri.core.agents.IAgentToolkit
• swarmauri.core.agents.IAgentVectorStore
• swarmauri.core.chains.ICallableChain
• swarmauri.core.chains.IChain
• swarmauri.core.chains.IChainContext
• swarmauri.core.chains.IChainContextLoader
• swarmauri.core.chains.IChainFactory
• swarmauri.core.chains.IChainStep
• swarmauri.core.chunkers.IChunker
• swarmauri.core.conversations.IConversation
• swarmauri.core.conversations.IMaxSize
• swarmauri.core.conversations.ISystemContext
• swarmauri.core.distances.IDistanceSimilarity
• swarmauri.core.document_stores.IDocumentRetrieve
• swarmauri.core.document_stores.IDocumentStore
• swarmauri.core.documents.IDocument
• swarmauri.core.documents.IExperimentDocument
• swarmauri.core.embeddings.IFeature
• swarmauri.core.embeddings.ISaveModel
• swarmauri.core.embeddings.IVectorize
• swarmauri.core.experiment_stores
• swarmauri.core.experiment_stores.IExperimentStore
• swarmauri.core.llms.IFit
• swarmauri.core.llms.IPredict
• swarmauri.core.messages.IMessage
• swarmauri.core.metrics.IMetric
• swarmauri.core.metrics.IMetricAggregate
• swarmauri.core.metrics.IMetricCalculate
• swarmauri.core.metrics.IThreshold
• swarmauri.core.parsers.IParser
• swarmauri.core.prompts.IPrompt
• swarmauri.core.prompts.IPromptMatrix
• swarmauri.core.prompts.ITemplate
• swarmauri.core.schema_converters.ISchemaConvert
• swarmauri.core.swarm_apis.IAgentRegistrationAPI
• swarmauri.core.swarm_apis.ISwarmAPI
• swarmauri.core.swarms.ISwarm
• swarmauri.core.swarms.ISwarmChainCRUD
• swarmauri.core.swarms.ISwarmComponent
• swarmauri.core.swarms.ISwarmConfigurationExporter
• swarmauri.core.swarms.ISwarmFactory
• swarmauri.core.toolkits.IToolkit
• swarmauri.core.tools.IParameter
• swarmauri.core.tools.ITool
• swarmauri.core.tracing.IChainTracer
• swarmauri.core.tracing.ITraceContext
• swarmauri.core.tracing.ITracer
• swarmauri.core.typing
• swarmauri.core.utils.ITransactional
• swarmauri.core.vector_stores.IAngleBetweenVectors
• swarmauri.core.vector_stores.IDecompose
• swarmauri.core.vector_stores.IDivergence
• swarmauri.core.vector_stores.IGradient
• swarmauri.core.vector_stores.IOrthogonalProject
• swarmauri.core.vector_stores.IProject
• swarmauri.core.vector_stores.IReflect
• swarmauri.core.vector_stores.ISimilarity
• swarmauri.core.vector_stores.ISimiliarityQuery
• swarmauri.core.vector_stores.IVectorArithmetic
• swarmauri.core.vector_stores.IVectorBasisCheck
• swarmauri.core.vector_stores.IVectorLinearCombination
• swarmauri.core.vector_stores.IVectorNorm
• swarmauri.core.vector_stores.IVectorRotate
• swarmauri.core.vector_stores.IVectorSpan
• swarmauri.core.vector_stores.IVectorStore
• swarmauri.core.vector_stores.IVectorStoreRetrieve
• swarmauri.core.vector_stores.IVectorStoreSaveLoad
• swarmauri.core.vectors.IVector
• swarmauri.core.vectors.IVectorMeta
• swarmauri.core.vectors.IVectorProduct
• swarmauri.core.vectors.IVectorTransform
• swarmauri.experimental.RemoteUniversalBase
• swarmauri.experimental.chains.IChainFormatter
• swarmauri.experimental.chains.IChainNotification
• swarmauri.experimental.chains.IChainPersistence
• swarmauri.experimental.chains.IChainScheduler
• swarmauri.experimental.chains.TypeAgnosticCallableChain
• swarmauri.experimental.conversations.ConsensusBuildingConversation
• swarmauri.experimental.conversations.SemanticConversation
• swarmauri.experimental.utils.get_last_frame
• swarmauri.experimental.utils.log_prompt_response
• swarmauri.experimental.utils.save_schema
• swarmauri.standard.agent_factories.concrete.JsonAgentFactory
• swarmauri.standard.chains.concrete.CallableChain
• swarmauri.standard.document_stores.base.DocumentStoreBase
• swarmauri.standard.document_stores.base.DocumentStoreRetrieveBase
• swarmauri.standard.exceptions.concrete.IndexErrorWithContext
• swarmauri.standard.metrics.base.MetricAggregateMixin
• swarmauri.standard.metrics.base.MetricCalculateMixin
• swarmauri.standard.metrics.base.MetricThresholdMixin
• swarmauri.standard.swarms.base.SwarmComponentBase
• swarmauri.standard.tools.base.ParameterBase
• swarmauri.standard.tools.base.ToolBase
• swarmauri.standard.tools.concrete.Parameter
• swarmauri.standard.tracing.concrete.CallableTracer
• swarmauri.standard.tracing.concrete.ChainTracer
• swarmauri.standard.tracing.concrete.SimpleTraceContext
• swarmauri.standard.tracing.concrete.SimpleTracer
• swarmauri.standard.tracing.concrete.TracedVariable
• swarmauri.standard.tracing.concrete.VariableTracer
• swarmauri.standard.utils.apply_metaclass
• swarmauri.standard.utils.decorate
• swarmauri.standard.utils.get_class_hash
• swarmauri.standard.utils.json_validator
• swarmauri.standard.utils.memoize
• swarmauri.standard.utils.sql_log