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2 changes: 1 addition & 1 deletion .codeboarding/Agent_Core_LLM_Integration.json
Original file line number Diff line number Diff line change
Expand Up @@ -138,4 +138,4 @@
"dst_name": "Provider to MCP Converters"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/Agent_Execution_Workflow_Engine.json
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Expand Up @@ -135,4 +135,4 @@
"dst_name": "Decorator Registry"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/Agent_Workflow_Patterns.json
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Expand Up @@ -224,4 +224,4 @@
"dst_name": "LLM Augmentation Layer"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/Core_Application_Setup.json
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Expand Up @@ -192,4 +192,4 @@
"dst_name": "Configuration Management (Settings)"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/Human_Interaction_Layer.json
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Expand Up @@ -72,4 +72,4 @@
"dst_name": "Console Interface"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/MCP_Service_Integration.json
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Expand Up @@ -99,4 +99,4 @@
"dst_name": "mcp_agent.config"
}
]
}
}
2 changes: 1 addition & 1 deletion .codeboarding/analysis.json
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Expand Up @@ -210,4 +210,4 @@
"dst_name": "Agent Execution & Workflow Engine"
}
]
}
}
4 changes: 2 additions & 2 deletions .codeboarding/codeboarding_version.json
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@@ -1,4 +1,4 @@
{
"commit_hash": "13c378d8bceee2b4b325ff4a294fba046c835e72",
"commit_hash": "52fd76fe5cb8eb9e89e310bf4a63819a4788f0a6",
"code_boarding_version": "0.1.0"
}
}
30 changes: 15 additions & 15 deletions docs/codeboarding/Agent_Core_LLM_Integration.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,7 @@ This is the foundational interface for all AI agents within the `mcp-agent` fram

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/agents/agent.py#L56-L934" target="_blank" rel="noopener noreferrer">`mcp_agent.agents.agent.Agent` (56:934)</a>
- `mcp_agent.agents.agent.Agent` (56:934)


### Augmented LLM Interface
Expand All @@ -40,7 +40,7 @@ This abstract component provides a unified and enhanced interface for interactin

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm.py#L218-L668" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm.AugmentedLLM` (218:668)</a>
- `mcp_agent.workflows.llm.augmented_llm.AugmentedLLM` (218:668)


### LLM Selector
Expand All @@ -49,7 +49,7 @@ This component is responsible for intelligently selecting the most suitable LLM

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/llm_selector.py#L96-L413" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.llm_selector.ModelSelector` (96:413)</a>
- `mcp_agent.workflows.llm.llm_selector.ModelSelector` (96:413)


### LLM Provider Implementations
Expand All @@ -58,12 +58,12 @@ These are concrete implementations of the `Augmented LLM Interface`, providing t

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_anthropic.py#L110-L722" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicAugmentedLLM` (110:722)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_azure.py#L82-L491" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_azure.AzureAugmentedLLM` (82:491)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_bedrock.py#L48-L349" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_bedrock.BedrockAugmentedLLM` (48:349)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_google.py#L34-L319" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_google.GoogleAugmentedLLM` (34:319)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_ollama.py#L16-L78" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_ollama.OllamaAugmentedLLM` (16:78)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_openai.py#L80-L845" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_openai.OpenAIAugmentedLLM` (80:845)</a>
- `mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicAugmentedLLM` (110:722)
- `mcp_agent.workflows.llm.augmented_llm_azure.AzureAugmentedLLM` (82:491)
- `mcp_agent.workflows.llm.augmented_llm_bedrock.BedrockAugmentedLLM` (48:349)
- `mcp_agent.workflows.llm.augmented_llm_google.GoogleAugmentedLLM` (34:319)
- `mcp_agent.workflows.llm.augmented_llm_ollama.OllamaAugmentedLLM` (16:78)
- `mcp_agent.workflows.llm.augmented_llm_openai.OpenAIAugmentedLLM` (80:845)


### Provider to MCP Converters
Expand All @@ -72,13 +72,13 @@ These utility classes are crucial for ensuring data consistency and interoperabi

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_anthropic.py#L777-L886" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicMCPTypeConverter` (777:886)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_azure.py#L524-L614" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_azure.MCPAzureTypeConverter` (524:614)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_bedrock.py#L437-L499" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_bedrock.BedrockMCPTypeConverter` (437:499)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_google.py#L403-L518" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_google.GoogleMCPTypeConverter` (403:518)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_openai.py#L949-L1055" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_openai.MCPOpenAITypeConverter` (949:1055)</a>
- `mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicMCPTypeConverter` (777:886)
- `mcp_agent.workflows.llm.augmented_llm_azure.MCPAzureTypeConverter` (524:614)
- `mcp_agent.workflows.llm.augmented_llm_bedrock.BedrockMCPTypeConverter` (437:499)
- `mcp_agent.workflows.llm.augmented_llm_google.GoogleMCPTypeConverter` (403:518)
- `mcp_agent.workflows.llm.augmented_llm_openai.MCPOpenAITypeConverter` (949:1055)




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
22 changes: 11 additions & 11 deletions docs/codeboarding/Agent_Execution_Workflow_Engine.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -35,8 +35,8 @@ This is the core component responsible for the actual execution of tasks and act

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/executor.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/executor.py`</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/mcp_agent/executor/temporal/TemporalExecutor.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/temporal/TemporalExecutor.py`</a>
- `mcp_agent/executor/executor.py`
- <a href="https://github.com/CodeBoarding/mcp-agent/blob/main/mcp_agent/executor/temporal/TemporalExecutor.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/temporal/TemporalExecutor.py`</a>


### Workflow Management
Expand All @@ -45,8 +45,8 @@ This component defines the structure, state, and lifecycle of complex, multi-ste

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/workflow.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/workflow.py`</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/temporal/interactive_workflow.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/temporal/interactive_workflow.py`</a>
- `mcp_agent/executor/workflow.py`
- `mcp_agent/executor/temporal/interactive_workflow.py`


### Task/Activity Registry
Expand All @@ -55,7 +55,7 @@ A centralized repository that allows for the registration and dynamic retrieval

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/task_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/task_registry.py`</a>
- `mcp_agent/executor/task_registry.py`


### Signal Handling
Expand All @@ -64,8 +64,8 @@ This component provides a robust mechanism for inter-component communication and

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/signal_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/signal_registry.py`</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/workflow_signal.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/workflow_signal.py`</a>
- `mcp_agent/executor/signal_registry.py`
- `mcp_agent/executor/workflow_signal.py`


### Decorator Registry
Expand All @@ -74,7 +74,7 @@ This component serves as a dedicated registry for managing decorators that can b

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/decorator_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/decorator_registry.py`</a>
- `mcp_agent/executor/decorator_registry.py`


### Workflow Registry
Expand All @@ -83,10 +83,10 @@ This component is responsible for registering and providing access to defined wo

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/workflow_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/workflow_registry.py`</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/executor/temporal/workflow_registry.py" target="_blank" rel="noopener noreferrer">`mcp_agent/executor/temporal/workflow_registry.py`</a>
- `mcp_agent/executor/workflow_registry.py`
- `mcp_agent/executor/temporal/workflow_registry.py`




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
46 changes: 23 additions & 23 deletions docs/codeboarding/Agent_Workflow_Patterns.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -38,9 +38,9 @@ This foundational component provides a unified and augmented interface for inter

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm.py#L218-L668" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm.AugmentedLLM` (218:668)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/llm_selector.py#L96-L413" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.llm_selector.ModelSelector` (96:413)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/llm/augmented_llm_anthropic.py#L110-L722" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicAugmentedLLM` (110:722)</a>
- `mcp_agent.workflows.llm.augmented_llm.AugmentedLLM` (218:668)
- `mcp_agent.workflows.llm.llm_selector.ModelSelector` (96:413)
- `mcp_agent.workflows.llm.augmented_llm_anthropic.AnthropicAugmentedLLM` (110:722)


### Embedding Models
Expand All @@ -49,9 +49,9 @@ This component offers a standardized interface for generating and managing text

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/embedding/embedding_base.py#L13-L31" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.embedding.embedding_base.EmbeddingModel` (13:31)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/embedding/embedding_cohere.py#L18-L72" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.embedding.embedding_cohere.CohereEmbeddingModel` (18:72)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/embedding/embedding_openai.py#L18-L70" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.embedding.embedding_openai.OpenAIEmbeddingModel` (18:70)</a>
- `mcp_agent.workflows.embedding.embedding_base.EmbeddingModel` (13:31)
- `mcp_agent.workflows.embedding.embedding_cohere.CohereEmbeddingModel` (18:72)
- `mcp_agent.workflows.embedding.embedding_openai.OpenAIEmbeddingModel` (18:70)


### Orchestration Workflow
Expand All @@ -60,9 +60,9 @@ Responsible for managing complex, multi-step agent behaviors. It defines how age

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/orchestrator/orchestrator.py#L45-L585" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.orchestrator.orchestrator.Orchestrator` (45:585)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/orchestrator/orchestrator_models.py#L26-L31" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.orchestrator.orchestrator_models.AgentTask` (26:31)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/orchestrator/orchestrator_prompts.py" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.orchestrator.orchestrator_prompts`</a>
- `mcp_agent.workflows.orchestrator.orchestrator.Orchestrator` (45:585)
- `mcp_agent.workflows.orchestrator.orchestrator_models.AgentTask` (26:31)
- `mcp_agent.workflows.orchestrator.orchestrator_prompts`


### Routing Workflow
Expand All @@ -71,9 +71,9 @@ Intelligently directs incoming requests or tasks to the most appropriate agent,

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/router/router_base.py#L63-L275" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.router.router_base.Router` (63:275)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/router/router_llm.py#L81-L373" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.router.router_llm.LLMRouter` (81:373)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/router/router_embedding.py#L28-L239" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.router.router_embedding.EmbeddingRouter` (28:239)</a>
- `mcp_agent.workflows.router.router_base.Router` (63:275)
- `mcp_agent.workflows.router.router_llm.LLMRouter` (81:373)
- `mcp_agent.workflows.router.router_embedding.EmbeddingRouter` (28:239)


### Intent Classification Workflow
Expand All @@ -82,9 +82,9 @@ Dedicated to identifying the underlying intent of a user's query or system messa

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/intent_classifier/intent_classifier_base.py#L42-L85" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.intent_classifier.intent_classifier_base.IntentClassifier` (42:85)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/intent_classifier/intent_classifier_llm.py#L63-L243" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.intent_classifier.intent_classifier_llm.LLMIntentClassifier` (63:243)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/intent_classifier/intent_classifier_embedding.py#L32-L177" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.intent_classifier.intent_classifier_embedding.EmbeddingIntentClassifier` (32:177)</a>
- `mcp_agent.workflows.intent_classifier.intent_classifier_base.IntentClassifier` (42:85)
- `mcp_agent.workflows.intent_classifier.intent_classifier_llm.LLMIntentClassifier` (63:243)
- `mcp_agent.workflows.intent_classifier.intent_classifier_embedding.EmbeddingIntentClassifier` (32:177)


### Parallel LLM Workflow
Expand All @@ -93,9 +93,9 @@ Enables the concurrent execution of multiple LLM calls or agent actions. It impl

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/parallel/parallel_llm.py#L23-L279" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.parallel.parallel_llm.ParallelLLM` (23:279)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/parallel/fan_in.py#L30-L422" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.parallel.fan_in.FanIn` (30:422)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/parallel/fan_out.py#L23-L243" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.parallel.fan_out.FanOut` (23:243)</a>
- `mcp_agent.workflows.parallel.parallel_llm.ParallelLLM` (23:279)
- `mcp_agent.workflows.parallel.fan_in.FanIn` (30:422)
- `mcp_agent.workflows.parallel.fan_out.FanOut` (23:243)


### Swarm Workflow
Expand All @@ -104,9 +104,9 @@ Facilitates collaborative problem-solving among multiple agents. It enables agen

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/swarm/swarm.py#L189-L310" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.swarm.swarm.Swarm` (189:310)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/swarm/swarm_anthropic.py#L8-L41" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.swarm.swarm_anthropic.AnthropicSwarm` (8:41)</a>
- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/swarm/swarm_openai.py#L8-L40" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.swarm.swarm_openai.OpenAISwarm` (8:40)</a>
- `mcp_agent.workflows.swarm.swarm.Swarm` (189:310)
- `mcp_agent.workflows.swarm.swarm_anthropic.AnthropicSwarm` (8:41)
- `mcp_agent.workflows.swarm.swarm_openai.OpenAISwarm` (8:40)


### Evaluation & Optimization Workflow
Expand All @@ -115,9 +115,9 @@ Provides mechanisms for evaluating the performance, quality, and effectiveness o

**Related Classes/Methods**:

- <a href="https://github.com/lastmile-ai/mcp-agent/blob/main/src/mcp_agent/workflows/evaluator_optimizer/evaluator_optimizer.py#L47-L475" target="_blank" rel="noopener noreferrer">`mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer.EvaluatorOptimizerLLM` (47:475)</a>
- `mcp_agent.workflows.evaluator_optimizer.evaluator_optimizer.EvaluatorOptimizerLLM` (47:475)




### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
### [FAQ](https://github.com/CodeBoarding/GeneratedOnBoardings/tree/main?tab=readme-ov-file#faq)
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