diff --git a/.replit b/.replit
deleted file mode 100644
index 0cdbe71c..00000000
--- a/.replit
+++ /dev/null
@@ -1,38 +0,0 @@
-modules = ["python-3.10", "bash"]
-
-[nix]
-channel = "stable-24_05"
-packages = ["libxcrypt"]
-
-[workflows]
-runButton = "Run MCP Demo"
-
-[[workflows.workflow]]
-name = "Run Tests"
-author = 13983571
-mode = "sequential"
-
-[[workflows.workflow.tasks]]
-task = "shell.exec"
-args = "python -m unittest tests/test_basic_example.py -v"
-
-[[workflows.workflow.tasks]]
-task = "shell.exec"
-args = "python -m unittest tests/tools/test_mcp_integration.py -v"
-
-[[workflows.workflow]]
-name = "Run MCP Demo"
-author = 13983571
-mode = "parallel"
-
-[[workflows.workflow.tasks]]
-task = "shell.exec"
-args = "python examples/mcp_example/mock_math_server.py"
-
-[[workflows.workflow.tasks]]
-task = "shell.exec"
-args = "sleep 2"
-
-[[workflows.workflow.tasks]]
-task = "shell.exec"
-args = "python examples/mcp_example/mcp_client.py"
diff --git a/mcp_integration_summary.md b/mcp_integration_summary.md
deleted file mode 100644
index 1d90ff58..00000000
--- a/mcp_integration_summary.md
+++ /dev/null
@@ -1,134 +0,0 @@
-
-# MCP Protocol Integration Implementation Summary
-Duration: 30 minutes
-
-## 1. Implementation Overview
-
-### Core Files Implemented
-1. **Mock Multi-Agent System** (`examples/mcp_example/mock_multi_agent.py`)
-   - Implemented a multi-agent system with Calculator and Stock Analyst agents
-   - Uses MCP servers for math and stock operations
-   - Created interactive system for testing
-
-2. **Test Integration** (`examples/mcp_example/test_integration.py`)
-   - Basic integration test setup with MCP server connection
-   - Tests math operations through MCP protocol
-
-3. **MCP Integration Core** (`swarms/tools/mcp_integration.py`)
-   - Implemented core MCP server classes (MCPServerStdio, MCPServerSse)
-   - Added tool schema handling and batch operations
-
-### Testing Implementation
-Located in `tests/tools/test_mcp_integration.py`:
-
-1. Basic Server Connectivity
-```python
-def test_server_connection():
-    params = {"url": "http://localhost:8000"}
-    server = MCPServerSse(params)
-    asyncio.run(server.connect())
-    assert server.session is not None
-```
-
-2. Tool Listing Tests
-```python
-def test_list_tools():
-    params = {"url": "http://localhost:8000"}
-    server = MCPServerSse(params)
-    tools = asyncio.run(server.list_tools())
-    assert isinstance(tools, list)
-```
-
-3. Tool Execution Tests
-```python
-def test_tool_execution():
-    params = {"url": "http://localhost:8000"}
-    function_call = {
-        "tool_name": "add",
-        "arguments": {"a": 5, "b": 3}
-    }
-    result = mcp_flow(params, function_call)
-    assert result is not None
-```
-
-## 2. Implementation Details
-
-### MCP Server Integration
-1. Added MCP server parameters to Agent class:
-```python
-mcp_servers: List[MCPServerSseParams] = []
-```
-
-2. Implemented tool handling in Agent initialization:
-```python
-if exists(self.mcp_servers):
-    self.mcp_tool_handling()
-```
-
-3. Added MCP execution flow:
-```python
-def mcp_execution_flow(self, response):
-    response = str_to_dict(response)
-    return batch_mcp_flow(self.mcp_servers, function_call=response)
-```
-
-## 3. Testing Results
-
-### Interactive Testing Session
-From `mock_multi_agent.py`:
-
-```
-Multi-Agent Math System
-Enter 'exit' to quit
-
-Enter a math problem: calculate moving average of [10,20,30,40,50] over 3 periods
-
-Results:
-Calculator: Math operation processing
-StockAnalyst: Moving averages: [20.0, 30.0, 40.0]
-```
-
-### Unit Test Results
-- Server Connection: ✓ Passed
-- Tool Listing: ✓ Passed
-- Tool Execution: ✓ Passed
-- Batch Operations: ✓ Passed
-- Error Handling: ✓ Passed
-
-## 4. Implementation Status
-- Basic MCP Protocol Integration: ✓ Complete
-- Server Communication: ✓ Complete
-- Tool Schema Handling: ✓ Complete
-- Multi-Agent Support: ✓ Complete
-- Error Handling: ✓ Complete
-- Testing Suite: ✓ Complete
-
-## 5. Next Steps
-1. Expand test coverage
-2. Add more complex MCP server interactions
-3. Improve error handling and recovery
-4. Add documentation for custom tool implementations
-
-## 6. Usage Example
-```python
-from swarms import Agent
-from swarms.tools.mcp_integration import MCPServerSseParams
-
-# Configure MCP server
-server = MCPServerSseParams(
-    url="http://0.0.0.0:6274",
-    headers={"Content-Type": "application/json"}
-)
-
-# Initialize agent with MCP capabilities
-agent = Agent(
-    agent_name="Math-Agent",
-    system_prompt="You are a math processing agent",
-    mcp_servers=[server],
-    max_loops=1
-)
-
-# Run the agent
-response = agent.run("Use the add tool to add 2 and 2")
-print(response)
-```
diff --git a/project_structure.txt b/project_structure.txt
deleted file mode 100644
index 1af3a6f2..00000000
--- a/project_structure.txt
+++ /dev/null
@@ -1,137 +0,0 @@
-Swarms Project Structure
-=======================
-
-1. Core Package (swarms/)
------------------------
-├── agents/
-│   ├── agent_judge.py
-│   ├── agent_print.py
-│   ├── ape_agent.py
-│   ├── auto_generate_swarm_config.py
-│   ├── consistency_agent.py
-│   ├── create_agents_from_yaml.py
-│   ├── flexion_agent.py
-│   ├── gkp_agent.py
-│   ├── i_agent.py
-│   ├── openai_assistant.py
-│   ├── reasoning_agents.py
-│   ├── reasoning_duo.py
-│   ├── tool_agent.py
-│   └── __init__.py
-
-├── prompts/
-│   ├── accountant_swarm_prompts.py
-│   ├── agent_judge_prompt.py
-│   ├── agent_prompt.py
-│   ├── agent_prompts.py
-│   ├── agent_system_prompts.py
-│   ├── autoswarm.py
-│   ├── finance_agent_prompt.py
-│   ├── finance_agent_sys_prompt.py
-│   ├── math_agent_prompt.py
-│   ├── security_team.py
-│   ├── support_agent_prompt.py
-│   └── many more prompt files...
-
-├── structs/
-│   ├── agent.py
-│   ├── agents_available.py
-│   ├── agent_registry.py
-│   ├── agent_roles.py
-│   ├── agent_router.py
-│   ├── async_workflow.py
-│   ├── base_structure.py
-│   ├── base_swarm.py
-│   ├── base_workflow.py
-│   ├── concurrent_workflow.py
-│   ├── deep_research_swarm.py
-│   ├── graph_swarm.py
-│   ├── groupchat.py
-│   ├── majority_voting.py
-│   ├── matrix_swarm.py
-│   ├── mixture_of_agents.py
-│   ├── sequential_workflow.py
-│   └── many more structure files...
-
-├── tools/
-│   ├── base_tool.py
-│   ├── mcp_integration.py
-│   ├── tool_registry.py
-│   ├── tool_utils.py
-│   └── many more tool files...
-
-├── utils/
-│   ├── any_to_str.py
-│   ├── file_processing.py
-│   ├── formatter.py
-│   ├── loguru_logger.py
-│   ├── pdf_to_text.py
-│   └── many more utility files...
-
-├── schemas/
-│   ├── agent_input_schema.py
-│   ├── agent_step_schemas.py
-│   ├── base_schemas.py
-│   └── __init__.py
-
-├── telemetry/
-│   ├── bootup.py
-│   ├── main.py
-│   └── __init__.py
-
-├── client/
-│   ├── main.py
-│   └── __init__.py
-
-└── cli/
-    ├── create_agent.py
-    ├── main.py
-    ├── onboarding_process.py
-    └── __init__.py
-
-2. Examples (examples/)
----------------------
-├── advanced_market_analysis/
-├── crypto/
-├── document_processing/
-├── forest_swarm_examples/
-├── groupchat_examples/
-├── healthcare/
-├── mcp_example/
-├── sequential_workflow/
-├── tools_examples/
-└── many more example directories...
-
-3. Documentation (docs/)
-----------------------
-├── swarms/
-├── swarms_cloud/
-├── swarms_memory/
-├── swarms_platform/
-├── swarms_tools/
-└── many more documentation sections...
-
-4. Tests (tests/)
----------------
-├── agents/
-├── artifacts/
-├── prompts/
-├── structs/
-├── utils/
-└── many more test directories...
-
-5. Configuration Files
---------------------
-├── pyproject.toml
-├── requirements.txt
-├── poetry.lock
-├── Dockerfile
-└── .env.example
-
-6. Main Project Files
--------------------
-├── CODE_OF_CONDUCT.md
-├── CONTRIBUTING.md
-├── LICENSE
-├── README.md
-└── SECURITY.md 
\ No newline at end of file