diff --git a/README.md b/README.md
index 1c5105e..7d0108e 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,23 @@
# StackOne AI SDK
+[](https://badge.fury.io/py/stackone-ai)
+[](https://github.com/StackOneHQ/stackone-ai-python/releases)
+
StackOne AI provides a unified interface for accessing various SaaS tools through AI-friendly APIs.
+## Features
+
+- Unified interface for multiple SaaS tools
+- AI-friendly tool descriptions and parameters
+- **Tool Calling**: Direct method calling with `tool.call()` for intuitive usage
+- **Glob Pattern Filtering**: Advanced tool filtering with patterns like `"hris_*"` and exclusions `"!hris_delete_*"`
+- **Meta Tools** (Beta): Dynamic tool discovery and execution based on natural language queries
+- Integration with popular AI frameworks:
+ - OpenAI Functions
+ - LangChain Tools
+ - CrewAI Tools
+ - LangGraph Tool Node
+
## Installation
```bash
@@ -30,6 +46,77 @@ employee = employee_tool.call(id="employee-id")
employee = employee_tool.execute({"id": "employee-id"})
```
+## Integration Examples
+
+
+LangChain Integration
+
+StackOne tools work seamlessly with LangChain, enabling powerful AI agent workflows:
+
+```python
+from langchain_openai import ChatOpenAI
+from stackone_ai import StackOneToolSet
+
+# Initialize StackOne tools
+toolset = StackOneToolSet()
+tools = toolset.get_tools("hris_*", account_id="your-account-id")
+
+# Convert to LangChain format
+langchain_tools = tools.to_langchain()
+
+# Use with LangChain models
+model = ChatOpenAI(model="gpt-4o-mini")
+model_with_tools = model.bind_tools(langchain_tools)
+
+# Execute AI-driven tool calls
+response = model_with_tools.invoke("Get employee information for ID: emp123")
+
+# Handle tool calls
+for tool_call in response.tool_calls:
+ tool = tools.get_tool(tool_call["name"])
+ if tool:
+ result = tool.execute(tool_call["args"])
+ print(f"Result: {result}")
+```
+
+
+
+
+CrewAI Integration
+
+CrewAI uses LangChain tools natively, making integration seamless:
+
+```python
+from crewai import Agent, Crew, Task
+from stackone_ai import StackOneToolSet
+
+# Get tools and convert to LangChain format
+toolset = StackOneToolSet()
+tools = toolset.get_tools("hris_*", account_id="your-account-id")
+langchain_tools = tools.to_langchain()
+
+# Create CrewAI agent with StackOne tools
+agent = Agent(
+ role="HR Manager",
+ goal="Analyze employee data and generate insights",
+ backstory="Expert in HR analytics and employee management",
+ tools=langchain_tools,
+ llm="gpt-4o-mini"
+)
+
+# Define task and execute
+task = Task(
+ description="Find all employees in the engineering department",
+ agent=agent,
+ expected_output="List of engineering employees with their details"
+)
+
+crew = Crew(agents=[agent], tasks=[task])
+result = crew.kickoff()
+```
+
+
+
## Meta Tools (Beta)
Meta tools enable dynamic tool discovery and execution without hardcoding tool names:
@@ -48,34 +135,19 @@ execute_tool = meta_tools.get_tool("meta_execute_tool")
result = execute_tool.call(toolName="hris_list_employees", params={"limit": 10})
```
-## Features
-
-- Unified interface for multiple SaaS tools
-- AI-friendly tool descriptions and parameters
-- **Tool Calling**: Direct method calling with `tool.call()` for intuitive usage
-- **Glob Pattern Filtering**: Advanced tool filtering with patterns like `"hris_*"` and exclusions `"!hris_delete_*"`
-- **Meta Tools** (Beta): Dynamic tool discovery and execution based on natural language queries
-- Integration with popular AI frameworks:
- - OpenAI Functions
- - LangChain Tools
- - CrewAI Tools
- - LangGraph Tool Node
-
-## Documentation
-
-For more examples and documentation, visit:
-
-- [Error Handling](docs/error-handling.md)
-- [StackOne Account IDs](docs/stackone-account-ids.md)
-- [Available Tools](docs/available-tools.md)
-- [File Uploads](docs/file-uploads.md)
+## Examples
-## AI Framework Integration
+For more examples, check out the [examples/](examples/) directory:
-- [OpenAI Integration](docs/openai-integration.md)
-- [LangChain Integration](docs/langchain-integration.md)
-- [CrewAI Integration](docs/crewai-integration.md)
-- [LangGraph Tool Node](docs/langgraph-tool-node.md)
+- [Error Handling](examples/error_handling.py)
+- [StackOne Account IDs](examples/stackone_account_ids.py)
+- [Available Tools](examples/available_tools.py)
+- [File Uploads](examples/file_uploads.py)
+- [OpenAI Integration](examples/openai_integration.py)
+- [LangChain Integration](examples/langchain_integration.py)
+- [CrewAI Integration](examples/crewai_integration.py)
+- [LangGraph Tool Node](examples/langgraph_tool_node.py)
+- [Meta Tools](examples/meta_tools_example.py)
## License