Update the test PRs and update README to run demo using CLI

Author: Shashikant86

README.md

@@ -249,14 +249,13 @@ agenspy agent run "Review PR https://github.com/stanfordnlp/dspy/pull/8277" --re
 agenspy protocol test mcp   
 ```
 
-- Manage Servers:
+- Run example:
 
 ```bash
-agenspy server --help
+agenspy demo github-pr
 ```
 
 
-
 ## 📚 Documentation
 
 For detailed documentation, including API reference, examples, and advanced usage, please visit our [documentation site](TBC). (coming soon)
@@ -271,42 +270,61 @@ pytest tests/
 ## 📚 Examples
 
 See the examples/ directory for complete examples:
+Get your OpenAI API key OPENAI_API_KEY from [here](https://platform.openai.com/api-keys) and optionally GITHUB_TOKEN from [here](https://github.com/settings/tokens) and set as ENV variables. You might also need to install nodejs and npm to run the nodejs server.
 
 - `basic_mcp_demo.py` - Simple MCP agent
 - `comprehensive_mcp_demo.py` - Comprehensive MCP agent
 - `github_pr_review.py` - GitHub PR review agent
 - `multi_protocol_demo.py` - Multi-protocol agent (Experimental Mock)
 - `python_server_demo.py` - Python MCP server
 
+Run the examples with:
 
+```bash
+agenspy demo github-pr
+```
+Or Run manually using Python:
 
-## 🤝 Contributing
+```bash
+python examples/github_pr_review.py
+```
 
-We welcome contributions! Please see our [Contributing Guide](CONTRIBUTING.md) for details on how to contribute to the project.
+## 🔗 Resources
+
+- [DSPy Documentation](https://dspy.ai/)
+- [Model Context Protocol](https://modelcontextprotocol.io/)
+- [Agent2Agent Protocol](https://google.github.io/A2A/)
+- [GitHub Repository](https://github.com/superagenticai/Agenspy)
 
 
 ## 🚀 Future Roadmap
 
-The end goal is to merge this tool in the dspy main repo and make it a first-class citizen of the DSPy ecosystem. However, if it doesn't fit there then it can be used independently as a protocol-first AI agent framework. Here are some food for thought for future work:
+### Merge into DSPy
+
+The end goal is to merge this tool in the dspy main repo and make it a first-class citizen of the DSPy ecosystem. However, if it doesn't fit there then it can be used independently as a protocol-first AI agent framework. 
+
+### Get DSPy Listed in Google A2A Agent Directory
+
+Implementations of A2A and Get DSPy Listed in A2A Agent Directory (here)[https://github.com/google/A2A/blob/main/samples/python/agents/README.md] by building DSPy agents that utilize the A2A protocol.
+
+### Future Work
+
+Alternately, Agenspy can be developed independently as a protocol-first AI agent framework. Here are some food for thought for future work:
 
 - **Protocol Layer**: WebSocket and gRPC support for real-time, high-performance agent communication
 - **Agent Framework**: Enhanced orchestration, state management, and network discovery
 - **Production Readiness**: Monitoring, load balancing, and fault tolerance features
 - **Developer Tools**: Improved CLI, web dashboard, and debugging utilities
 - **Ecosystem**: Cloud integrations and database adapters for popular services
 
-Interested in contributing? Check out our [open issues](https://github.com/superagenticai/Agenspy/issues) or start a discussion about new features!
+## 🤝 Contributing
+
+We welcome contributions! Please see our [Contributing Guide](CONTRIBUTING.md) for details on how to contribute to the project.
 
 ## 📄 License
 
 This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
 
-## 🔗 Resources
-
-- [DSPy Documentation](https://dspy.ai/)
-- [Model Context Protocol](https://modelcontextprotocol.io/)
-- [Agent2Agent Protocol](https://google.github.io/A2A/)
-- [GitHub Repository](https://github.com/superagenticai/Agenspy)
 
 ## 📬 Contact
 

agenspy/cli/main.py

@@ -13,6 +13,8 @@
 from .commands.config import config_group
 from .commands.protocols import protocol_group
 from .commands.server import server_group
+from .commands.demo import demo_group
+from .commands.workflow import workflow_group
 
 
 @click.group()
@@ -35,6 +37,8 @@ def cli(ctx, verbose, config):
 cli.add_command(protocol_group)
 cli.add_command(server_group)
 cli.add_command(config_group)
+cli.add_command(demo_group, name="demo")
+cli.add_command(workflow_group, name="workflow")
 
 
 def main():

examples/github_pr_review.py

@@ -114,8 +114,8 @@ def demo_real_mcp_with_retry(github_token):
 
             # Test with a real repository
             test_repos = [
-                "https://github.com/microsoft/vscode/pull/200000",  # Likely to exist
-                "https://github.com/facebook/react/pull/25000",    # Fallback
+                "https://github.com/stanfordnlp/dspy/pull/8242",  # Likely to exist
+                "https://github.com/stanfordnlp/dspy/pull/8277",    # Fallback
                 "https://github.com/example/test-repo/pull/1"      # Mock fallback
             ]
 
@@ -166,7 +166,7 @@ def demo_mock_mcp():
 
     # Review a PR
     result = agent(
-        pr_url="https://github.com/example/awesome-project/pull/42",
+        pr_url="https://github.com/stanfordnlp/dspy/pull/8277",
         review_focus="security"
     )