feat: Add workflow session persistence and loop step support #542
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Temporary commit of workflow automation refactoring: - Add loop step implementation with nested loop support - Enhance WorkflowContext with array indexing (e.g., tasks[0].items) - Replace AI split/mapreduce operations with decompose operation - Add operation schemas for better type safety - Update tests to reflect new loop step functionality - Remove deprecated workflow examples 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <[email protected]>
…gging - Add SessionManager integration to WorkflowEngine for state persistence - Support session creation, resumption, and listing for workflows - Save workflow state, step results, and outputs to sessions automatically - Add load_from_session and resume_from_session methods for workflow recovery - Update AI research demo to use session persistence and display session info - Switch demo from copilot to claude CLI with haiku model - Enhance CLI executor error logging with stdout/stderr details This enables workflows to persist their state for debugging, resumption, and long-running operations that may need to be interrupted and resumed. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <[email protected]>
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Summary
This PR introduces two major enhancements to the workflow automation system:
Changes
Session Persistence (
feat: Add session persistence to workflow engine)load_from_session()andresume_from_session()methods~/.mcp/workflows/sessions/directoryLoop Step and Workflow Operations (
wip: Refactor workflow operations)tasks[0].items)Benefits
Session Persistence:
Loop Step:
Testing
Files Changed
Core Changes
plugins/automation/workflows/engine.py(+261 lines): Session persistence implementationplugins/automation/workflows/steps/loop.py(+252 lines): New loop stepplugins/automation/runtime_data/state.py(+47 lines): Array indexing supportNew Features
plugins/automation/workflows/steps/operations/decompose.py(+253 lines): New decompose operationplugins/automation/workflows/steps/operations/schemas.py(+235 lines): Operation schemasplugins/automation/workflows/examples/demo_ai_research.py(+259 lines): Interactive demoTests
plugins/automation/tests/test_loop_step.py(+307 lines): Loop step testsplugins/automation/tests/test_runtime_data.py(+73 lines): Context testsplugins/automation/tests/test_workflow_definition.py(+61 lines): Definition testsCleanup
Migration Notes
No breaking changes for existing workflows. Session persistence is opt-in via the
persistparameter.Demo
To see session persistence in action:
This will show:
🤖 Generated with Claude Code