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Summary

This PR implements the What-If Scenario Simulator, a powerful new feature that predicts the impact of code changes before implementation. It uses AI-powered comparative analysis to identify risks, emergent behaviors, and system-wide impacts.

Features Implemented

1. Core Simulation Engine

  • simulateChange method in DeepCodeReasonerV2
  • ✅ Three-step comparative analysis:
    1. Baseline Analysis: Understand current code behavior
    2. Change Analysis: Apply proposed changes and compare
    3. Impact Assessment: Identify emergent behaviors and risks
  • ✅ Risk assessment with recommendations: safe_to_implement, proceed_with_caution, or high_risk_do_not_implement

2. Integration with MCP Protocol

  • ✅ Extended hypothesis_test tool to accept proposed_change parameter
  • ✅ Support for git-style diffs
  • ✅ Stress condition simulation (high concurrency, network latency, high error rate)
  • ✅ Automatic routing to simulation engine when proposed_change is provided

3. Data Models

  • SimulationResult with risk levels and findings
  • SimulationFinding for individual risk assessments
  • ProposedChange for representing code changes
  • SimulationParameters for stress testing configuration

4. Documentation & Examples

  • ✅ Comprehensive examples showing three real-world scenarios:
    • Retry logic changes (exponential → linear backoff)
    • Adding caching to database queries
    • Changing error handling patterns
  • ✅ Detailed request/response format documentation

5. GitHub Action Integration (Template)

  • ✅ Workflow that triggers on PR events
  • ✅ Extracts diff and affected files
  • ✅ Posts formatted results as PR comments
  • ✅ Risk level indicators with emojis
  • ✅ Updates existing comments on re-runs

Example Usage

{
  "name": "hypothesis_test",
  "arguments": {
    "hypothesis": "Changing retry from exponential to linear backoff",
    "code_scope": { "files": ["src/utils/RetryHandler.ts"] },
    "test_approach": "Analyze retry behavior under load",
    "proposed_change": {
      "description": "Replace exponential with linear backoff",
      "diff": "--- a/src/utils/RetryHandler.ts\n+++ b/...",
      "affected_files": ["src/utils/RetryHandler.ts"]
    },
    "simulation_parameters": {
      "stress_conditions": ["high_error_rate"]
    }
  }
}

Technical Implementation

The simulator uses the Conversational Gemini Service to maintain context between analysis steps, enabling deep comparative reasoning:

  1. Analyzes current code state focusing on affected areas
  2. Applies the proposed diff mentally and re-analyzes
  3. Compares before/after states to identify:
    • Performance impacts
    • Breaking changes
    • Emergent behaviors (feedback loops, resource exhaustion)
    • Downstream effects on other services

Next Steps

  • Integrate with actual MCP server runtime in GitHub Action
  • Add more sophisticated diff parsing for better function extraction
  • Implement caching for faster re-analysis of similar changes
  • Add support for multiple file diffs
  • Create VS Code extension for real-time analysis

Testing

The implementation includes proper error handling and validation:

  • Input sanitization using existing security measures
  • Graceful fallback on analysis errors
  • TypeScript build passes with no errors

This feature represents a significant advancement in proactive code quality assurance, allowing developers to "see the future" before making changes.

🤖 Generated with Claude Code

haasonsaas and others added 7 commits June 11, 2025 18:00
…ulator

- Add ProposedChange interface for representing code changes
- Add SimulationParameters for configuring stress conditions
- Add SimulationFinding for individual risk assessments
- Add SimulationResult for complete simulation output with before/after comparison

These types provide the foundation for the What-If Scenario Simulator feature
that will predict the impact of code changes before implementation.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Add optional proposed_change field with description, diff, and affected_files
- Add optional simulation_parameters for stress condition testing
- Update tool description to mention What-If simulation capability
- Update JSON schema in tool list to match Zod schema

This enables the hypothesis_test tool to accept proposed code changes
and simulate their impact under various conditions.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Import SimulationResult, ProposedChange, and SimulationParameters types
- Implement simulateChange method that sets up the analysis session
- Read both context files and files affected by the proposed change
- Add placeholder performComparativeSimulation method for three-step analysis
- Handle errors by returning high-risk recommendation

This provides the foundation for the What-If Scenario Simulator. The next
step will be implementing the three-step comparative analysis chain.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Implement performComparativeSimulation with three distinct phases:
  1. Baseline analysis of current code state
  2. Change analysis comparing before/after states
  3. System impact and emergent behavior identification
- Add prompt builders for each analysis phase
- Extract function names from git diffs for targeted analysis
- Convert DeepAnalysisResult to SimulationResult format
- Map confidence levels to risk levels (low/medium/high/critical)
- Map cause types to finding types (performance/bug/breaking/emergent)

The simulation uses conversational AI to maintain context between steps,
enabling deep comparative analysis of proposed changes.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Check if proposed_change is provided in hypothesis_test arguments
- If present, route to simulateChange instead of testHypothesis
- Create appropriate ClaudeCodeContext for simulation
- Validate proposed change fields (description, diff, affected_files)
- Pass through simulation_parameters for stress testing
- Import ProposedChange type for proper typing

This completes the integration, allowing users to trigger What-If
simulations through the existing hypothesis_test tool by providing
a proposed_change object.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Replace removeSession with releaseLock in ConversationManager
- Fix metadata type for conversation turns (use analysisType instead of step)
- Convert snake_case simulation_parameters to camelCase for TypeScript
- Map stress_conditions to stressConditions and target_entry_point to targetEntryPoint

All TypeScript errors resolved and build passes successfully.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
- Create comprehensive examples showing three use cases:
  - Retry logic changes (exponential to linear backoff)
  - Adding caching to database queries
  - Changing error handling patterns
- Add GitHub Action workflow template that:
  - Triggers on PR open/sync
  - Extracts PR diff and affected files
  - Posts simulation results as PR comments
  - Updates existing comments on re-runs
  - Uses emoji indicators for risk levels

The workflow is a template ready for integration with the actual
MCP server runtime. Currently includes placeholder for simulation.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>
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⚠️ What-If Scenario Analysis

Recommendation: PROCEED WITH CAUTION

Justification: Analysis pending full implementation


🤖 Generated by Deep Code Reasoning MCP What-If Simulator

@haasonsaas haasonsaas closed this Jun 12, 2025
@haasonsaas haasonsaas deleted the feature/what-if-scenario-simulator branch June 12, 2025 01:34
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