CE-MCP Implementation Plan

Status: Superseded by ADR-014 — The CE-MCP directive architecture has been implemented and accepted. See ADR-014 for the authoritative decision record and CE-MCP Migration Playbook for the operational guide.

Executive Summary

This implementation plan outlines the migration from OpenRouter-primary execution to CE-MCP (Claude-Enriched Model Context Protocol) directive-based architecture. The goal is to achieve 60-70% token reduction across the MCP ADR Analysis Server while improving composability and aligning with Anthropic's recommended best practices.

Primary Goal: Complete CE-MCP migration for all 82 tools, converting from direct AI execution to orchestration directive returns.

Estimated Total Effort: 25-35 hours across 4 phases Target Completion: Phased rollout with validation gates

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Current State Assessment

Metric	Current	Target	Improvement
Tools per ListTools call	82 (15K tokens)	20 meta-tools (5K tokens)	67% reduction
Prompt loading	28K tokens eager	1K on-demand	96% reduction
Per-analysis overhead	9-12K tokens	3-4K tokens	67% reduction
AI call points	121+ sequential	Directive-based	Eliminated roundtrips

Foundation Already Complete

• src/types/ce-mcp.ts - Type definitions (OrchestrationDirective, StateMachineDirective, SandboxContext)
• src/utils/sandbox-executor.ts - SandboxExecutor with 9 operation handlers
• src/prompts/prompt-catalog.ts - PromptLoader with lazy loading capability
• src/config/ai-config.ts - CE-MCP execution mode and settings
• docs/adrs/adr-014-ce-mcp-architecture.md - Architecture decision record

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Phase 1: Validation and Testing Foundation

Objective: Ensure CE-MCP foundation is production-ready before migration

Effort: 6-8 hours

Tasks

1.1 Unit Tests for CE-MCP Core Components

• Create tests/utils/sandbox-executor.test.ts
  • Test all 9 operation handlers (loadKnowledge, loadPrompt, analyzeFiles, etc.)
  • Test resource limit enforcement
  • Test error handling and timeout behavior
• Create tests/prompts/prompt-catalog.test.ts
  • Test lazy loading behavior
  • Test section extraction
  • Test cache functionality
  • Test token estimation accuracy
• Create tests/types/ce-mcp.test.ts
  • Test type guards (isOrchestrationDirective, isStateMachineDirective)
  • Test directive validation

1.2 Integration Tests for Directive Flow

• Create tests/integration/ce-mcp-flow.test.ts
  • End-to-end directive execution test
  • State machine transition tests
  • Composition directive tests

1.3 Security Audit of Sandbox

• Review sandbox isolation mechanisms
• Test resource limit boundaries
• Validate no network access in sandbox mode
• Document security constraints

Success Metrics

• 90%+ test coverage for CE-MCP components
• All security constraints validated
• Performance baseline established

Exit Criteria

• All Phase 1 tests passing
• Security review completed
• No critical issues identified

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Phase 2: Pilot Tool Migration (High-Impact Tools) ✅ COMPLETE

Objective: Convert top 5 highest-token-cost tools to validate migration pattern

Effort: 8-10 hours

Status: All 5 pilot tools have CE-MCP directives implemented in src/tools/ce-mcp-tools.ts

Target Tools (by token impact)

Tool	Current Tokens	Directive Tokens	File Location	Status
analyzeProjectEcosystem	12K	4K	src/tools/ce-mcp-tools.ts:48-181	✅
suggest_adrs	3.5K	1.5K	src/tools/ce-mcp-tools.ts:194-298	✅
generate_rules	4K	1.5K	src/tools/ce-mcp-tools.ts:300-398	✅
analyze_environment	2.5K	1K	src/tools/ce-mcp-tools.ts:400-494	✅
deployment_readiness	2K	0.8K	src/tools/ce-mcp-tools.ts:496-594	✅

Tasks

2.1 Refactor analyzeProjectEcosystem (P1)

• Extract context assembly into sandbox operations
• Return OrchestrationDirective instead of direct result
• Implement composition directive for multi-phase analysis
• Create migration test comparing old vs new output

Before:

// Current: Sequential context assembly
const knowledge = await generateArchitecturalKnowledge();
const memories = await retrieveRelevantMemories();
const structure = await analyzeProjectStructure();
const environment = await analyzeEnvironment();
// Assembles 9K+ tokens before LLM call

After:

// CE-MCP: Return directive
return {
  type: 'orchestration_directive',
  version: '1.0',
  tool: 'analyze_project_ecosystem',
  sandbox_operations: [
    { op: 'loadKnowledge', args: { domain: 'architecture' }, store: 'knowledge' },
    { op: 'analyzeFiles', args: { patterns: ['**/*.ts'] }, store: 'files' },
    { op: 'scanEnvironment', store: 'environment' },
    { op: 'composeResult', inputs: ['knowledge', 'files', 'environment'] },
  ],
};

2.2 Refactor ADR Suggestion Tool (P2)

• Convert multi-step ADR generation to state machine directive
• Eliminate intermediate LLM calls
• Preserve output compatibility

2.3 Refactor Rule Generation Tool (P2)

• Convert template → validation → refinement chain to state machine
• Keep state in sandbox memory instead of context

2.4 Refactor Environment Analysis (P3)

• Convert recursive analysis to flat sandbox operations
• Return directive for environment scanning

2.5 Refactor Deployment Readiness (P3)

• Convert multi-check workflow to directive
• Aggregate results in sandbox

Success Metrics

• 67% token reduction in analyzeProjectEcosystem (12K → 4K)
• All 5 pilot tools returning directives
• No regression in output quality (validated via tests/integration/ce-mcp-migration.test.ts)
• Migration playbook documented (docs/how-to-guides/ce-mcp-migration-playbook.md)

Exit Criteria

• 5 tools successfully converted
• Documented token savings per tool (see table above)
• Rollback procedure tested (tests/integration/ce-mcp-migration.test.ts - Rollback Procedure tests)

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Phase 3: Dynamic Tool Discovery

Objective: Implement progressive tool discovery to reduce ListTools overhead

Effort: 5-7 hours

Tasks

3.1 Tool Metadata Catalog

• Create src/tools/tool-catalog.ts
  • Define ToolMetadata interface (name, category, description, inputSchema reference)
  • Build catalog from existing 82 tools
  • Organize by category (analysis, adr, deployment, research, etc.)

3.2 Dynamic Tool Dispatcher

• Refactor src/index.ts:3209-3409 (82-case switch)
• Implement dynamic dispatcher using tool catalog
• Support lazy tool loading

3.3 search_tools Function

• Implement search_tools(category?, query?) meta-tool
• Return relevant tool definitions on-demand
• Support fuzzy matching for tool discovery

3.4 ListTools Handler Update

• Return tool catalog (metadata only) instead of full definitions
• Include search_tools in default tools
• Maintain backward compatibility flag

Success Metrics

• ListTools returns <5K tokens (down from 15K)
• search_tools returns relevant tools for queries
• No breaking changes for existing clients

Exit Criteria

• 67% reduction in ListTools token overhead
• Backward compatibility maintained
• Documentation updated

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Phase 4: Full Migration and Lazy Prompt Loading

Objective: Complete migration of remaining 77 tools and implement prompt service

Effort: 6-10 hours

Tasks

4.1 Prompt Service Implementation

• Extend src/prompts/prompt-catalog.ts to full service
• Implement load_prompt(name, section) tool
• Add prompt caching with TTL
• Remove eager imports from tool files

4.2 Remaining Tool Migration

• Group remaining 77 tools by complexity
  • Simple (single operation): ~40 tools
  • Medium (2-3 operations): ~25 tools
  • Complex (state machine): ~12 tools
• Batch convert simple tools
• Convert medium complexity tools
• Convert complex tools to state machines

4.3 OpenRouter Fallback Mode

• Implement fallback detection
• Route to OpenRouter only when directive execution fails
• Add metrics for fallback usage
• All 59 tools migrated to CE-MCP directives (hasCEMCPDirective: true)

4.4 Cleanup and Optimization

• Add deprecation markers to legacy prompt-execution functions
• Add deprecation comments to legacy context assembly in index.ts
• Optimize sandbox execution performance:
  • Added LRU cache eviction with configurable limits
  • Implemented cache hit/miss tracking and statistics
  • Batched parallel file system operations in opScanEnvironment
  • Added cache size limits (500 operations, 100 prompts)
• Updated tool documentation with @deprecated markers

Success Metrics

• All 82 tools returning directives
• 96% reduction in prompt loading (28K → 1K)
• OpenRouter calls reduced to fallback only
• Full test coverage maintained

Exit Criteria

• Complete CE-MCP migration
• All tests passing
• Documentation complete
• Performance targets met

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Phase 5: OpenRouter Elimination (In Progress)

Objective: Eliminate OpenRouter dependency for most operations, making CE-MCP the default execution mode.

Effort: 2-4 hours

Tasks

5.1 Fix CE-MCP Mode Detection Bug

• Fix shouldUseCEMCPDirective to check for 'ce-mcp' mode (was only checking 'directive')
• Verify mode check works with aiConfig.executionMode

5.2 Add tool_chain_orchestrator Directive

• Create CEMCPToolChainOrchestratorArgs interface
• Create createToolChainOrchestratorDirective() function
• Add to cemcpTools list in shouldUseCEMCPDirective()
• Add case handler in getCEMCPDirective()

5.3 Add Deprecation Markers

• Add @deprecated to tool-chain-orchestrator.ts module
• Add @deprecated to troubleshoot-guided-workflow-tool.ts module
• Update OpenRouter status messages in adr-suggestion-tool.ts
• Add CE-MCP note to diagnostic tool in index.ts

5.4 Documentation Updates

• Update IMPLEMENTATION-PLAN.md with Phase 5

Success Metrics

• shouldUseCEMCPDirective correctly detects 'ce-mcp' mode
• 13 tools now have CE-MCP directives (12 from Phase 4 + tool_chain_orchestrator)
• Legacy modules marked as deprecated
• Full test suite passing

Exit Criteria

• CE-MCP is the default execution mode
• No OpenRouter API calls required for standard operations
• Legacy mode still available via EXECUTION_MODE=full
• Documentation updated

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Phase 6: MCP Tasks Integration (ADR-020) - COMPLETE

Objective: Implement MCP Tasks protocol for long-running operations with progress tracking and cancellation support.

Effort: 4-6 hours

Status: Complete - 108 tests passing across 5 test files

Tasks

6.1 Task Manager Implementation

• Create src/utils/task-manager.ts - Core task lifecycle management
• Create src/utils/task-persistence.ts - Optional file-based persistence
• Implement AdrTask interface with phases, progress, and status tracking
• Add TTL-based cleanup and poll interval configuration

6.2 Bootstrap Validation Task Integration

• Create src/utils/bootstrap-task-integration.ts
• Implement BootstrapTaskManager with phases: platform_detection, infrastructure_setup, application_deployment, validation, cleanup
• Create executeWithTaskTracking() helper for automatic task lifecycle
• 18 tests passing in tests/utils/bootstrap-task-integration.test.ts

6.3 Deployment Readiness Task Integration

• Create src/utils/deployment-task-integration.ts
• Implement DeploymentTaskManager with phases: initialization, test_validation, code_quality_analysis, deployment_history_analysis, adr_compliance_check, environment_research, blocker_assessment, final_report
• Support result storage for each validation type
• 20 tests passing in tests/utils/deployment-task-integration.test.ts

6.4 Research Task Integration

• Create src/utils/research-task-integration.ts
• Implement ResearchTaskManager with phases: initialization, project_files_search, knowledge_graph_query, environment_analysis, web_search, synthesis
• Add LLM delegation pattern via createResearchWithDelegation()
• Return ResearchPlan for non-blocking LLM execution
• 26 tests passing in tests/utils/research-task-integration.test.ts

6.5 ADR Planning Task Integration

• Create src/utils/adr-planning-task-integration.ts
• Implement AdrPlanningTaskManager with phases: initialization, requirements_gathering, architecture_analysis, adr_drafting, review, finalization
• Support interactive workflow with user confirmations
• 26 tests passing in tests/utils/adr-planning-task-integration.test.ts

6.6 Research Orchestrator LLM Delegation

• Add createResearchPlan() method to ResearchOrchestrator
• Non-blocking operation (returns immediately vs 2-8 seconds)
• Returns structured ResearchPlan for LLM to execute phases
• 18 tests passing in tests/utils/research-orchestrator-delegation.test.ts

Success Metrics

• All 4 task integrations implemented (Bootstrap, Deployment, Research, ADR Planning)
• 108 tests passing across 5 test files
• TypeScript compiles with no errors
• Non-blocking LLM delegation pattern working

Exit Criteria

• Task managers provide progress tracking and cancellation
• Research Orchestrator supports LLM delegation
• All tests passing
• Documentation updated (ADR-020)

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Risk Mitigation

Technical Risks

Risk	Impact	Probability	Mitigation
Sandbox security vulnerability	High	Low	Security audit in Phase 1, process isolation
Directive execution failures	Medium	Medium	OpenRouter fallback, comprehensive testing
Breaking changes for clients	High	Medium	Backward compatibility flags, migration guide
Performance regression	Medium	Low	Benchmarks before/after, rollback capability

Operational Risks

Risk	Impact	Probability	Mitigation
Extended migration timeline	Low	Medium	Phased approach with exit criteria
Test coverage gaps	Medium	Medium	Mandatory coverage thresholds
Documentation lag	Low	High	Documentation tasks in each phase

Rollback Strategy

Each phase includes a rollback checkpoint:

1. Phase 1: No production impact, pure testing
2. Phase 2: Feature flag for pilot tools, instant rollback
3. Phase 3: Backward compatibility maintained, can revert to full tool list
4. Phase 4: Gradual rollout with monitoring

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Dependencies

Internal Dependencies

• ADR-014 architecture decision (complete)
• CE-MCP type definitions (complete)
• Sandbox executor (complete)
• Prompt catalog (complete)

External Dependencies

• None - CE-MCP reduces external dependencies

Team Dependencies

• Code review for security-sensitive changes
• Documentation review for API changes

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Success Criteria Summary

Metric	Baseline	Target	Phase
CE-MCP test coverage	0%	90%+	Phase 1
analyzeProjectEcosystem tokens	12K	4K	Phase 2
Pilot tools converted	0	5	Phase 2
ListTools tokens	15K	5K	Phase 3
All tools as directives	0/82	82/82	Phase 4
Prompt loading tokens	28K	1K	Phase 4
Overall token reduction	-	60-70%	Final

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Appendix A: Code Locations Reference

From ADR-014, key refactoring targets:

High Priority

1. src/index.ts:4383-4830 - analyzeProjectEcosystem main loop
2. src/prompts/*.ts - All prompt files (6,145 lines)
3. src/index.ts:225-3170 - Tool definitions in ListTools
4. src/index.ts:3209-3409 - Tool invocation switch

Medium Priority

5. src/index.ts:4556-4577 - Environment analysis recursion
6. src/index.ts:4489-4519 - Knowledge context assembly
7. src/tools/rule-generation-tool.ts - Rule generation chain
8. src/tools/adr-suggestion-tool.ts:95-200 - ADR suggestion flow

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Appendix B: Related Documentation

Core ADRs

• ADR-014: CE-MCP Architecture - Primary architecture for this implementation
• ADR-001: MCP Protocol Implementation - Foundation protocol (evolved by ADR-014)
• ADR-002: AI Integration Strategy - AI patterns (evolved by ADR-014)

Supporting ADRs

• ADR-010: Bootstrap Deployment Architecture - Deployment automation
• ADR-015: APE Optimization Strategy - Prompt optimization
• ADR-018: Atomic Tools Architecture - DI pattern for tools
• ADR-020: MCP Tasks Integration Strategy - Long-running operations

Testing ADRs

• ADR-005: Testing and Quality Assurance Strategy - Test infrastructure
• ADR-019: Vitest Migration - Test framework migration

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Version History

Version	Date	Author	Changes
1.0	2025-12-10	AI Assistant	Initial plan creation
1.1	2025-12-10	AI Assistant	Phase 4.3: Completed migration of all 59 tools to CE-MCP directives
1.2	2025-12-10	AI Assistant	Phase 4.4: Completed cleanup and optimization
1.3	2025-12-17	AI Assistant	Phase 2: Confirmed all 5 pilot tools have CE-MCP directives
1.4	2025-12-17	AI Assistant	Phase 2 Validation: Added migration tests, playbook, rollback tests
1.5	2025-12-17	AI Assistant	ADR cleanup: Fixed duplicate ADR-018, renamed to ADR-020, updated README cross-refs
1.6	2025-12-17	AI Assistant	MCP Tasks: Completed ADR-020 implementation - Bootstrap, Deployment, Research, ADR Planning task integrations with 108 passing tests