11. Risks and Technical Debts
This chapter documents known risks, technical debts, and their current status as of October 2025.
Note: This chapter has been updated to reflect the actual implementation status. Many originally identified risks have been mitigated.
11.1 Mitigated Risks ✅
These risks from the original PRD have been successfully addressed:
| Original Risk | How It Was Mitigated | Evidence | Status |
|---|---|---|---|
Include Resolution Complexity |
Custom parser with cycle detection, tested with real arc42 docs |
100% test coverage for document_parser.py, handles circular includes |
✅ Mitigated |
File Corruption |
Atomic writes via backup-and-replace strategy (ADR-004) |
Zero corruption incidents in testing, 82% overall test coverage |
✅ Mitigated |
Performance |
In-memory index (ADR-002) delivers <2s startup for 600 pages |
Measured: <2s startup, <100ms API calls, ~50MB memory |
✅ Mitigated |
Format Variations |
Focused on standard AsciiDoc/Markdown, tested with arc42 templates |
Successfully handles arc42 documentation (600 pages) |
✅ Mitigated |
Stale Index (No File Watching) |
File watching implemented with watchdog library |
Auto-refresh working, <500ms to detect and re-index changes |
✅ Mitigated |
Key Insight: All high-priority risks from the original design were successfully mitigated during implementation. The combination of comprehensive testing (82% coverage) and proven architectural patterns (ADR-001 through ADR-008) eliminated the major risk areas.
11.2 Remaining Risks and Limitations
These are known limitations of the current implementation:
| Risk Level | Description | Impact | Mitigation Plan |
|---|---|---|---|
Low |
Very Large Projects (>1000 pages) |
Memory usage could exceed 100MB, startup >5s |
Current limit is 600 pages (tested). For larger projects, consider persistent index or pagination. |
Low |
Non-Standard Markup |
Custom AsciiDoc extensions may not parse correctly |
Parser focuses on standard syntax. Extensions would require parser enhancements. |
Low |
Concurrent Write Conflicts |
Multiple clients modifying same section simultaneously |
Last-write-wins currently. Could add optimistic locking in future. |
Low |
Web Server Port Exhaustion |
If ports 8080-8099 all in use |
Fails gracefully with error message. User can manually specify port. |
Risk Assessment: All remaining risks are Low severity. The system is production-ready for its target use cases (LLM-assisted documentation editing for projects up to 600 pages).
11.3 Technical Debt (Current Status)
| Item | Description | Status | Action Plan |
|---|---|---|---|
Custom Parser |
Custom document parser (ADR-005) requires ongoing maintenance |
✅ Manageable |
100% test coverage provides safety net. Re-evaluate quarterly for library alternatives. |
~~No File Watching~~ |
~~Index doesn’t auto-refresh~~ |
✅ REPAID |
Implemented in Oct 2025 with watchdog library. Debt eliminated. |
Monolithic mcp_server.py |
~~916-line file violated maintainability~~ |
✅ REPAID |
Refactored into 7 modules (Issue #12, ADR-006). Debt eliminated. |
Insufficient Test Coverage |
~~Original design had minimal tests~~ |
✅ REPAID |
82% coverage achieved (Issue #13, ADR-008). Debt eliminated. |
Technical Debt Summary: - Repaid: 3 of 4 original debts eliminated - Remaining: 1 manageable debt (custom parser) - New Debt: None introduced
The aggressive debt repayment (Issues #12, #13, file watching implementation) resulted in a cleaner, more maintainable codebase than originally planned.
11.4 Deferred Features (Not Technical Debt)
These features from PRD v1.0 were consciously deferred, not forgotten:
| Feature | Reason for Deferral | Future Consideration |
|---|---|---|
Real-time Diff Display (Web UI) |
Complexity higher than expected, web UI functional without it |
Consider for v3.0 if user demand exists |
get_elements() API |
Requires sophisticated content parsing beyond section structure |
Would need parser enhancement for diagram/table/code extraction |
get_summary() API |
Requires LLM integration for AI-generated summaries |
Natural fit when LLM providers offer summarization APIs |
replace_element() API |
Complex interaction with content structure, low user demand |
Defer until specific use case emerges |
Important Distinction: These are deferred features, not technical debt. They were explicitly moved to "Future Features" in PRD v2.0 after evaluation. No code shortcuts were taken - the decision was made at design level.
11.5 Monitoring and Review
Debt Management Process:
-
Quarterly Review - Re-evaluate custom parser alternatives
-
Performance Monitoring - Track memory/CPU with larger projects
-
User Feedback - Collect feedback on deferred features
-
Library Updates - Monitor AsciiDoc library ecosystem
Success Criteria for Declaring Debt Paid: - Test coverage maintains >80% - All files remain <500 lines - No data corruption incidents - Performance within quality goals (Chapter 10)
Current Status: ✅ All criteria met as of Oct 2025.
Feedback
Was this page helpful?
Glad to hear it! Please tell us how we can improve.
Sorry to hear that. Please tell us how we can improve.