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# GLAMA AI & GOLD Standard Documentation This directory contains documentation related to achieving GLAMA AI Gold standard status for the Advanced Memory MCP project. ## Overview GLAMA AI is a quality assurance platform that evaluates MCP servers against rigorous standards. The GOLD standard represents the highest tier of achievement. **Current Status:** Bronze Tier (40/100) **Next Target:** Silver Tier (60/100) - ~32 hours of work ## Documentation Files ### 📊 **Current Assessment** ⭐ START HERE **[GOLD_STATUS_ACHIEVEMENT.md](GOLD_STATUS_ACHIEVEMENT.md)** - **Current status:** Bronze Tier (40/100) - **Realistic assessment** of strengths and gaps - **32-hour action plan** to reach Silver Tier - Prioritized tasks with hour estimates - Critical issues that need immediate attention ### 📋 **Requirements** **[GLAMA_AI_REQUIREMENTS.md](GLAMA_AI_REQUIREMENTS.md)** - Official GLAMA AI requirements and criteria - Quality metrics and evaluation standards - What Gold standard actually requires - Platform submission checklist ## Quick Facts **Where We Are:** - ❌ 155 failing tests (85% pass rate) - ❌ 54% code coverage - ❌ Print statements still in code - ❌ Database setup issues **What We Need:** - ✅ 95%+ test pass rate - ✅ 90%+ code coverage - ✅ Zero print statements - ✅ Complete documentation (CHANGELOG, SECURITY) **How to Get There:** **32 hours** of focused work on: 1. Fix database test issues (8h) 2. Fix mock responses (6h) 3. Fix FunctionTool calling (2h) 4. Remove print statements (4h) 5. Fix type hints (4h) 6. Create CHANGELOG (3h) 7. Complete SECURITY.md (2h) 8. Update CONTRIBUTING (3h) ## Action Plan Priority ### 🔴 Critical (16 hours) - Do These First - Database setup fixes - Mock response fixes - FunctionTool calling fixes ### 🟡 High (8 hours) - Do These Next - Remove all print statements - Fix mypy strict mode errors ### 🟢 Medium (8 hours) - Do These Last - CHANGELOG.md - SECURITY.md - CONTRIBUTING.md enhancements ## Related Documentation - **Development Guide**: [CLAUDE.md](../../CLAUDE.md) - **Contributing**: [CONTRIBUTING.md](../../CONTRIBUTING.md) - **Tests**: [tests/README.md](../../tests/README.md) --- **Last Updated:** October 9, 2025 **Current Tier:** Bronze (40/100) 🥉 **Next Goal:** Silver (60/100) - 32 hours away

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