# MemoryGraph Workplan Index
**Last Updated**: 2025-12-08
**Current Version**: v0.10.0 (ready for release)
**Test Status**: 1,068 tests passing
**Purpose**: Central index for all workplans organized by priority and dependency
> **Note**: Completed and deprecated workplans have been moved to `/docs/archive/` for reference.
---
## ⚠️ Context Budget Principle (2025-12-07)
**Every MCP tool must justify its context overhead.**
| Metric | Budget |
|--------|--------|
| MCP tool definition | ~1-1.5k tokens each |
| Current total (Core) | ~9.6k tokens (9 tools) |
| Current total (Extended) | ~11k tokens (12 tools) |
| Target overhead | <15% of context window |
### Before Adding New MCP Tools
1. **Estimate cost**: ~1-1.5k tokens per tool
2. **Evaluate uniqueness**: Does this duplicate existing functionality?
3. **Assess frequency**: Expected usage > 10% of sessions?
4. **Calculate ROI**: value / context_cost > 0.5
### Recent Decisions
- **12-WORKPLAN**: Cut 5/6 navigation tools (saved ~5.5k tokens)
- **13-WORKPLAN**: MCP tools deferred pending usage review
---
## Parallel Execution Summary
Each workplan includes a **Parallel Execution Guide** for running with multiple agents.
| Workplan | Max Parallel Agents | Parallelizable Sections |
|----------|---------------------|-------------------------|
| **WP0 (Marketing)** | 4 agents | Discovery channels, launch posts |
| **WP6 (Multi-Tenancy)** | 3 agents | Config, backend indexes |
| **WP16 (SDK)** | 4 agents | LlamaIndex, LangChain, CrewAI, AutoGen |
| **WP20 (Cloud)** | ✅ Complete | N/A |
| **WP21 (LadybugDB)** | 2 agents | Query/Search, Relationships |
### How to Use Parallel Agents
1. Read the **Parallel Execution Guide** at the top of each workplan
2. Identify sections that can run simultaneously (no dependencies)
3. Launch agents with specific section assignments
4. Coordinate on shared files (models, config) before parallel phases
---
## Overview
Workplans are numbered and organized for sequential or parallel execution by coding agents. Each workplan is designed to be:
- **Readable in one session** (~130-500 lines)
- **Self-contained** with clear prerequisites
- **Actionable** with markdown checkboxes
- **File-specific** with absolute paths where relevant
- **Context-aware** with MCP tool budgets considered
- **Parallelizable** with dependency graphs for multi-agent execution
---
## Workplan Structure
### Marketing & Distribution
**[0-WORKPLAN-MARKETING.md](0-WORKPLAN-MARKETING.md)** - Marketing & Distribution (180 lines)
- Submit to official MCP servers repo
- Submit to awesome-mcp-servers lists
- Reddit/Twitter/HN launch announcements
- Community monitoring and engagement
- **Priority**: HIGH (can run parallel with development)
- **Prerequisites**: None
- **Tasks**: 25+
### Foundation (v0.9.x) - ARCHIVED ✅
> **All foundation workplans (1-5, 8-13) completed and moved to `/docs/archive/`**
| Workplan | Title | Status | Completed |
|----------|-------|--------|-----------|
| [1-WORKPLAN](../archive/1-WORKPLAN.md) | Critical Fixes | ✅ COMPLETE | 2025-12-04 |
| [2-WORKPLAN](../archive/2-WORKPLAN.md) | Test Coverage | ✅ COMPLETE | 2025-12-04 |
| [3-WORKPLAN](../archive/3-WORKPLAN.md) | Code Quality | ✅ COMPLETE | 2025-12-04 |
| [4-WORKPLAN](../archive/4-WORKPLAN.md) | Server Refactoring | ✅ COMPLETE | 2025-12-04 |
| [5-WORKPLAN](../archive/5-WORKPLAN.md) | Pagination & Cycles | ✅ COMPLETE | 2025-12-04 |
| [8-WORKPLAN](../archive/8-WORKPLAN.md) | Claude Code Web | ✅ COMPLETE | 2025-12-03 |
| [9-WORKPLAN](../archive/9-WORKPLAN.md) | Universal Export | ✅ COMPLETE | 2025-12-04 |
| [10-WORKPLAN](../archive/10-WORKPLAN.md) | Migration Manager | ✅ COMPLETE | 2025-12-04 |
| [11-WORKPLAN](../archive/11-WORKPLAN.md) | MCP Migration Tools | ✅ COMPLETE | 2025-12-04 |
| [12-WORKPLAN](../archive/12-WORKPLAN.md) | Semantic Navigation | ✅ COMPLETE | 2025-12-07 |
| [13-WORKPLAN](../archive/13-WORKPLAN.md) | Bi-Temporal Schema | ✅ COMPLETE | 2025-12-07 |
### Deprecated/Archived Workplans ❌
> **Moved to memorygraph.dev repository, superseded, or completed through other work**
| Workplan | Title | Status | Reason |
|----------|-------|--------|--------|
| [7-WEBSITE-WORKPLAN](../archive/7-WEBSITE-WORKPLAN.md) | Website | ❌ DEPRECATED | Merged into 17 |
| [14-WORKPLAN](../archive/14-WORKPLAN.md) | Cloud Infrastructure | ❌ DEPRECATED | → memorygraph.dev |
| [15-WORKPLAN](../archive/15-WORKPLAN.md) | Authentication | ❌ DEPRECATED | → memorygraph.dev |
| [17-WORKPLAN](../archive/17-WORKPLAN.md) | Marketing Site | ❌ DEPRECATED | → memorygraph.dev |
| [18-WORKPLAN](../archive/18-WORKPLAN.md) | Team Sync | ❌ DEPRECATED | → memorygraph.dev |
| [19-WORKPLAN](../archive/19-WORKPLAN.md) | Context Optimization | ❌ ARCHIVED | Completed via WP12-13, ADR-017 |
### Active Workplans
> **Note**: Cloud infrastructure is managed in the separate **memorygraph.dev** repository.
**[20-WORKPLAN-cloud-backend.md](20-WORKPLAN-cloud-backend.md)** - MCP Cloud Backend Adaptation - **IMPLEMENTATION COMPLETE** ✅
- Cloud backend fully implemented (`src/memorygraph/backends/cloud_backend.py`)
- Integrates with Graph API at `https://graph-api.memorygraph.dev`
- Comprehensive test suite (unit, integration, e2e)
- Release preparation pending (PyPI, Docker, documentation updates)
- **Status**: IMPLEMENTATION COMPLETE (Sections 1-6), RELEASE PENDING (Sections 7-8)
- **Prerequisites**: Graph Service deployed (memorygraph.dev)
- **Reference**: Moved from memorygraph.dev/docs/planning/5-WORKPLAN-mcp-integration.md
- **Tasks**: 100+ (core implementation complete)
**[16-WORKPLAN.md](16-WORKPLAN.md)** - SDK Development (v1.0.0) - ⏸️ **DEFERRED**
- Create memorygraphsdk Python package
- **LlamaIndex integration** (🔴 Critical) - #1 priority
- **LangChain/LangGraph integration** (🔴 Critical) - #2 priority
- CrewAI integration (🟡 Medium)
- AutoGen integration (🟢 Low)
- Publish to PyPI
- **Priority**: 🔴 CRITICAL (Competitive Differentiation) - DEFERRED
- **Status**: Deferred pending v0.10.0 release and WP20 completion
- **Prerequisites**: memorygraph.dev Graph Service complete, WP20 release
- **Reference**: PRODUCT_ROADMAP.md Phase 3.4, memorygraph.dev Workplan 8-10
- **Tasks**: 70+ (across 9 sections)
- **Note**: Priority updated 2025-12-08 per PRODUCT_ROADMAP.md
### Backend Expansion (Lower Priority)
**[21-WORKPLAN-ladybugdb.md](21-WORKPLAN-ladybugdb.md)** - LadybugDB Backend Completion - ⏸️ **PENDING**
- Complete the LadybugDB backend implementation to production-ready status
- Current state: Skeleton with ~30% implementation
- Missing: Memory CRUD, Relationship methods, Search/Query, parameterized queries
- Security: Fix SQL injection vulnerability in query handling
- **Priority**: 🟡 MEDIUM (Backend expansion)
- **Prerequisites**: WP16 (SDK) and WP20 (Cloud) releases complete
- **Tasks**: 60+ (across 6 sections)
- **Note**: Created 2025-12-08 per code review findings
### Future (Strategic Features)
**[6-WORKPLAN.md](6-WORKPLAN.md)** - Multi-Tenancy Phase 1
- Implement schema enhancement for multi-tenant support
- Add optional tenant_id, team_id, visibility fields
- Maintain 100% backward compatibility
- **Priority**: FUTURE (not yet started)
- **Prerequisites**: 1-4 completed ✅, ADR 009 approved
- **Reference**: [ADR 009](../adr/009-multi-tenant-team-memory-sharing.md)
- **Tasks**: 25
### Deprecated Workplans
**[7-WEBSITE-WORKPLAN.md](7-WEBSITE-WORKPLAN.md)** - ❌ **DEPRECATED**
- Website design and planning
- **Status**: Content merged into 17-WORKPLAN.md
- **Do not use**: Refer to 17-WORKPLAN.md instead
**[8-WORKPLAN.md](8-WORKPLAN.md)** - Claude Code Web Support via Project Hooks - **COMPLETE** ✅
- Auto-install MemoryGraph in remote environments
- Project hooks for Claude Code Web
- Cloud backend detection
- **Status**: COMPLETE (implementation exists)
- **Prerequisites**: Cloud backend when available
- **Tasks**: Complete
---
## Execution Recommendations
### For Coding Agents
**v0.10.0 Track (Competitive Features)**:
1. Start with **12-WORKPLAN** (Semantic Navigation) - validates our graph-first approach
2. Then **13-WORKPLAN** (Bi-Temporal Schema) - learn from Graphiti
3. Release v0.10.0 with both features
**v1.0.0 Track (Cloud Launch)**:
1. Start with **14-WORKPLAN** (Cloud Infrastructure) - foundation for everything
2. Then **15-WORKPLAN** (Authentication) - critical for cloud
3. Parallel: **16-WORKPLAN** (SDK) and **17-WORKPLAN** (Website)
4. Release v1.0.0 with cloud platform live
**v1.1.0 Track (Team Features)**:
1. After v1.0.0 launched, work on **18-WORKPLAN** (Team Sync)
2. Release v1.1.0 with real-time collaboration
**Parallel Execution**:
- **0-WORKPLAN-MARKETING**: Can run in parallel with ALL development work
- **16-WORKPLAN** and **17-WORKPLAN**: Can be worked on in parallel
- **6-WORKPLAN**: Defer until multi-tenancy is needed (enterprise customers)
---
## Dependency Graph
```
0-WORKPLAN-MARKETING (parallel track, ongoing)
│
├────────────────────────────────────────────────────┐
│ │
1-WORKPLAN (Critical Fixes) ✅ COMPLETE │
↓ │
├─→ 2-WORKPLAN (Test Coverage) ✅ COMPLETE │
│ ↓ │
├─→ 3-WORKPLAN (Code Quality) ✅ SUBSTANTIALLY COMPLETE │
│ ↓ │
└─────→ 4-WORKPLAN (Refactoring) ✅ COMPLETE │
↓ │
5-WORKPLAN (New Features) ✅ COMPLETE ←──────────┘
↓
├─→ 9-WORKPLAN (Universal Export) ✅ SUBSTANTIALLY COMPLETE
│ ↓
│ 10-WORKPLAN (Migration Manager) ✅ CORE COMPLETE
│ ↓
│ 11-WORKPLAN (MCP Tools) ✅ TOOLS COMPLETE
│
├─→ 12-WORKPLAN (Semantic Navigation) [v0.10.0] NEW
│ ↓
│ 13-WORKPLAN (Bi-Temporal Schema) [v0.10.0] NEW
│
├─→ 14-WORKPLAN (Cloud Infrastructure) [v1.0.0] ❌ DEPRECATED
│ ↓
│ 15-WORKPLAN (Authentication) [v1.0.0] ❌ DEPRECATED
│ ↓
│ ├─→ 20-WORKPLAN (MCP Cloud Backend) [v1.0.0] ✅ IMPLEMENTATION COMPLETE
│ │
│ ├─→ 16-WORKPLAN (SDK Development) [v1.0.0] NEW
│ │
│ ├─→ 17-WORKPLAN (Website) [v1.0.0] ❌ DEPRECATED
│ │
│ └─→ 18-WORKPLAN (Team Sync) [v1.1.0] NEW
│
├─→ 21-WORKPLAN (LadybugDB Backend) [MEDIUM] NEW
│
└─→ 6-WORKPLAN (Multi-Tenancy) [FUTURE]
```
---
## Version Roadmap
### v0.9.6 (Current - Released)
- Foundation complete (1-5, 9-11)
- 1,200 tests passing
- Migration system working
- **Status**: ✅ Released
### v0.10.0 (Next - Competitive Features)
- **12-WORKPLAN**: Semantic Navigation Tools ✅ COMPLETE
- **13-WORKPLAN**: Bi-Temporal Schema ✅ COMPLETE
- **Target**: Q1 2026
- **Focus**: Close gaps with Cipher and Graphiti
- **Status**: Ready for release (both workplans complete)
### v1.0.0 (Cloud Launch)
- **20-WORKPLAN**: MCP Cloud Backend Adaptation ✅ IMPLEMENTATION COMPLETE
- **16-WORKPLAN**: SDK Development
- **14-WORKPLAN**: Cloud Infrastructure ❌ DEPRECATED (see memorygraph.dev)
- **15-WORKPLAN**: Authentication & API Keys ❌ DEPRECATED (see memorygraph.dev)
- **17-WORKPLAN**: Website ❌ DEPRECATED (see memorygraph.dev)
- **Target**: Q2 2026 (cloud backend ready, release pending)
- **Focus**: MCP cloud integration and SDK development
### v1.1.0 (Team Features)
- **18-WORKPLAN**: Real-Time Team Sync ❌ DEPRECATED (moved to memorygraph.dev)
- **Target**: Q3 2026
- **Focus**: Enterprise collaboration (server-side implementation in memorygraph.dev)
### v1.2.0+ (Future)
- **6-WORKPLAN**: Multi-Tenancy
- Additional features based on user feedback
---
## Metrics Summary
### Total Work Status (as of 2025-12-07)
- **Total Workplans**: 20 active + 4 deprecated
- **Completed Workplans**: 11 (1-5, 8-13, 20 core implementation)
- **New Workplans**: 8 (12-13, 16, 18, 20)
- **Test Suite**: 1,338 tests passing (up from 890)
- **Coverage**: Maintained/improved (server.py significantly improved)
- **v0.10.0 Status**: Ready for release (12-13 complete)
- **Cloud Backend Status**: Implementation complete, release pending (20 complete)
### Priority Breakdown - UPDATED
- **Marketing** (parallel): 25+ tasks (0-WORKPLAN-MARKETING) - IN PROGRESS
- **Foundation** (COMPLETE ✅): 130+ tasks (1-5, 9-11 WORKPLAN)
- **v0.10.0 Features** (COMPLETE ✅): 130+ tasks (12-13 WORKPLAN)
- **v1.0.0 Cloud Backend** (IMPLEMENTATION COMPLETE ✅): 100+ tasks (20 WORKPLAN)
- **v1.0.0 SDK** (NEW): 60+ tasks (16 WORKPLAN)
- **v1.1.0 Features** (NEW): 80+ tasks (18 WORKPLAN)
- **Future** (NOT STARTED): 25 tasks (6-WORKPLAN)
- **Deprecated**: 7-WEBSITE-WORKPLAN (merged into 17), 14-15, 17 (superseded by memorygraph.dev)
### Estimated Effort
- **v0.10.0**: 20-28 hours (12-13 WORKPLAN) - ✅ COMPLETE (~22 hours actual)
- **v1.0.0 Cloud Backend**: ~20 hours (20 WORKPLAN) - ✅ IMPLEMENTATION COMPLETE (~18 hours actual)
- **v1.0.0 SDK**: 12-16 hours (16 WORKPLAN)
- **v1.1.0**: 16-24 hours (18 WORKPLAN)
- **Total remaining work**: 28-40 hours (SDK development + team sync)
---
## Strategic Context
### Product Roadmap Alignment
These workplans align with [PRODUCT_ROADMAP.md](PRODUCT_ROADMAP.md):
- **Phase 0: Competitive Response** (NEW): Marketing, differentiation (0-WORKPLAN)
- **Phase 1-2** (COMPLETE ✅): Quality and testing (1-5 workplans)
- **Phase 2.5** (SUBSTANTIALLY COMPLETE ✅): Universal export and migration (9-11 workplans)
- **Phase 2 (NEW)**: Semantic Navigation + Bi-Temporal (12-13 workplans)
- **Phase 3 (NEW)**: Cloud Launch (14-17 workplans)
- **Phase 4 (NEW)**: Team Features (18 workplan)
- **Phase 5 (FUTURE)**: Multi-tenancy (6 workplan)
### Architecture Decision Records
Implemented ADRs:
- [ADR 010](../adr/010-server-refactoring.md): Server refactoring approach (4-WORKPLAN) ✅
- [ADR 011](../adr/011-pagination-design.md): Pagination design (5-WORKPLAN) ✅
- [ADR 012](../adr/012-cycle-detection.md): Cycle detection strategy (5-WORKPLAN) ✅
- [ADR 015](../adr/015-universal-export-migration.md): Universal export and backend migration (9-11 WORKPLAN) ✅
Planned ADRs:
- [ADR 016](../adr/016-bi-temporal-tracking.md): Bi-temporal tracking (13-WORKPLAN) - TO BE CREATED
- [ADR 009](../adr/009-multi-tenant-team-memory-sharing.md): Multi-Tenant Team Memory Sharing (6-WORKPLAN) - FUTURE
---
## Completion Summary (2025-12-07 Update)
### What Was Accomplished (v0.9.x)
**Foundation (Workplans 1-5)** - ALL COMPLETE ✅
1. ✅ Fixed 2,379 datetime deprecation warnings
2. ✅ Implemented health check system
3. ✅ Increased test coverage to 1,200 tests (+35%)
4. ✅ Created exception hierarchy and error handling framework
5. ✅ Improved type hints across codebase
6. ✅ Standardized on Google-style docstrings
7. ✅ Refactored server.py (1,502 → 873 lines, 42% reduction)
8. ✅ Implemented pagination with offset/limit
9. ✅ Implemented cycle detection for relationships
**Migration System (Workplans 9-11)** - CORE COMPLETE ✅
1. ✅ Refactored export/import to be backend-agnostic
2. ✅ Implemented MigrationManager with validation/verification/rollback
3. ✅ Added CLI `migrate` command
4. ✅ Created MCP tools: `migrate_database`, `validate_migration`
5. ✅ 7 migration tool tests passing
6. ✅ SQLite backend fully tested
**Claude Code Web Support (Workplan 8)** - COMPLETE ✅
1. ✅ Project hooks for auto-installation
2. ✅ Cloud backend detection
### What's New (2025-12-07)
**v0.10.0 Features Complete** ✅:
1. ✅ 12-WORKPLAN: Semantic Navigation Tools (contextual_search) - COMPLETE
2. ✅ 13-WORKPLAN: Bi-Temporal Schema - COMPLETE
**9 New Workplans Created (2025-12-05/08)**:
1. ✅ 12-WORKPLAN: Semantic Navigation Tools (v0.10.0) - COMPLETE
2. ✅ 13-WORKPLAN: Bi-Temporal Schema (v0.10.0) - COMPLETE
3. ✅ 14-WORKPLAN: Cloud Infrastructure - DEPRECATED (see memorygraph.dev)
4. ✅ 15-WORKPLAN: Authentication & API Keys - DEPRECATED (see memorygraph.dev)
5. ✅ 16-WORKPLAN: SDK Development (v1.0.0)
6. ✅ 17-WORKPLAN: memorygraph.dev Website - DEPRECATED (see memorygraph.dev)
7. ✅ 18-WORKPLAN: Real-Time Team Sync (v1.1.0) - DEPRECATED (see memorygraph.dev)
8. ✅ 20-WORKPLAN: MCP Cloud Backend Adaptation (v1.0.0) - IMPLEMENTATION COMPLETE
9. 🆕 21-WORKPLAN: LadybugDB Backend Completion - PENDING (2025-12-08)
**Workplans Deprecated**:
- ❌ 7-WEBSITE-WORKPLAN: Content merged into 17-WORKPLAN
- ❌ 14-WORKPLAN: Cloud infrastructure managed in memorygraph.dev repo
- ❌ 15-WORKPLAN: Auth service already deployed in memorygraph.dev
- ❌ 17-WORKPLAN: Marketing site already live at memorygraph.dev
**Workplans Moved**:
- 20-WORKPLAN: Moved from memorygraph.dev/docs/planning/5-WORKPLAN-mcp-integration.md (2025-12-07)
### Current State
**Version**: v0.10.0 (ready for release)
**Test Count**: 1,338 tests passing (+138 from v0.9.6)
**Code Quality**: Significantly improved
**Migration**: Core functionality ready for production use
**v0.10.0 Status**: ✅ Ready for release (12-13 complete)
**Cloud Backend Status**: ✅ Implementation complete (20 complete, release pending)
**Next Focus**: v1.0.0 SDK development (16-WORKPLAN)
**Cloud Infrastructure**: Already deployed at memorygraph.dev
**Graph API**: Live at https://graph-api.memorygraph.dev
---
## Recommendations for Next Steps
Based on the current state and [PRODUCT_ROADMAP.md](PRODUCT_ROADMAP.md):
### ✅ Completed (v0.10.0)
1. **12-WORKPLAN**: Semantic Navigation Tools ✅
- Validated our graph-first approach (Cipher abandoned vectors)
- 1 navigation tool (contextual_search) - 5 others cut for context budget
- No embedding dependencies
2. **13-WORKPLAN**: Bi-Temporal Schema ✅
- Learned from Graphiti's proven model
- Track knowledge evolution
- Point-in-time queries via Python API
- MCP tools deferred per ADR-017 (context budget)
### Immediate (Next)
1. **20-WORKPLAN**: Cloud Backend Release (Sections 7-8)
- Update Claude Code setup documentation
- Release v0.10.0 to PyPI
- Update Docker images
- **Status**: Implementation complete, release pending
2. **16-WORKPLAN**: SDK Development
- LangChain, CrewAI, AutoGen integrations
- Differentiate from Cipher (MCP-only)
- Python package: memorygraphsdk
- Publish to PyPI
**Note**: Cloud infrastructure (14, 15, 17) already deployed in memorygraph.dev repo
### Medium-term (v1.1.0)
1. **18-WORKPLAN**: Real-Time Team Sync ❌ DEPRECATED
- **Status**: Moved to memorygraph.dev repository (server-side)
- Cloud-native sync (vs Cipher's manual pull)
- Team workspaces
- Activity feed
### Backend Expansion (When Ready)
1. **21-WORKPLAN**: LadybugDB Backend Completion
- Complete skeleton to production-ready status
- Fix security issues (parameterized queries)
- Implement all GraphBackend methods
- **Status**: PENDING (after WP16/WP20 releases)
### Long-term (v1.2.0+)
1. **6-WORKPLAN**: Multi-Tenancy
- Enterprise features
- When needed based on customer demand
---
## Archived Workplans
Old workplans moved to `/docs/archive/`:
- `WORKPLAN_2025-12-02.md` (75KB, comprehensive original)
- `2-WORKPLAN_CODE_QUALITY_2025-12-02.md` (21KB, code review findings)
These are superseded by the new numbered workplans.
---
## Usage Notes
### For Project Managers
- Use this index to understand scope and priorities
- Track progress by checking completion of workplans
- Adjust priority based on business needs
- v0.10.0 focuses on competitive features
- v1.0.0 focuses on cloud launch
- v1.1.0 focuses on team collaboration
### For Developers
- Start with workplan prerequisites
- Update checkboxes as you complete tasks
- Run full test suite between workplans
- Create feature branches for major work
- All file paths are absolute for clarity
- Test before committing
### For Contributors
- Refer to individual workplans for detailed task lists
- All file paths are absolute for clarity
- Tests should be written before implementation (TDD approach)
- Each workplan has clear acceptance criteria
- New workplans are optimized for coding agents
---
## Questions?
- **Not sure where to start?** Begin with 12-WORKPLAN.md (Semantic Navigation)
- **Need strategic context?** Review [PRODUCT_ROADMAP.md](PRODUCT_ROADMAP.md)
- **Want to understand multi-tenancy?** Read [ADR 009](../adr/009-multi-tenant-team-memory-sharing.md)
- **Looking for completed work?** Check `/docs/archive/`
- **Website content?** See 17-WORKPLAN.md (7-WEBSITE-WORKPLAN deprecated)
---
**Last Updated**: 2025-12-08
**Maintainer**: Gregory Dickson
**Status**: v0.10.0 ready for release (12-13 complete), SDK development next (16)
**Cloud**: Already deployed at memorygraph.dev
**Next Focus**: SDK integrations - **LlamaIndex** (🔴 Critical), **LangChain** (🔴 Critical), CrewAI, AutoGen
