| # MnemoCore Roadmap | |
| **Open Source Infrastructure for Persistent Cognitive Memory** | |
| Version: 4.5.0-beta | Updated: 2026-02-20 | |
| --- | |
| ## Vision | |
| MnemoCore provides the foundational memory layer for cognitive AI systems — | |
| a production-ready, self-hosted alternative to cloud-dependent memory solutions. | |
| --- | |
| ## Current Status (v4.5.0-beta) | |
| | Component | Status | | |
| |-----------|--------| | |
| | Binary HDV Engine | ✅ Stable | | |
| | Tiered Storage (HOT/WARM/COLD) | ✅ Functional | | |
| | HNSW Index | ✅ Working | | |
| | Query/Store API | ✅ Operational | | |
| | Qdrant Integration | ✅ Available | | |
| | MCP Server | 🟡 Beta | | |
| | PyPI Distribution | 🟡 Pending | | |
| --- | |
| ## Phase 5: Production Hardening | |
| **Goal:** Battle-tested, enterprise-ready release | |
| ### 5.1 Stability & Testing | |
| - [ ] Increase test coverage to 80%+ | |
| - [ ] Add integration tests for Qdrant backend | |
| - [ ] Stress test with 100k+ memories | |
| - [ ] Add chaos engineering tests (network failures, disk full) | |
| ### 5.2 Performance Optimization | |
| - [ ] Benchmark query latency at scale | |
| - [ ] Optimize HNSW index rebuild time | |
| - [ ] Add batch operation endpoints | |
| - [ ] Profile and reduce memory footprint | |
| ### 5.3 Developer Experience | |
| - [ ] Complete API documentation (OpenAPI spec) | |
| - [ ] Add usage examples for common patterns | |
| - [ ] Create quickstart guide | |
| - [ ] Add Jupyter notebook tutorials | |
| ### 5.4 Operations | |
| - [ ] Docker Compose production config | |
| - [ ] Kubernetes Helm chart | |
| - [ ] Prometheus metrics endpoint | |
| - [ ] Health check hardening | |
| **ETA:** 2-3 weeks | |
| --- | |
| ## Phase 6: Feature Expansion | |
| **Goal:** More cognitive capabilities | |
| ### 6.1 Advanced Retrieval | |
| - [ ] Temporal queries ("memories from last week") | |
| - [ ] Multi-hop associative recall | |
| - [ ] Contextual ranking (personalized relevance) | |
| - [ ] Negation queries ("NOT about project X") | |
| ### 6.2 Memory Enrichment | |
| - [ ] Auto-tagging via LLM | |
| - [ ] Entity extraction (names, dates, concepts) | |
| - [ ] Sentiment scoring | |
| - [ ] Importance classification | |
| ### 6.3 Multi-Modal Support | |
| - [ ] Image embedding storage | |
| - [ ] Audio transcript indexing | |
| - [ ] Document chunk management | |
| **ETA:** 4-6 weeks | |
| --- | |
| ## Phase 7: Ecosystem | |
| **Goal:** Easy integration with existing AI stacks | |
| ### 7.1 Integrations | |
| - [ ] LangChain memory adapter | |
| - [ ] LlamaIndex integration | |
| - [ ] OpenAI Assistants API compatible | |
| - [ ] Claude MCP protocol | |
| ### 7.2 SDKs | |
| - [ ] Python SDK (official) | |
| - [ ] TypeScript/JavaScript SDK | |
| - [ ] Go SDK | |
| - [ ] Rust SDK | |
| ### 7.3 Community | |
| - [ ] Discord/Slack community | |
| - [ ] Contributing guide | |
| - [ ] Feature request process | |
| - [ ] Regular release cadence | |
| **ETA:** 8-12 weeks | |
| --- | |
| ## Long-Term Vision (Phase 8+) | |
| ### Research Directions | |
| - [ ] Hierarchical memory (episodic → semantic → procedural) | |
| - [ ] Forgetting curves with spaced repetition | |
| - [ ] Dream consolidation during idle cycles | |
| - [ ] Meta-learning from usage patterns | |
| ### Platform | |
| - [ ] Managed cloud offering (optional) | |
| - [ ] Multi-tenant support | |
| - [ ] Federation across nodes | |
| - [ ] Privacy-preserving memory sharing | |
| --- | |
| ## Release Schedule | |
| | Version | Target | Focus | | |
| |---------|--------|-------| | |
| | v4.5.0 | Current | Beta stabilization | | |
| | v5.0.0 | +2 weeks | Production ready | | |
| | v5.1.0 | +4 weeks | Performance + DX | | |
| | v6.0.0 | +6 weeks | Feature expansion | | |
| | v7.0.0 | +10 weeks | Ecosystem | | |
| --- | |
| ## Contributing | |
| MnemoCore is open source under MIT license. | |
| - **GitHub:** https://github.com/RobinALG87/MnemoCore-Infrastructure-for-Persistent-Cognitive-Memory | |
| - **PyPI:** `pip install mnemocore` | |
| - **Issues:** Use GitHub Issues for bugs and feature requests | |
| - **PRs:** Welcome! See CONTRIBUTING.md | |
| --- | |
| *Roadmap maintained by Robin Granberg & Omega* | |