IMPLEMENTATION_PACKAGE.md•5.49 kB
# MCP-Titan Implementation Package (Consolidated)
Date: October 10, 2025
Version: 3.1 (Phase 0 consolidation)
Maintainer: Titan Memory Documentation Team
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## 1. Package Overview
This package bundles every artifact required to understand, extend, and deploy the Titan Memory MCP server. It replaces the legacy `COMPLETE_IMPLEMENTATION_PACKAGE.md` and `GUIDE_UPDATE_SUMMARY.md` reports.
### Core Artifacts
| Artifact | Purpose | Freshness |
| --- | --- | --- |
| `DETAILED_IMPLEMENTATION_GUIDE.md` | Step-by-step implementation playbook for Titans research features and production hardening tasks | Needs pruning of redundant sections (see §4) |
| `research_paper_source.md` | Reference copy of the Titans paper with line annotations used throughout the guide | Stable |
| `SYSTEM_AUDIT.md` | Current audit + status tracker for documentation, features, and production readiness | New (Oct 2025) |
| `IMPLEMENTATION_PROGRESS.md` | Phase tracker, feature matrix, metrics dashboard | Updated (Oct 2025) with new matrix |
| `docs/api/README.md` | Authoritative MCP tool & schema documentation | Updated (Oct 2025); monitor parity with help output |
| `docs/architecture-overview.md` | Component topology for server, model, learner, workflows | Updated (Oct 2025) to include WorkflowUtils & MemoryPruner |
| `docs/code-inventory.md` | Baseline code inventory (tools, stubs, tests) | New (Oct 2025) |
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## 2. Quick Navigation
| Starting From | Go To | Why |
| --- | --- | --- |
| Audit task (`SYSTEM_AUDIT.md` §5) | `DETAILED_IMPLEMENTATION_GUIDE.md` section referenced in action row | Implementation details + code pointers |
| Research claim (research paper lines) | Guide section cross-referenced in Appendix A of the guide | Practical interpretation of theoretical construct |
| Feature status question | `IMPLEMENTATION_PROGRESS.md` matrices | Phase / feature completion state |
| Tool schema question | `docs/api/README.md` | Zod-aligned parameters & examples |
---
## 3. Current Readiness Snapshot
| Dimension | Status | Notes |
| --- | --- | --- |
| MCP Tooling | Functional but docs/help output outdated (17 tools in code) |
| Momentum/Token Flow/Forgetting Gate | Defined in code, not wired; guide sections 1–3 describe planned implementation |
| Learner Loop | Replay buffer + mock tokenizer; deterministic tokenizer integration pending |
| Workflows | Scaffolds only; mark experimental until production plan defined |
| Testing | No end-to-end MCP coverage; planned in IMPLEMENTATION_PROGRESS.md update |
| Documentation | Core sources present but require synchronization after this consolidation |
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## 4. Documentation Cleanup Tasks
| ID | Task | Owner | Status |
| --- | --- | --- | --- |
| IP-1 | Refresh `IMPLEMENTATION_PROGRESS.md` with Phase checklist, status matrix, metrics | Docs | ✅ Complete |
| DG-1 | Trim redundant appendices/checklists from `DETAILED_IMPLEMENTATION_GUIDE.md`; ensure single source of task truth | Docs | ⏳ In Progress |
| API-1 | Update `docs/api/README.md` & help text with accurate tool list and schemas | Docs | ✅ Complete |
| PROMPT-1 | Rewrite `docs/llm-system-prompt.md` to reflect current tool set | Docs | ✅ Complete |
| ARCH-1 | Extend `docs/architecture-overview.md` with `WorkflowUtils`, `VectorProcessor`, `SafeTensorOps`, `MemoryPruner` notes | Docs | ✅ Complete |
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## 5. Audit To-Do Matrix (From SYSTEM_AUDIT §5)
| Theme | System Audit Item | Guide Section | Status |
| --- | --- | --- | --- |
| Research Features | B1 – Momentum integration | `DETAILED_IMPLEMENTATION_GUIDE.md` §1 | Planned |
| Research Features | B2 – Token flow integration | Guide §2 | Planned |
| Research Features | Hierarchical memory wiring | Guide §5 | Planned |
| Production | C1 – Health checks & logging | Guide §§6–7 | Planned |
| Production | C2 – Auth & rate limiting | Guide §11 | Planned |
| Testing | D1 – MCP integration tests | Guide §10 (Testing) | Planned |
| Workflows | E1 – Workflow decision | Guide §9 | Planned |
Use this table as your jumping-off point: each row already links the audit backlog to the detailed implementation instructions.
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## 6. Implementation Order (Recommended)
1. **Phase 0 Close-Out (Docs):** Finalize DG-1 clean-up and monitor parity. Tasks IP-1, API-1, PROMPT-1, ARCH-1 completed in Oct 2025.
2. **Phase 1 (Core Research Features):** Implement momentum, forgetting gate, token flow (guide §§1–3); add telemetry tool updates as needed.
3. **Phase 2 (Production Hardening):** Health checks, structured logging, rate limiting/auth, workflow decision.
4. **Phase 3 (Validation):** Integration tests, performance baselines, learner tokenizer swap.
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## 7. Metrics & Evidence Checklist
| Metric | Target | Source |
| --- | --- | --- |
| MCP tool help vs docs parity | 100% match | Generated help output vs docs/api tool table |
| Integration test coverage | 1 full stdio workflow scenario | `test/` suite |
| Autosave reliability | No silent failures; retries logged | `src/index.ts` logs |
| Telemetry surfacing | Token flow + momentum stats available | New MCP tool or extension |
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## 8. Change Log
- **2025-10-10:** Consolidated `COMPLETE_IMPLEMENTATION_PACKAGE.md` and `GUIDE_UPDATE_SUMMARY.md`; aligned package content with current audit; introduced documentation cleanup tasks table.
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For questions or updates, contact the Titan Memory Documentation Team or open an issue tagged `documentation` in the repository tracker.