Skip to main content
Glama
IMPLEMENTATION_PACKAGE.md5.49 kB
# MCP-Titan Implementation Package (Consolidated) Date: October 10, 2025 Version: 3.1 (Phase 0 consolidation) Maintainer: Titan Memory Documentation Team --- ## 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) | --- ## 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Readiness Snapshot | Dimension | Status | Notes | | --- | --- | --- | | MCP Tooling | Functional but docs/help output outdated (17 tools in code) | | Momentum/Token Flow/Forgetting Gate | Defined in code, not wired; guide sections 1–3 describe planned implementation | | Learner Loop |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 | --- ## 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 | --- ## 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. --- ## 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. --- ## 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 | --- ## 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. --- For questions or updates, contact the Titan Memory Documentation Team or open an issue tagged `documentation` in the repository tracker.

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/henryhawke/mcp-titan'

If you have feedback or need assistance with the MCP directory API, please join our Discord server