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DSOM Native MCP Architecture Complete

I have successfully scaffolded the native Model Context Protocol (MCP) server for our DSOM architecture. We now have a system capable of exposing the Sovereign Markdown Palace directly to AI clients, heavily inspired by Context7's RAG capabilities!

What Was Accomplished

  1. Deep Research Document (DSOM-MCP-ARCHITECTURE.md): I wrote the foundational blueprint for how our native MCP server operates over stdio and serves resources and tools natively to AI assistants without relying on third parties. Review the Architecture here.
  2. Scaffolded Server (server.py): I created the actual Python script at tools/mcp/server.py. It uses the official mcp SDK (via FastMCP) and exposes our .dsom state and task.md files as direct URI resources, plus a search_palace tool.
  3. Onboarding Integration: Added the MCP client configuration instructions to START-HERE.md so anyone joining the project knows exactly how to hook up Cursor or Claude Desktop to this server.
  4. Omni-Documentation Sync: The new architecture doc was synced to SUMMARY.md, mkdocs.yml, and llms.txt.

The changes will now be pushed up to GitHub and GitLab simultaneously via our multi-repo setup.

Mental Anchor -- 2026-08-05

Today's session updated OKF specs and co-working protocols with Google Jules. 1. Documented OKF v0.1 YAML frontmatter schema and Rule 6 topic array requirements. 2. Executed fast-forward git pulls from Google Jules sync. 3. Amended Rule 7 (Defensive Git Syncing) for Google Jules stash-pull-pop protocol. 4. Diagnosed Windows Git Credential Manager (GCM) non-interactive push constraints (Rule 24).

🏁 Session Anchor: 2026-08-02 — GitHub Pages Alignment

  • Completed alignment for GitHub Pages publishing pipeline.

🏁 Session Anchor: 2026-08-05 — Read the Docs Integration

  • Created .readthedocs.yaml configuration file at the repository root to enable build integration on Read the Docs.
  • Processed .readthedocs.yaml using the dsom-signature-injector skill to prepend the standard DSOM licence and ownership signature.

Underlying Rationale

To ensure continuous integration and automatic deployment of documentation on Read the Docs alongside GitHub Pages and GitBook.

Integration Mental Anchor

Added official Read the Docs configuration and ensured full compliance with DSOM's signature and testing standards.

🏁 Session Anchor: 2026-08-08 — Tri-Phasic Cognitive Mind Integration

  • Integrated and merged the Tri-Phasic Mind model (Active State, Twilight State, and Deep State) and the four functional modules (Cognitive Architecture, Memory Stratification, Dreaming & Consolidation, Metacognition & Guardrails) into the DSOM framework.
  • Authored the comprehensive governance document docs/governance/DSOM-TRI-PHASIC-COGNITIVE-ARCHITECTURE.md as our production-ready blueprint.
  • Synchronized all rules across root AGENTS.md and .agents/AGENTS.md with Rule 26.

Underlying Rationale

To adopt and formalise the Tri-Phasic Mind and cognitive subsystems as core, actionable DSOM ways of working, ensuring complete cognitive continuity and structural safety.

Integration Mental Anchor

Formalised and adopted the Tri-Phasic Mind cognitive model and functional subsystems under DSOM Rule 26.

🏁 Session Anchor: 2026-08-08 — Google Jules & Google Antigravity Collaborative Sync

  • Formally documented all Jules historic PRs, code merges, and architectural knowledge.
  • Designed and scaffolded the new joint AI skill jules-antigravity-sync to allow both agents to instantly align on past code modifications, PR history, and shared rules.
  • Upgraded the constitution (AGENTS.md and .agents/AGENTS.md) with Rule 25 to establish the unified collaborative sync standard.

Underlying Rationale

To prevent any cognitive context gaps when switching between Jules and Antigravity, and to empower both assistants with absolute awareness of each other's contributions and compliance standards.

Integration Mental Anchor

Established Jules & Antigravity Collaborative Sync protocol to synchronize shared cognitive context and historic code modifications.

  • Enhanced tests/test_okf_frontmatter_bom_reorder.py, tests/test_okf_quoting.py, and tests/test_docs_symlinks.py to detect Git text-pointer symlinks on native Windows checkouts, handle CRLF byte fences (b"---\r\n"), and conditionally scope POSIX chmod bit assertions.
  • Updated Rule 25 in .agents/AGENTS.md and AGENTS.md and added Section 6 to jules-antigravity-sync skill.
  • Achieved 100% test suite pass rate (112/112 unit tests passing cleanly).

Underlying Rationale

To ensure complete cross-platform test reliability across native Windows checkouts, WSL2 Linux nodes, and CI/CD pipelines without false positive failures on text-pointer symlinks or CRLF line endings.

Integration Mental Anchor

Adopted Windows Git-Symlink & CRLF Test Guardrails into DSOM Constitution (Rule 25) and test suite.

🏁 Session Anchor: 2026-08-09 — Native OpenWiki Emulator & FastMCP Knowledge Bridge

  • Purged external Node.js binaries (openwiki_win, 135 MB bloat) and built the Native Python OpenWiki Emulator (tools/openwiki_emulator.py) with --init, --update, --search, and --export-graph CLI modes.
  • Codified Rule 27 (Native OpenWiki Emulator & Zero-Binary Mandate) across root AGENTS.md and .agents/AGENTS.md.
  • Updated openwiki-compiler skill and authored operational guides HOWTO-OPENWIKI.md, OPENWIKI-INTEGRATION-GUIDE.md (with code samples and AI prompt templates), and HOWTO-MCP-SERVER.md.
  • Enhanced FastMCP server (tools/mcp/server.py) with OpenWiki resources (dsom://openwiki/skeleton, dsom://openwiki/quickstart), governance rules (dsom://governance/agents), and the search_openwiki(query) RAG search tool.
  • Reclaimed 135.3 MB of local disk space (total repository size: 30.84 MB, Git object database: 18.36 MB).
  • Achieved 100% test suite pass rate (112/112 unit tests passing cleanly).

Underlying Rationale

To eliminate Node.js runtime friction (version mismatches, native C++ compilation, UAC elevation hangs, and API rate limits) while maintaining a zero-binary, ultra-fast Python OpenWiki knowledge graph integrated into FastMCP for Google Jules, Gemini, and Cursor.

Integration Mental Anchor

Adopted Native OpenWiki Emulator & Zero-Binary Mandate (Rule 27) and FastMCP OpenWiki Knowledge Bridge into DSOM framework.

🏁 Session Anchor: 2026-08-14 — Jules Historic PRs & EOD Consolidation

  • Compiled and externalised all historic Pull Requests (PRs #22, #23, #24, #25, #26, #27, #34) and CodeRabbit review conversations into the new OKF-compliant master ledger .agents/brain/jules_pr_history.md.
  • Synchronised the Collaborative Sync Skill at .agents/skills/jules-antigravity-sync/SKILL.md to reference the new ledger file.
  • Updated the active brain walkthrough, and initiated pending EOD spatial reflections and checkpoints.

Underlying Rationale (2026-08-14 — Jules Historic PRs & EOD Consolidation)

To record a permanent history of all PRs worked on by Google Jules, including comments read and answered, ensuring 100% cognitive continuity across ephemeral sessions and multiple agents.

Integration Mental Anchor (2026-08-14 — Jules Historic PRs & EOD Consolidation)

Compiled Google Jules' historic PR merges and conversational records into a dedicated brain ledger.

🏁 Session Anchor: 2026-08-14 — Documentation Standardisation & MkDocs Fixes

  • Resolved PR 69/70 merge conflicts, merged, and cleaned up branches.
  • Standardised UK English spellings across docs/.
  • Audited and fixed MarkdownLint violations (MD022, MD031).
  • Injected Sovereign Signatures across .md documents.
  • Audited GitHub Actions workflows for proper pinning and persist-credentials: false.
  • Fixed MkDocs link decay warnings (46 links) and achieved zero warnings in strict mode.
  • Adopted Antigravity Rule for Windows Git Execution Guardrail (.agents/rules/windows-git-execution.md).
  • Integrated PR #74 and PR #76 refactoring unit tests into modular tests/unit/ package.

Underlying Rationale

To maintain the highest quality of sovereign documentation, ensure CI/CD robustness (zero link decay), and enforce safe, fail-fast background execution for AI-driven Git operations on Windows.

Integration Mental Anchor

Standardised documentation, achieved zero MkDocs link decay, and adopted Windows Git Execution Guardrail.

🏁 Session Anchor: 2026-08-18 — Google Jules Sync & Bidirectional Handover Matrix

  • Synchronised all incoming commits from Google Jules (PR #74 and PR #76 test modularisation into tests/unit/).
  • Reconciled brain state conflicts constructively, merging Jules' historic PR ledger (jules_pr_history.md) with Antigravity milestones.
  • Validated and updated Semantic Compaction (action_update_dsom.py) and OKF frontmatter for .agents/rules/windows-git-execution.md.
  • Achieved 100% test suite pass rate (724/724 tests passing cleanly).
  • Formalised the Bidirectional Handover Matrix (Antigravity ⟷ Jules) in .agents/skills/jules-antigravity-sync/SKILL.md.
  • Verified zero pending stashes and fully synced multi-remote tracking with GitHub (origin) and GitLab (gitlab).

Underlying Rationale

To maintain seamless peer-to-peer cognitive continuity and alignment between Google Jules and Google Antigravity, while safeguarding cross-platform test reliability and multi-remote Git hygiene.

Integration Mental Anchor

Synchronised Google Jules' updates, verified 724 unit tests, and codified the Bidirectional Handover Matrix in jules-antigravity-sync skill.

🏁 Session Anchor: 2026-08-21 — Google Jules PR #77 & #78 Sync (OKF Master Guide Adoption)

  • Synchronised incoming updates from Google Jules (PR #77 and PR #78) via fast-forward git pull --rebase.
  • Integrated the comprehensive Open Knowledge Format (OKF) Master Adoption Guide (docs/OKF-ADOPTION-GUIDE.md and references/OKF-ADOPTION-GUIDE.md) with Entry Point 17 in START-HERE.md.
  • Aligned 7 operational skills (dsom-bootstrap, dsom-knowledge-ingester, dsom-policy-adopter, dsom-project-cloner, okf-frontmatter-injector, openwiki-compiler, palace-auditor) with mandatory OKF frontmatter compliance steps.
  • Validated and updated tests/test_okf_adoption_guide_cross_skill_sync.py to ensure complete compatibility across local and CI environments.
  • Updated Jules PR History ledger in .agents/brain/jules_pr_history.md with PR #74, #76, #77, and #78.
  • Verified 100% test pass rate across the test suite (841/841 tests passing).

Underlying Rationale

To maintain cognitive alignment with Google Jules, adopt the authoritative OKF v0.1/v0.2 specification across all repository tooling and skills, and ensure complete test pass rate and spatial memory integrity.

Integration Mental Anchor

Synchronised Google Jules' PR #77 and #78, adopted the OKF Master Guide and cross-skill validation, and confirmed 100% test suite pass rate (841 tests).

🏁 Session Anchor: 2026-08-21 — EOD Hibernation & OKF v0.2 Protocol Enablement

  • Enabled full OKF v0.2 Trust Profile support in toolchains (tools/apply_okf_frontmatter.py) and across unit test suites (tests/unit/markdown.py, tests/test_diataxis_docs.py, tests/test_okf_adoption_guide_cross_skill_sync.py).
  • Opportunistically upgraded actively edited documents to OKF v0.2 with complete provenance/trust signals (sources, generated, verified, status, stale_after):
  • docs/governance/DSOM-COGNITIVE-STATE-PRESERVATION-PROPOSAL.md
  • docs/OKF-ADOPTION-GUIDE.md & references/OKF-ADOPTION-GUIDE.md
  • docs/AI-AGENT-SKILLS-GUIDE.md
  • docs/HOWTO-CLONE-DSOM-PROJECT.md
  • Codified and reinforced four core constitutional rules in .agents/AGENTS.md:
  • Rule 2: Dual OKF v0.1 / v0.2 standard support.
  • Rule 6: Opportunistic OKF v0.2 migration and mandatory edit-time upgrade without token waste.
  • Rule 13: Sovereign signature footer modification date invariant.
  • Rule 28: Downstream Asymmetry & Cognitive State Preservation Mandate.
  • Verified 100% unit test suite passing (841/841 unit tests passing).
  • Verified skill token safety via dsom-token-calculator (0 blocked skills).
  • Completed Start-to-End GitOps synchronisation across GitHub (origin) and GitLab (gitlab).

Underlying Rationale

To ensure digital sovereignty, maintain flawless metacognitive state across AI sessions, empower downstream projects with lightweight persistent memory, and transition seamlessly to OKF v0.2 at zero additional token cost.

Integration Mental Anchor

EOD Hibernation Complete: OKF v0.2 trust profile enabled across toolchains and tests, actively edited documents upgraded with full trust signals, Rules 2, 6, 13, and 28 codified in AGENTS.md, all ledgers synchronized, 841 unit tests passing (100%), and pushed to all remotes.

🏁 Session Anchor: 2026-08-22 — Mintlify Auto-MDX Compiler, One-Way Docs Sync (Rule 31), and Scaffolding Pipeline

  • Implemented scripts/sync_docs.py equipped with 5 non-negotiable safety guards (Guards A–E) preventing destructive downstream wipe accidents:
  • Guard A (Source & JSON Integrity): Asserts docs-source/ and valid docs.json exist.
  • Guard B (Minimum File Count): Enforces .mdx file floor (default 5; 156 generated).
  • Guard C (Navigation Integrity): Validates that all page entries in docs.json have corresponding .mdx files; reports orphan files cleanly.
  • Guard D (Diff Preview & Deletion Cap): Computes added/modified/deleted lists; fails if deletions exceed 10 unless ALLOW_LARGE_DELETIONS=true.
  • Guard E (Dry-Run Mode): Enables safe plan preview without pushing via --dry-run or DRY_RUN=true.
  • Built and deployed automated Markdown-to-MDX compiler tools/build_mintlify_mdx.py, compiling 156 MDX documents and building dynamic docs.json navigation index across Documentation and Tools & Diátaxis tabs.
  • Authored automated test suite tests/test_sync_docs.py (5/5 tests passing) and tests/test_mintlify_mdx_builder.py (3/3 tests passing).
  • Created skill .agents/skills/mintlify-docs-compiler/SKILL.md (OKF v0.2, 1,115 tokens) and updated dsom-project-cloner skill.
  • Authored master governance specification docs/governance/MINTLIFY-ONE-WAY-SYNC-PIPELINE.md (Entry Point 21).
  • Codified Rule 31 (Mintlify One-Way Docs Sync & Safety Guards Mandate) in .agents/AGENTS.md and root AGENTS.md.
  • Synchronised omni-documentation navigation across START-HERE.md, docs/START-HERE.md, SUMMARY.md, docs/SUMMARY.md, mkdocs.yml, llms.txt, CHANGELOG.md, and HISTORY.md.
  • Confirmed full test suite pass rate: 864/864 unit tests passing (100%).

Underlying Rationale

To establish an automated, un-wipeable, deterministic one-way publishing bridge from the DSOM source of truth (docs/ & .agents/skills/) to the downstream Mintlify knowledge brain (https://harisfazillah.mintlify.site).

Integration Mental Anchor

EOD Hibernation Complete: Automated MDX compiler (tools/build_mintlify_mdx.py) and one-way sync pipeline (scripts/sync_docs.py) operational with 5 strict safety guards (Guards A–E), 156 MDX documents generated, Rule 31 codified in AGENTS.md, dsom-project-cloner enriched, all 864 unit tests passing (100%), and pushed cleanly to all remotes.

🏁 Session Anchor: 2026-08-23 — Mintlify User Manual Architecture, FastMCP Context7 Code Search, and Automated Snapshot Sync

  • Refined tools/build_mintlify_mdx.py compiler adhering to User Manual site style rules: 1–3 word Title Case sidebarTitle, 130–155 character description padding, plain prose opening paragraphs, <CardGroup> / <Steps> landing page, and em/en-dash stripping.
  • Authored master governance specification docs/governance/MINTLIFY-USER-MANUAL-SYNC-GUIDE.md (Entry Point 22) establishing the 3-manual stratification model (User/Admin/Developer Manuals) and universal drop-in AI agent prompt.
  • Enriched .agents/skills/mintlify-docs-compiler/SKILL.md (OKF v0.2, 1,233 tokens) and .agents/skills/dsom-project-cloner/SKILL.md (OKF v0.2, 1,852 tokens) with full User Manual site style and Mintlify sync toolkit scaffolding.
  • Ingested 250k token Context7 snapshot into references/llms-from-context7.txt (8,469 lines) and expanded FastMCP server (tools/mcp/server.py) with search_code_snippets tool and offline Context7 fallback.
  • Authored docs/reference/CLI-QUICK-REFERENCE.md cheatsheet, compiled to Mintlify MDX, and mapped across mkdocs.yml, docs/SUMMARY.md, and SUMMARY.md.
  • Implemented tools/fetch_context7_snapshot.py and scheduled weekly automation workflow .github/workflows/context7-sync.yml (Sundays 02:00 UTC) with defensive credential handling (Rule 24).
  • Enriched .agents/skills/context7-indexer/SKILL.md (OKF v0.2, 1,085 tokens) and registered all new Python tools and workflows in docs/governance/AUTOMATION-AUDIT-LIST.md.
  • Confirmed full test suite pass rate: 16/16 unit tests passing (100%) and pre-commit custom guardrails 10/10 [PASS].
  • Completed Start-to-End GitOps synchronisation across GitHub (origin) and GitLab (gitlab).

Underlying Rationale

To deliver a modular, reusable user-manual documentation architecture for downstream projects, empower internal FastMCP agents with instantaneous local code snippet retrieval, and automate weekly snapshot ingestion safely under digital sovereignty.

Integration Mental Anchor

EOD Hibernation Complete: Mintlify User Manual architecture (Entry Point 22) codified, FastMCP code snippet search tool and offline Context7 fallback operational, weekly scheduled sync workflow configured, context7-indexer and cloner skills enriched to OKF v0.2, all unit tests passing (100%), and pushed cleanly to all remotes.

Deep State of Mind (DSOM) For My AI Protocol | Harisfazillah Jamel (LinuxMalaysia) | 2026-08-23 Standard: UK English | DBP-standard Bahasa Melayu Malaysia (Piawai) | GNU General Public License v3.0