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  "projectDescription": "MCP backend for Kompanion: memory/context/embedding provider over MCP, built from scratch (qtmcp-based) to persist conversation state and serve embeddings + retrieval to avoid forgetting across threads.",
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      "description": "MCP backend for Kompanion: memory/context/embedding provider over MCP, built from scratch (qtmcp-based) to persist conversation state and serve embeddings + retrieval to avoid forgetting across threads.",
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      "description": "Specify MCP tools for: save_context, recall_context, embed_text, upsert_memory, search_memory, warm_cache. Define input/output schemas, auth, and versioning.",
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          "title": "Write JSON Schemas for tools (done)",
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      "title": "Select embedding backend & storage",
      "description": "Choose between local (Ollama/gguf via llama.cpp embedding) vs remote (OpenAI/SentenceTransformers). Storage: sqlite+vectstore (pgvector/qdrant/chroma). Provide abstraction + adapters.",
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      "title": "Scaffold qtmcp-based server",
      "description": "Set up C++/Qt MCP server skeleton using qtmcp. Implement handshake, tool registration, and simple ping tool. Build with CMake in /home/kompanion/dev/metal/src/metal-kompanion.",
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          "timestamp": "2025-10-13T18:13:07.568Z",
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          "message": "Status changed from \"todo\" to \"in_progress\". Message: Starting MCP server skeleton with tool registry, ping tool, and placeholders for kom.memory.v1 handlers."
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      "title": "Implement memory adapters",
      "description": "Adapters: (1) SQLite+FAISS/pgvector, (2) Qdrant, (3) Chroma. CRUD: upsert, delete, query, batch. Support namespaces (project/thread), TTL, metadata tags.",
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      "title": "Deep research: memory DB architecture & schema",
      "description": "Survey best practices for conversational memory stores (RAG, TTL, namespaces, versioning). Produce target schema for Postgres+pgvector and SQLite mappings.",
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      "title": "Decide primary DB: Postgres+pgvector vs SQLite+FAISS",
      "description": "Evaluate tradeoffs (multi-user, concurrency, migrations, backups). Pick canonical prod DB and document local dev fallback.",
      "status": "todo",
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      "priorityDisplay": "P0",
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      "id": 8,
      "title": "Implement DAL + migrations (pgvector)",
      "description": "Create C++ DAL layer for namespaces, items, chunks, embeddings. Add migration runner and seed scripts. Map MCP tool calls to DB ops.",
      "status": "todo",
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      "priorityDisplay": "P1",
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      "id": 9,
      "title": "Add cloud DB hardening (RLS, FTS/trgm, ANN indexes)",
      "description": "Implement RLS policies; add FTS + pg_trgm for lexical search; unique (namespace_id, key); partial ANN indexes per model.",
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      "priorityDisplay": "P0",
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    },
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      "id": 10,
      "title": "Server enforcement: scope injection + rate limits",
      "description": "Inject namespace/user via session context; default-deny for scope widening; add simple per-tool rate limits.",
      "status": "todo",
      "priority": 496,
      "priorityDisplay": "P0",
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    },
    {
      "id": 11,
      "title": "Redaction & sensitivity pipeline",
      "description": "Implement preprocessing to detect/seal secrets; set metadata.sensitivity; skip FTS/embeddings for `secret` items.",
      "status": "todo",
      "priority": 505,
      "priorityDisplay": "P1",
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      "createdAt": "2025-10-13T19:13:29.391Z",
      "updatedAt": "2025-10-13T19:13:29.392Z",
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      ]
    },
    {
      "id": 12,
      "title": "Private vault mode (key-only retrieval)",
      "description": "Implement vault path for secret items: encrypted-at-rest only; disable participation in FTS/vector; key-based recall APIs.",
      "status": "todo",
      "priority": 495,
      "priorityDisplay": "P1",
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      "createdAt": "2025-10-13T19:13:36.653Z",
      "updatedAt": "2025-10-13T19:13:36.653Z",
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          "message": "Task created with title: \"Private vault mode (key-only retrieval)\""
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      ]
    },
    {
      "id": 13,
      "title": "Local backup tools: export/import (E2EE)",
      "description": "Add kom.local.v1.backup.export_encrypted / import_encrypted using the draft backup format.",
      "status": "todo",
      "priority": 506,
      "priorityDisplay": "P1",
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      "createdAt": "2025-10-13T19:13:44.851Z",
      "updatedAt": "2025-10-13T19:13:44.851Z",
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          "message": "Task created with title: \"Local backup tools: export/import (E2EE)\""
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      ]
    },
    {
      "id": 14,
      "title": "Cloud adapters: backup/sync & payments stubs",
      "description": "Expose kom.cloud.v1.backup.upload/restore, kom.cloud.v1.sync.push/pull, and payments.* stubs.",
      "status": "todo",
      "priority": 494,
      "priorityDisplay": "P2",
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      "createdAt": "2025-10-13T19:13:55.490Z",
      "updatedAt": "2025-10-13T19:13:55.490Z",
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      ]
    },
    {
      "id": 15,
      "title": "Purge job & admin delete paths",
      "description": "Implement scheduled hard-deletes for soft-deleted/expired items; add admin nuke namespace/user procedure.",
      "status": "todo",
      "priority": 507,
      "priorityDisplay": "P2",
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      "createdAt": "2025-10-13T19:14:06.080Z",
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      ]
    },
    {
      "id": 16,
      "title": "Test suite: privacy & hybrid search",
      "description": "Cross-tenant leakage, redaction invariants, TTL/purge, lexical vs hybrid parity, hosted vs local parity.",
      "status": "todo",
      "priority": 493,
      "priorityDisplay": "P0",
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      "createdAt": "2025-10-13T19:14:14.309Z",
      "updatedAt": "2025-10-13T19:14:14.310Z",
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      ]
    },
    {
      "id": 17,
      "title": "Enable Qwen-2.5-Coder with tool support (Happy-Code profile)",
      "description": "Prepare system prompt + registry injection + JSON-only protocol enforcement; provide tool schemas and example transcripts; validate with kom.memory/local backup tools.",
      "status": "todo",
      "priority": 508,
      "priorityDisplay": "P0",
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      "createdAt": "2025-10-13T23:29:36.547Z",
      "updatedAt": "2025-10-13T23:29:36.548Z",
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    },
    {
      "id": 18,
      "title": "Expose Agentic-Control-Framework as a tool",
      "description": "Wrap ACF endpoints into a tool registry accessible to models (list/add/update tasks, read/write files, run commands) with strict allowlist per workspace.",
      "status": "todo",
      "priority": 492,
      "priorityDisplay": "P0",
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      "createdAt": "2025-10-13T23:29:43.303Z",
      "updatedAt": "2025-10-13T23:29:43.304Z",
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          "message": "Task created with title: \"Expose Agentic-Control-Framework as a tool\""
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      ]
    },
    {
      "id": 19,
      "title": "DAL skeleton + SQL calls (pgvector)",
      "description": "Create DAL interfaces and pgvector implementation stubs: connect, begin/commit, upsert item/chunk/embedding, search (text+vector placeholder), prepared SQL in sql/pg. Wire handlers to DAL in no-op mode.",
      "status": "todo",
      "priority": 509,
      "priorityDisplay": "P0",
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      "createdAt": "2025-10-13T23:29:49.918Z",
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    },
    {
      "id": 20,
      "title": "Claude Code integration rescue plan",
      "description": "Stabilize Qwen-2.5-Coder inside Claude Code despite heavy system prompts: hard system override, JSON-only protocol, stop-sequences, tool registry injection, and fallback DSL.",
      "status": "todo",
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      "priorityDisplay": "P0",
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      "createdAt": "2025-10-14T00:06:04.896Z",
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}