[93m[1m! [0m agent "general" is a subagent, not a primary agent. Falling back to default agent
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Search & Retrieval Decision Tree\",\n          \"importanceTier\": \"constitutional\",\n          \"retrieval_directive\": \"Always surface when: TOOL ROUTING - Search & Retrieval Decision Tree | Prioritize when: task context aligns with \\\"TOOL ROUTING - Search & Retrieval Decision Tree\\\"\"\n        },\n        {\n          \"id\": 415,\n          \"specFolder\": \"system-spec-kit\",\n          \"filePath\": \"/Users/michelkerkmeester/MEGA/Development/Code_Environment/Public/.opencode/skills/system-spec-kit/constitutional/gate-enforcement.md\",\n          \"title\": \"GATE ENFORCEMENT - Edge Cases & Cross-Reference\",\n          \"importanceTier\": \"constitutional\",\n          \"retrieval_directive\": \"Always surface when: GATE ENFORCEMENT - Edge Cases & Cross-Reference | Prioritize when: task context aligns with \\\"GATE ENFORCEMENT - Edge Cases & Cross-Reference\\\"\"\n        }\n      ],\n      \"triggered\": [\n        {\n          \"memory_id\": 586,\n          \"spec_folder\": \"system-spec-kit/022-hybrid-rag-fusion/016-rewrite-memory-mcp-readme\",\n          \"title\": \"Plan: Rewrite Memory MCP README [system-spec-kit/022-hybrid-rag-fusion/016-rewrite-memory-mcp-readme/plan]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        },\n        {\n          \"memory_id\": 2308,\n          \"spec_folder\": \"system-spec-kit/026-graph-and-context-optimization/003-continuity-memory-runtime/003-continuity-refactor-gates\",\n          \"title\": \"...on/002-continuity-memory-runtime/003-continuity-refactor-gates/research/006-continuity-refactor-gates-pt-01/research]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        },\n        {\n          \"memory_id\": 2300,\n          \"spec_folder\": \"system-spec-kit/026-graph-and-context-optimization/003-continuity-memory-runtime/002-memory-quality-remediation\",\n          \"title\": \".../003-continuity-memory-runtime/002-memory-quality-remediation/research/003-memory-quality-remediation-pt-01/research]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        },\n        {\n          \"memory_id\": 2004,\n          \"spec_folder\": \"system-spec-kit/023-hybrid-rag-fusion-refinement\",\n          \"title\": \"Deep Research: Spec Kit Memory Feature Audit & Quality [system-spec-kit/023-hybrid-rag-fusion-refinement/research]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        },\n        {\n          \"memory_id\": 1987,\n          \"spec_folder\": \"system-spec-kit/023-hybrid-rag-fusion-refinement/012-memory-save-quality-pipeline\",\n          \"title\": \"Research: Memory Save [system-spec-kit/023-hybrid-rag-fusion-refinement/012-memory-save-quality-pipeline/research]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        }\n      ],\n      \"surfaced_at\": \"2026-04-27T15:18:34.994Z\",\n      \"latencyMs\": 623\n    },\n    \"tokenBudget\": 3500\n  }\n}","metadata":{"truncated":false},"title":"","time":{"start":1777303114367,"end":1777303115069},"attachments":[]}}}
{"type":"tool_use","timestamp":1777303126156,"sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","part":{"id":"prt_dcf855451001h5TuUt0p1hop7I","messageID":"msg_dcf8521b50017noq9Dhh6yWhsx","sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","type":"tool","tool":"cocoindex_code_search","callID":"call_01_ytdAhvGN2jf0JzS6xtDWnPHt","state":{"status":"completed","input":{"query":"memory system, memory storage, memory management","limit":10},"output":"{\n  \"success\": true,\n  \"results\": [\n    {\n      \"file_path\": \".opencode/install_guides/SET-UP - AGENTS.md\",\n      \"language\": \"markdown\",\n      \"content\": \"**Memory Commands (4)**\\n\\n| Command            | Description                             | Output                          |\\n| ------------------ | --------------------------------------- | ------------------------------- |\\n| `/memory:search`  | Unified retrieval and analysis             | Context, epistemic, causal data |\\n| `/memory:learn`   | Manage constitutional memories             | Memory rule files and budget    |\\n| `/memory:manage`  | Manage database, ingest, and shared spaces | Operational status or mutations |\\n| `/memory:save`    | Save current context                       | Canonical continuity refresh in the active spec packet |\\n\\n**SpecKit Commands (8)**\",\n      \"start_line\": 608,\n      \"end_line\": 617,\n      \"score\": 0.584684345279781,\n      \"raw_score\": 0.584684345279781,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/README.md\",\n      \"language\": \"markdown\",\n      \"content\": \"| `/memory:manage` | 20         | Database maintenance and lifecycle operations: stats, scan, cleanup, bulk-delete, checkpoints, and ingest |\\n| `/memory:learn`  | 6          | Constitutional memory manager: create, list, edit, remove always-surface rules                                                          |\",\n      \"start_line\": 483,\n      \"end_line\": 484,\n      \"score\": 0.5610715372054074,\n      \"raw_score\": 0.5610715372054074,\n      \"path_class\": \"docs\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/mcp_server/lib/search/vector-index-queries.ts\",\n      \"language\": \"typescript\",\n      \"content\": \"/* ───────────────────────────────────────────────────────────────\\n   RELATED MEMORIES AND USAGE TRACKING\\n----------------------------------------------------------------*/\\n\\n/**\\n * Gets memories related to a stored memory.\\n * @param memory_id - The memory identifier.\\n * @returns The related memory rows.\\n */\",\n      \"start_line\": 1040,\n      \"end_line\": 1048,\n      \"score\": 0.5608887901170192,\n      \"raw_score\": 0.5608887901170192,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/README.md\",\n      \"language\": \"markdown\",\n      \"content\": \"Together, these two halves form a documentation-and-memory loop: spec folders capture what happened, the indexed-continuity store makes it searchable and the next session benefits from everything that came before.\\n\\n> Note: When this skill says \\\"memory,\\\" it means our local indexed-continuity store — the SQLite-backed spec-doc record index that ships with this skill. It is **not** Anthropic Claude Memory (the managed product surfaced in claude.ai) and it is **not** the MCP reference `memory` server (the upstream community example). Identifiers (`memory_*` MCP tools, `/memory:*` slash commands, `memory_*` SQL tables, `memory-*.ts` handlers, `references/memory/`, `MEMORY_*` constants, `_memory:` frontmatter) are frozen by REQ-001; the disambiguation lives in operator-facing prose only.\",\n      \"start_line\": 56,\n      \"end_line\": 58,\n      \"score\": 0.5575126592589115,\n      \"raw_score\": 0.5575126592589115,\n      \"path_class\": \"docs\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/agents/context.md\",\n      \"language\": \"markdown\",\n      \"content\": \"### Memory Tools (Spec Kit Memory MCP)\\n\\n| Tool                    | Level | Purpose                                   |\\n| ----------------------- | ----- | ----------------------------------------- |\\n| `memory_context`        | L1    | Unified entry point for context retrieval |\\n| `memory_match_triggers` | L2    | Fast trigger phrase matching              |\\n| `memory_search`         | L2    | 3-channel hybrid search (Vector, BM25, FTS5) with RRF fusion |\\n| `memory_list`           | L3    | Browse stored memories                    |\\n| `memory_stats`          | L3    | Memory system statistics                  |\\n\\n### Skills\\n\\n| Skill             | Purpose                                           |\\n| ----------------- | ------------------------------------------------- |\\n| `system-spec-kit` | Spec folders, memory system, context preservation |\\n| `mcp-coco-index`  | Semantic code search via vector embeddings          |\\n\\n---\",\n      \"start_line\": 392,\n      \"end_line\": 409,\n      \"score\": 0.5275662246452253,\n      \"raw_score\": 0.5275662246452253,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".opencode/agents/context.md\",\n      \"language\": \"markdown\",\n      \"content\": \"### Memory Tools (Spec Kit Memory MCP)\\n\\n| Tool                    | Level | Purpose                                   |\\n| ----------------------- | ----- | ----------------------------------------- |\\n| `memory_context`        | L1    | Unified entry point for context retrieval |\\n| `memory_match_triggers` | L2    | Fast trigger phrase matching              |\\n| `memory_search`         | L2    | 3-channel hybrid search (Vector, BM25, FTS5) with RRF fusion |\\n| `memory_list`           | L3    | Browse stored memories                    |\\n| `memory_stats`          | L3    | Memory system statistics                  |\\n\\n### Skills\\n\\n| Skill             | Purpose                                           |\\n| ----------------- | ------------------------------------------------- |\\n| `system-spec-kit` | Spec folders, memory system, context preservation |\\n| `mcp-coco-index`  | Semantic code search via vector embeddings          |\\n\\n---\",\n      \"start_line\": 392,\n      \"end_line\": 409,\n      \"score\": 0.5275662246452253,\n      \"raw_score\": 0.5275662246452253,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".claude/agents/context.md\",\n      \"language\": \"markdown\",\n      \"content\": \"### Memory Tools (Spec Kit Memory MCP)\\n\\n| Tool                    | Level | Purpose                                   |\\n| ----------------------- | ----- | ----------------------------------------- |\\n| `memory_context`        | L1    | Unified entry point for context retrieval |\\n| `memory_match_triggers` | L2    | Fast trigger phrase matching              |\\n| `memory_search`         | L2    | 3-channel hybrid search (Vector, BM25, FTS5) with RRF fusion |\\n| `memory_list`           | L3    | Browse stored memories                    |\\n| `memory_stats`          | L3    | Memory system statistics                  |\\n\\n### Skills\\n\\n| Skill             | Purpose                                           |\\n| ----------------- | ------------------------------------------------- |\\n| `system-spec-kit` | Spec folders, memory system, context preservation |\\n| `mcp-coco-index`  | Semantic code search via vector embeddings          |\\n\\n---\",\n      \"start_line\": 392,\n      \"end_line\": 409,\n      \"score\": 0.5275662246452253,\n      \"raw_score\": 0.5275662246452253,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/mcp_server/lib/MODULE_MAP.md\",\n      \"language\": \"markdown\",\n      \"content\": \"### `cognitive/`\\n\\n- Purpose: Owns the spec-doc record-science side of the system: decay, retrievability, working memory, co-activation, pressure monitoring, and adaptive ranking inputs. It is the main \\\"how memory behaves over time\\\" module family.\\n- Key files:\\n  - `working-memory.ts` — working-memory writes, cleanup, and short-horizon memory behavior.\\n  - `fsrs-scheduler.ts` — FSRS-based spaced-repetition scheduling and retrievability math.\\n  - `attention-decay.ts` — time/usage decay utilities used to age memory salience.\\n  - `tier-classifier.ts` — classification logic that maps memories into behavioral tiers.\\n- Primary consumers:\\n  - `lib/search/*`\\n  - `handlers/save/*`\\n  - `handlers/memory-triggers.ts`\\n  - `handlers/memory-context.ts`\\n  - `lib/extraction/*`\\n  - `lib/session/*`\",\n      \"start_line\": 88,\n      \"end_line\": 102,\n      \"score\": 0.51986253911471,\n      \"raw_score\": 0.51986253911471,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/feature_catalog/03--discovery/01-memory-browser-memorylist.md\",\n      \"language\": \"markdown\",\n      \"content\": \"---\\ntitle: \\\"Memory browser (memory_list)\\\"\\ndescription: \\\"Covers the paginated browse endpoint that lists indexed memories with sorting and chunk inclusion options.\\\"\\n---\\n\\n# Memory browser (memory_list)\\n\\n## 1. OVERVIEW\\n\\nCovers the paginated browse endpoint that lists indexed memories with sorting and chunk inclusion options.\\n\\nThis lets you browse through all stored spec-doc records page by page, like scrolling through a list of saved notes. You can sort by date or importance to find what you need. It is the simplest way to see what the system has stored without running a search query.\\n\\n---\\n\\n## 2. CURRENT REALITY\\n\\n`memory_list` is the low-friction browse endpoint for indexed memories. It returns paginated parent memories by default, with `includeChunks: true` opting into child chunk rows. The payload includes `total`, `count`, `limit`, `offset`, the resolved `sortBy` and the current page of results.\",\n      \"start_line\": 1,\n      \"end_line\": 18,\n      \"score\": 0.5172471231066353,\n      \"raw_score\": 0.5172471231066353,\n      \"path_class\": \"implementation\",\n      \"rankingSignals\": []\n    },\n    {\n      \"file_path\": \".gemini/skills/system-spec-kit/config/README.md\",\n      \"language\": \"markdown\",\n      \"content\": \"## 4. RELATED DOCUMENTS\\n<!-- ANCHOR:related -->\\n\\n| Document | Purpose |\\n|----------|---------|\\n| [Memory System](../references/memory/memory_system.md) | How configs affect memory behavior |\\n| [Trigger Config](../references/memory/trigger_config.md) | Automatic memory surfacing |\",\n      \"start_line\": 147,\n      \"end_line\": 153,\n      \"score\": 0.5073792818901666,\n      \"raw_score\": 0.5073792818901666,\n      \"path_class\": \"docs\",\n      \"rankingSignals\": []\n    }\n  ],\n  \"total_returned\": 10,\n  \"offset\": 0,\n  \"dedupedAliases\": 26,\n  \"uniqueResultCount\": 10,\n  \"message\": null\n}","metadata":{"truncated":false},"title":"","time":{"start":1777303115980,"end":1777303126152},"attachments":[]}}}
{"type":"step_finish","timestamp":1777303126395,"sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","part":{"id":"prt_dcf85808b001B9wJnUaOqfxmAT","reason":"tool-calls","snapshot":"2301086d7cd070b62f687d37f60363f944445190","messageID":"msg_dcf8521b50017noq9Dhh6yWhsx","sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","type":"step-finish","tokens":{"total":39893,"input":27419,"output":113,"reasoning":73,"cache":{"write":0,"read":12288}},"cost":0.048534516}}
{"type":"step_start","timestamp":1777303128824,"sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","part":{"id":"prt_dcf858af60013ibAwnKTwTNKrV","messageID":"msg_dcf858249001uiJPJIAMXzz2HK","sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","snapshot":"bd61e026d93ae12e0b49439314f6d189dc3207ec","type":"step-start"}}
{"type":"text","timestamp":1777303144836,"sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","part":{"id":"prt_dcf85a9e6001z5dizAfe8UvXB3","messageID":"msg_dcf858249001uiJPJIAMXzz2HK","sessionID":"ses_2307ae053ffeGNdcH3B85E5RfJ","type":"text","text":"Here's what the codebase has around \"memory\":\n\n**Spec Kit Memory** — the local SQLite-backed indexed-continuity store that surfaces relevant context and saves session state. Disambiguation: it's **not** Claude Memory or the upstream MCP `memory` reference server.\n\n**Key commands:**\n| Command | What it does |\n|---|---|\n| `/memory:search` | Unified retrieval (context, epistemic, causal) |\n| `/memory:save` | Persist current session context into spec folder docs |\n| `/memory:learn` | Manage constitutional memory rules |\n| `/memory:manage` | DB maintenance, stats, cleanup, checkpoints |\n\n**Code location:** `.opencode/skills/system-spec-kit/mcp_server/` houses the runtime — `lib/cognitive/` (decay, FSRS, working memory), `lib/search/` (vector + BM25 + FTS5 hybrid), and tool handlers (`memory-triggers.ts`, `memory-context.ts`, `memory-search.ts`).\n\n**Active related spec folders:** `022-hybrid-rag-fusion`, `023-hybrid-rag-fusion-refinement`, `026-graph-and-context-optimization/003-continuity-memory-runtime`.\n\nWant me to drill into any specific area?","time":{"start":1777303144831,"end":1777303144831}}}
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