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skills/search-memory/SKILL.md

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+---
+name: Search Memory
+description: Search memory store when past insights would improve response. Recognize when user's stored breakthroughs, decisions, or solutions are relevant. Search proactively based on context, not just explicit requests.
+---
+
+# Search Memory
+
+## When to Search (Autonomous Recognition)
+
+**Strong signals:**
+
+- Continuity: Current topic connects to prior work
+- Pattern match: Problem resembles past solved issue
+- Decision context: "Why/how we chose X" implies documented rationale
+- Recurring theme: Topic discussed in past sessions
+- Implicit recall: "that approach", "like before"
+
+**Contextual signals:**
+
+- Complex debugging (may match past root causes)
+- Architecture discussion (choices may be documented)
+- Domain-specific question (conventions likely stored)
+
+**Skip when:**
+
+- Fundamentally new topic
+- Generic syntax questions
+- Fresh perspective explicitly requested
+
+## Tool Usage
+
+```json
+{
+  "query": "3-7 core concepts",
+  "limit": 10,
+  "mode": "normal"
+}
+```
+
+**Query:** Extract semantic core, preserve terminology, multi-language aware
+
+**Modes:** `normal` (default fast) | `deep` (comprehensive when needed)
+
+**Scores:** 0.6-1.0 direct | 0.3-0.6 related | <0.3 skip
+
+**Optional:** `"filter_labels": "backend,architecture"`
+
+## Response
+
+Found: Synthesize, cite when helpful
+None: State clearly, suggest distilling if current discussion valuable
+
+## Troubleshooting
+
+If the MCP is not installed, you can install it with the following command:
+
+```bash
+claude mcp add --transport http nowledge-mem http://localhost:14242/mcp --scope user
+```