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Smart observation capture - automatically identify and record important patterns, decisions, and insights during work. Use proactively during development sessions.
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SOC 職業分類に基づく
Record a cross-reference when new functionality touches an existing system — ensures future work on the existing system considers the new dependency. Use after adding X to Y.
Record completion of a step from a written implementation plan into fresh memory. Use after marking a plan item done — maintains task continuity across context compaction.
Capture a numbered implementation algorithm into procedures memory after completing a feature end-to-end. Use when a new feature/system was built — records the exact steps so the next similar build starts from this algorithm.
Record a critical failure — data loss, production incident, security breach, or cascade failure — into permanent shock memory. Shocks never decay and are always surfaced in memory-resume briefs.
Capture a hard-won solution into long-term memory after trial-and-error resolution. Use when a problem was solved after ≥1 failed attempts — records what failed, what worked, and why.
Reconstruct task context after session start or context compaction. Uses 3-layer progressive disclosure: compact index → timeline → full details. Outputs a structured brief: where was I, what algorithms exist, what pitfalls to avoid.
| name | memory-extraction |
| description | Smart observation capture - automatically identify and record important patterns, decisions, and insights during work. Use proactively during development sessions. |
| user-invocable | false |
Automatically identify and record important observations during a development session.
Record an observation when you encounter:
Format: [ERROR] <tool/command>: <error message> → <resolution>
Format: [SUCCESS] <what worked> in context of <what was being done>
Format: [PREFERENCE] <preference description>
Format: [DECISION] <decision> because <rationale>
Format: [INSIGHT] <observation>
Call pluggedin_memory_observe with:
sessionUuid: Current session UUIDobservationType: One of error_pattern, success_pattern, user_preference, decision, insight, tool_call, tool_result, workflow_stepcontent: The observation textoutcome: "success", "failure", or "neutral"metadata: Optional JSON with tool names, error codes, etc.