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analyze-context-routerlisted

Analyze memory retrieval logs for routing accuracy, false negatives, token efficiency, and system health. Use when the user wants to evaluate how well the memory loader is performing, check retrieval quality, audit retrieval routing, or identify improvement opportunities. Triggers on "analyze memory retrieval", "how's the memory loader doing", "memory retrieval analysis", "check retrieval quality", "memory loader performance".
spikelab/multiplai-cc-mktplace · ★ 0 · API & Backend · score 72
Install: claude install-skill spikelab/multiplai-cc-mktplace
# Memory Retrieval Analysis > **Requires the `multiplai-context` plugin.** This skill analyzes that plugin's runtime artifacts — the `context-router-*.log` retrieval logs, `context-router.py` hook, and `memory-catalog.json`. Without multiplai-context installed and active, there are no logs to analyze. Analyze the memory retrieval log files to assess routing quality, identify failure modes, and track improvement over time. Uses a watermark file to partition pre/post-fix data so metrics reflect only the current system behavior. ## Key Files | File | Purpose | |------|---------| | `$CLAUDE_CONFIG_DIR/context-router-*.log` | Daily retrieval logs (7-day retention) | | `$CLAUDE_CONFIG_DIR/context-router-watermark.json` | Analysis watermark: last analysis timestamp, baseline metrics, deployment info | | `$CLAUDE_CONFIG_DIR/hooks/context-router.py` | The retrieval hook source (for recommending code changes) | | `$CLAUDE_CONFIG_DIR/memory/memory-catalog.json` | File catalog used for routing (for recommending catalog changes) | ## Workflow ### Step 1: Read Watermark Read `$CLAUDE_CONFIG_DIR/context-router-watermark.json`. Extract: - `deployed_at` — timestamp of last improvement deployment - `last_analysis` — timestamp of last analysis run - `baseline_metrics` — metrics from the previous analysis (for delta comparison) If no watermark exists, this is the first run. Analyze all available logs and create the watermark at the end. ### Step 2: Discover and Filter Logs Glob `$CLAUD