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From ai-sdlc
Analyzes Claude Code session history and tool call data to detect repetitive workflow patterns, classifies them, and proposes automations as draft artifacts for user approval.
npx claudepluginhub ai-sdlc-framework/ai-sdlc --plugin ai-sdlcHow this command is triggered — by the user, by Claude, or both
Slash command
/ai-sdlc:detect-patternsFiles this command reads when invoked
The summary Claude sees in its command listing — used to decide when to auto-load this command
Detect repetitive workflow patterns from Claude Code session history and propose automations. ## Steps 1. **Read telemetry data** from `~/.claude/usage-data/tool-sequences.jsonl` 2. **Also read** session metadata from `~/.claude/usage-data/session-meta/*.json` for historical data 3. **Run pattern detection** using the orchestrator's n-gram mining engine: 4. **Classify each pattern** as command-sequence, copy-paste-cycle, or periodic-task 5. **Generate proposals** for each detected pattern with draft artifact content 6. **Present results** as a table: | # | Pattern | Type | Confiden...
/review-gladiatorReviews session history observations, clusters patterns, generates workflow recommendations, and suggests changes or existing solutions.
/suggest-automationAnalyzes recent git commits (default 50) for repetitive patterns in messages/files, suggests new Claude commands/skills/agents to automate them, lists existing, and generates selected ones.
/retroAnalyzes recent Claude Code transcripts to detect recurring fixes, repeated instructions, and frequent mistakes, then suggests where to absorb them (CLAUDE.md / skills / commands) with a decision table and PR draft.
/patternsScans recent Claude Code sessions for recurring patterns and saves them as captures (rules, concept notes, writing seeds).
/coachAnalyzes development sessions from session-log.jsonl for actionable coaching insights on workflow adoption, prompt quality, efficiency, and code quality. Default: last session + 5-session trend; supports --last N and --all flags.
/reflect-skillsAnalyzes session history for repeating patterns like workflows and prompts, proposing reusable skill candidates. Generates command files after approval. Supports --days, --project, --all-projects, --dry-run.
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Detect repetitive workflow patterns from Claude Code session history and propose automations.
~/.claude/usage-data/tool-sequences.jsonl~/.claude/usage-data/session-meta/*.json for historical dataimport { readToolSequenceJSONL, mineFrequentPatterns, classifyPattern } from '@ai-sdlc/orchestrator';
--since YYYY-MM-DD — only analyze events after this date--min-confidence 0.6 — minimum confidence threshold (0-1)