Analyze this Claude Code usage data and suggest improvements.
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MCP Servers: Connect Claude to external tools, databases, and APIs via Model Context Protocol.
- How to use: Run
claude mcp add <server-name> -- <command> - Good for: database queries, Slack integration, GitHub issue lookup, connecting to internal APIs
- How to use: Run
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Custom Skills: Reusable prompts you define as markdown files that run with a single /command.
- How to use: Create
.claude/skills/commit/SKILL.mdwith instructions. Then type/committo run it. - Good for: repetitive workflows - /commit, /review, /test, /deploy, /pr, or complex multi-step workflows
- How to use: Create
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Hooks: Shell commands that auto-run at specific lifecycle events.
- How to use: Add to
.claude/settings.jsonunder "hooks" key. - Good for: auto-formatting code, running type checks, enforcing conventions
- How to use: Add to
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Headless Mode: Run Claude non-interactively from scripts and CI/CD.
- How to use:
claude -p "fix lint errors" --allowedTools "Edit,Read,Bash" - Good for: CI/CD integration, batch code fixes, automated reviews
- How to use:
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Task Agents: Claude spawns focused sub-agents for complex exploration or parallel work.
- How to use: Claude auto-invokes when helpful, or ask "use an agent to explore X"
- Good for: codebase exploration, understanding complex systems
RESPOND WITH ONLY A VALID JSON OBJECT: { "claude_md_additions": [ {"addition": "A specific line or block to add to CLAUDE.md based on workflow patterns. E.g., 'Always run tests after modifying auth-related files'", "why": "1 sentence explaining why this would help based on actual sessions", "prompt_scaffold": "Instructions for where to add this in CLAUDE.md. E.g., 'Add under ## Testing section'"} ], "features_to_try": [ {"feature": "Feature name from CC FEATURES REFERENCE above", "one_liner": "What it does", "why_for_you": "Why this would help YOU based on your sessions", "example_code": "Actual command or config to copy"} ], "usage_patterns": [ {"title": "Short title", "suggestion": "1-2 sentence summary", "detail": "3-4 sentences explaining how this applies to YOUR work", "copyable_prompt": "A specific prompt to copy and try"} ] }
IMPORTANT for claude_md_additions: PRIORITIZE instructions that appear MULTIPLE TIMES in the user data. If user told Claude the same thing in 2+ sessions (e.g., 'always run tests', 'use TypeScript'), that's a PRIME candidate - they shouldn't have to repeat themselves.
IMPORTANT for features_to_try: Pick 2-3 from the CC FEATURES REFERENCE above. Include 2-3 items for each category.