Profile your AI work patterns
task-profileskillsetup L3★81
techwolf-ai/ai-first-toolkit ↗What it does
Mine session history into task profile and skill proposals
Best for
Understanding your own Claude usage patterns when you want atomic skill recommendations tailored to repeated friction.
Inputs
- · session history JSONL files
- · time window (optional)
Outputs
- · profile.csv
- · explorer.html
- · skill-proposals.md
Requires
- · Python 3
- · HTML generator
Preconditions
Session history exists at ~/.claude/projects/*/*.jsonl or ~/Library/Application Support/Claude/.../audit.jsonl
Failure modes
- · No session history found
- · Invalid JSONL format
- · LLM clustering divergence
Trust signals
- · Produces verifiable profile.csv with token counts from message.usage
- · Haiku fan-out subagents analyze real session samples, not synthetic data