introspect

by @0xDarkMatter in AI & LLM

# Install this skill:

npx skills add 0xDarkMatter/claude-mods --skill "introspect"

Install specific skill from multi-skill repository

# Description

Analyze Claude Code session logs - extract thinking blocks, tool usage stats, error patterns, debug trajectories. Triggers on: introspect, session logs, trajectory, analyze sessions, what went wrong, tool usage, thinking blocks, session history, my reasoning, past sessions, what did I do.

# SKILL.md

name: introspect
description: "Analyze Claude Code session logs - extract thinking blocks, tool usage stats, error patterns, debug trajectories. Triggers on: introspect, session logs, trajectory, analyze sessions, what went wrong, tool usage, thinking blocks, session history, my reasoning, past sessions, what did I do."
allowed-tools: "Bash Read Grep Glob"

Introspect

Extract actionable intelligence from Claude Code session logs. Analyze tool usage, reasoning patterns, errors, and conversation flow to improve workflows and debug issues.

Log File Structure

~/.claude/
├── history.jsonl                              # Global: all user inputs across projects
├── projects/
│   └── {project-path}/                        # e.g., X--Dev-claude-mods/
│       ├── sessions-index.json                # Session metadata index
│       ├── {session-uuid}.jsonl               # Full session transcript
│       └── agent-{short-id}.jsonl             # Subagent transcripts

Project Path Encoding

Project paths use double-dash encoding: X:\Dev\claude-mods → X--Dev-claude-mods

# Find project directory for current path
project_dir=$(pwd | sed 's/[:\\\/]/-/g' | sed 's/--*/-/g')
ls ~/.claude/projects/ | grep -i "${project_dir##*-}"

Entry Types in Session Files

Type	Contains	Key Fields
`user`	User messages	`message.content`, `uuid`, `timestamp`
`assistant`	Claude responses	`message.content[]`, `cwd`, `gitBranch`
`thinking`	Reasoning blocks	`thinking`, `signature` (in content array)
`tool_use`	Tool invocations	`name`, `input`, `id` (in content array)
`tool_result`	Tool outputs	`tool_use_id`, `content`
`summary`	Conversation summaries	`summary`, `leafUuid`
`file-history-snapshot`	File state checkpoints	File contents at point in time
`system`	System context	Initial context, rules

Core Analysis Patterns

List Sessions for Current Project

# Get sessions index
cat ~/.claude/projects/X--Dev-claude-mods/sessions-index.json | jq '.'

# List session files with sizes and dates
ls -lah ~/.claude/projects/X--Dev-claude-mods/*.jsonl | grep -v agent

Session Overview

SESSION="417ce03a-6fc7-4906-b767-6428338f34c3"
PROJECT="X--Dev-claude-mods"

# Entry type distribution
jq -r '.type' ~/.claude/projects/$PROJECT/$SESSION.jsonl | sort | uniq -c

# Session duration (first to last timestamp)
jq -s '[.[].timestamp // .[].message.timestamp | select(.)] | [min, max] | map(. / 1000 | strftime("%Y-%m-%d %H:%M"))' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl

# Conversation summaries (quick overview)
jq -r 'select(.type == "summary") | .summary' ~/.claude/projects/$PROJECT/$SESSION.jsonl

Tool Usage Statistics

PROJECT="X--Dev-claude-mods"

# Tool frequency across all sessions
cat ~/.claude/projects/$PROJECT/*.jsonl | \
  jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' | \
  sort | uniq -c | sort -rn

# Tool frequency for specific session
jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl | sort | uniq -c | sort -rn

# Tools with their inputs (sampled)
jq -c 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | {tool: .name, input: .input}' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl | head -20

Extract Thinking Blocks

SESSION="417ce03a-6fc7-4906-b767-6428338f34c3"
PROJECT="X--Dev-claude-mods"

# All thinking blocks (reasoning trace)
jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "thinking") | .thinking' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl

# Thinking blocks with context (which turn)
jq -r 'select(.type == "assistant") |
  .message.content as $content |
  ($content | map(select(.type == "thinking")) | .[0].thinking) as $thinking |
  ($content | map(select(.type == "text")) | .[0].text | .[0:100]) as $response |
  select($thinking) | "---\nThinking: \($thinking[0:500])...\nResponse: \($response)..."' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl

Error Analysis

PROJECT="X--Dev-claude-mods"

# Find tool errors across sessions
cat ~/.claude/projects/$PROJECT/*.jsonl | \
  jq -r 'select(.type == "user") | .message.content[]? | select(.type == "tool_result") |
    select(.content | test("error|Error|ERROR|failed|Failed|FAILED"; "i")) |
    {tool_id: .tool_use_id, error: .content[0:200]}' 2>/dev/null | head -50

# Count errors by pattern
cat ~/.claude/projects/$PROJECT/*.jsonl | \
  jq -r 'select(.type == "user") | .message.content[]? | select(.type == "tool_result") | .content' 2>/dev/null | \
  grep -i "error\|failed\|exception" | \
  sed 's/[0-9]\+//g' | sort | uniq -c | sort -rn | head -20

Search Across Sessions

PROJECT="X--Dev-claude-mods"

# Search user messages
cat ~/.claude/projects/$PROJECT/*.jsonl | \
  jq -r 'select(.type == "user") | .message.content[]? | select(.type == "text") | .text' | \
  grep -i "pattern"

# Search assistant responses
cat ~/.claude/projects/$PROJECT/*.jsonl | \
  jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "text") | .text' | \
  grep -i "pattern"

# Find sessions mentioning a file
for f in ~/.claude/projects/$PROJECT/*.jsonl; do
  if grep -q "specific-file.ts" "$f"; then
    echo "Found in: $(basename $f)"
  fi
done

Conversation Flow Reconstruction

SESSION="417ce03a-6fc7-4906-b767-6428338f34c3"
PROJECT="X--Dev-claude-mods"

# Reconstruct conversation (user/assistant turns)
jq -r '
  if .type == "user" then
    .message.content[]? | select(.type == "text") | "USER: \(.text[0:200])"
  elif .type == "assistant" then
    .message.content[]? | select(.type == "text") | "CLAUDE: \(.text[0:200])"
  else empty end
' ~/.claude/projects/$PROJECT/$SESSION.jsonl

Subagent Analysis

PROJECT="X--Dev-claude-mods"

# List subagent sessions
ls ~/.claude/projects/$PROJECT/agent-*.jsonl 2>/dev/null

# Subagent tool usage
for f in ~/.claude/projects/$PROJECT/agent-*.jsonl; do
  echo "=== $(basename $f) ==="
  jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' "$f" | \
    sort | uniq -c | sort -rn | head -5
done

Advanced Analysis

Token/Cost Estimation

SESSION="417ce03a-6fc7-4906-b767-6428338f34c3"
PROJECT="X--Dev-claude-mods"

# Rough character count (tokens ≈ chars/4)
jq -r '[
  (select(.type == "user") | .message.content[]? | select(.type == "text") | .text | length),
  (select(.type == "assistant") | .message.content[]? | select(.type == "text") | .text | length)
] | add' ~/.claude/projects/$PROJECT/$SESSION.jsonl | \
  awk '{sum+=$1} END {print "Total chars:", sum, "Est tokens:", int(sum/4)}'

File Modification Tracking

SESSION="417ce03a-6fc7-4906-b767-6428338f34c3"
PROJECT="X--Dev-claude-mods"

# Files edited (Edit tool usage)
jq -r 'select(.type == "assistant") | .message.content[]? |
  select(.type == "tool_use" and .name == "Edit") | .input.file_path' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl | sort | uniq -c | sort -rn

# Files written
jq -r 'select(.type == "assistant") | .message.content[]? |
  select(.type == "tool_use" and .name == "Write") | .input.file_path' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl | sort | uniq

Session Comparison

PROJECT="X--Dev-claude-mods"
SESSION1="session-id-1"
SESSION2="session-id-2"

# Compare tool usage between sessions
echo "=== Session 1 ===" && \
jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' \
  ~/.claude/projects/$PROJECT/$SESSION1.jsonl | sort | uniq -c | sort -rn

echo "=== Session 2 ===" && \
jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' \
  ~/.claude/projects/$PROJECT/$SESSION2.jsonl | sort | uniq -c | sort -rn

Quick Reference Commands

Task	Command Pattern
List sessions	`ls -lah ~/.claude/projects/$PROJECT/*.jsonl \\| grep -v agent`
Entry types	`jq -r '.type' $SESSION.jsonl \\| sort \\| uniq -c`
Tool stats	`jq -r '... \\| select(.type == "tool_use") \\| .name' \\| sort \\| uniq -c`
Extract thinking	`jq -r '... \\| select(.type == "thinking") \\| .thinking'`
Find errors	`grep -i "error\\|failed" $SESSION.jsonl`
Session summaries	`jq -r 'select(.type == "summary") \\| .summary'`
User messages	`jq -r 'select(.type == "user") \\| .message.content[]?.text'`

Usage Examples

"What tools did I use most in yesterday's session?"

# Find yesterday's sessions by modification time
find ~/.claude/projects/X--Dev-claude-mods -name "*.jsonl" -mtime -1 ! -name "agent-*" | \
  xargs -I{} jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' {} | \
  sort | uniq -c | sort -rn

"Show me my reasoning when debugging the auth issue"

# Search for sessions mentioning auth, then extract thinking
for f in ~/.claude/projects/$PROJECT/*.jsonl; do
  if grep -qi "auth" "$f"; then
    echo "=== $(basename $f) ==="
    jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "thinking") | .thinking' "$f" | \
      grep -i -A5 -B5 "auth"
  fi
done

"What errors occurred most frequently this week?"

find ~/.claude/projects/ -name "*.jsonl" -mtime -7 | \
  xargs cat 2>/dev/null | \
  jq -r 'select(.type == "user") | .message.content[]? | select(.type == "tool_result") | .content' 2>/dev/null | \
  grep -i "error\|failed" | \
  sed 's/[0-9]\+//g' | sed 's/\/[^ ]*//g' | \
  sort | uniq -c | sort -rn | head -10

Privacy Considerations

Session logs contain:
- Full conversation history including any sensitive data discussed
- File contents that were read or written
- Thinking/reasoning (internal deliberation)
- Tool inputs/outputs

Before sharing session exports:
1. Review for credentials, API keys, personal data
2. Consider redacting file paths if they reveal project structure
3. Thinking blocks may contain candid assessments

Export Formats

Markdown Report

SESSION="session-id"
PROJECT="X--Dev-claude-mods"

echo "# Session Report: $SESSION"
echo ""
echo "## Summary"
jq -r 'select(.type == "summary") | "- \(.summary)"' ~/.claude/projects/$PROJECT/$SESSION.jsonl
echo ""
echo "## Tool Usage"
jq -r 'select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name' \
  ~/.claude/projects/$PROJECT/$SESSION.jsonl | sort | uniq -c | sort -rn | \
  awk '{print "| " $2 " | " $1 " |"}'

JSON Export (for further processing)

jq -s '{
  session_id: "'$SESSION'",
  entries: length,
  tools: [.[] | select(.type == "assistant") | .message.content[]? | select(.type == "tool_use") | .name] | group_by(.) | map({tool: .[0], count: length}),
  summaries: [.[] | select(.type == "summary") | .summary]
}' ~/.claude/projects/$PROJECT/$SESSION.jsonl

# Supported AI Coding Agents

This skill is compatible with the SKILL.md standard and works with all major AI coding agents:

⚡ Amp 🚀 Antigravity 🤖 Claude Code 🦀 Clawdbot 📝 Codex ▶️ Cursor 🤖 Droid 💎 Gemini CLI 🐙 GitHub Copilot 🪿 Goose 📊 Kilo Code 🔧 Kiro CLI 💻 OpenCode 🦘 Roo Code 🌲 Trae 🏄 Windsurf

Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.