Checkpointing — セッションの全記録とパターン発見
セッションの全活動を記録し、再利用可能なパターンを発見する。毎回全部やる。
What It Does (Every Time)
code
/checkpointing
↓
┌─────────────────────────────────────────────────────────────┐
│ 1. Collect Everything │
│ ├── git log (commits, file changes, line stats) │
│ ├── CLI logs (Codex/Gemini consultations) │
│ ├── Agent Teams activity (tasks, teammates, messages) │
│ └── Design decisions (.claude/docs/DESIGN.md changes) │
│ │
│ 2. Generate Checkpoint │
│ → .claude/checkpoints/YYYY-MM-DD-HHMMSS.md │
│ │
│ 3. Update Session History │
│ → CLAUDE.md (cross-session persistence) │
│ │
│ 4. Discover Skill Patterns │
│ → Subagent analyzes checkpoint │
│ → Suggests reusable skills │
│ → User reviews and approves │
└─────────────────────────────────────────────────────────────┘
Usage
bash
# Everything. No flags needed. /checkpointing # Optional: only look at recent work /checkpointing --since "2026-02-08"
What Gets Captured
Git Activity
- •Commits (hash, message, date)
- •File changes (created, modified, deleted + line counts)
- •Branch information
CLI Consultations
- •Codex consultations (prompt, success/failure)
- •Gemini researches (prompt, success/failure)
Agent Teams Activity
- •Team composition (Lead + Teammates, roles)
- •Shared task list state (completed, in-progress, pending)
- •File ownership per teammate
- •Communication patterns (who messaged whom, about what)
- •Team effectiveness signals (tasks completed vs stuck, file conflicts)
Design Decisions
- •Changes to
.claude/docs/DESIGN.mdsince last checkpoint - •New entries in Key Decisions table
Checkpoint Format
markdown
# Checkpoint: 2026-02-08 15:30:00 UTC ## Summary - **Commits**: 12 - **Files changed**: 15 (10 modified, 4 created, 1 deleted) - **Codex consultations**: 3 - **Gemini researches**: 2 - **Agent Teams sessions**: 1 (3 teammates) - **Tasks completed**: 8/10 ## Git History ### Commits - `abc1234` feat: redesign startproject for Opus 4.6 - `def5678` feat: add team-implement skill ... ### File Changes **Created:** - `.claude/skills/team-implement/SKILL.md` (+180) ... **Modified:** - `CLAUDE.md` (+40, -25) ... ## CLI Consultations ### Codex (3 consultations) - ✓ Design: Architecture for Agent Teams integration - ✓ Debug: Task dependency resolution - ✗ Review: (timeout) ### Gemini (2 researches) - ✓ Research: Agent Teams best practices - ✓ Research: Library comparison for httpx vs aiohttp ## Agent Teams Activity ### Team: project-planning **Composition:** - Lead: Claude (orchestration) - Researcher: Gemini-powered (external research) - Architect: Codex-powered (design decisions) **Task List:** - [x] Research library options (Researcher) - [x] Design module architecture (Architect) - [x] Validate API constraints (Researcher) - [x] Finalize implementation plan (Architect) **Communication Patterns:** - Researcher → Architect: 3 messages (library constraints) - Architect → Researcher: 2 messages (additional research requests) **Effectiveness:** - All tasks completed - No file conflicts - 2 design iterations triggered by research findings ## Design Decisions (New) - Agent Teams for Research ↔ Design (bidirectional) - Gemini role narrowed to external info + multimodal ## Skill Pattern Suggestions ### Pattern 1: Research-Design Iteration (Confidence: 0.85) **Evidence:** Researcher and Architect exchanged findings 5 times, each exchange refined the design. This back-and-forth is a repeatable pattern. **Suggested skill:** Already captured as /startproject Phase 2. ### Pattern 2: Parallel File-Isolated Implementation (Confidence: 0.75) **Evidence:** 3 implementers worked on separate modules with zero conflicts. Module boundaries were defined by directory ownership. **Suggested skill:** Already captured as /team-implement. --- *Generated by checkpointing skill*
Session History Update
Each checkpoint also appends a concise summary to CLAUDE.md:
markdown
## Session History ### 2026-02-08 - 12 commits, 15 files changed - Codex: 3 consultations (design, debug, review) - Gemini: 2 researches (agent teams, library comparison) - Agent Teams: 1 session (3 teammates, 8/10 tasks completed) - New skills: /team-implement, /team-review - Key decisions: Agent Teams for parallel work, Gemini role narrowed
This persists across sessions — new sessions load CLAUDE.md and see what happened before.
Skill Pattern Discovery
The checkpoint is automatically analyzed to find reusable patterns:
What it looks for:
- •Sequences of commits forming logical workflows
- •File change patterns (e.g., test + implementation together)
- •CLI consultation sequences (research → design → implement)
- •Agent Teams coordination patterns (team composition, task sizing)
- •Multi-step operations that could be templated
Output: Skill suggestions with confidence scores. High-confidence patterns (>= 0.8) that don't match existing skills are presented to the user for approval.
Execution Flow
code
/checkpointing
│
├─ 1. Run checkpoint.py (collects git + CLI + teams data)
│ → Generates .claude/checkpoints/YYYY-MM-DD-HHMMSS.md
│
├─ 2. Update CLAUDE.md with session summary
│
└─ 3. Spawn subagent for skill pattern analysis
→ Reads checkpoint file
→ Identifies reusable patterns
→ Reports suggestions to user
→ User approves → new skills created in .claude/skills/
When to Run
| Timing | Why |
|---|---|
| セッション終了前 | 全活動を記録、次セッションへの引き継ぎ |
/team-implement 完了後 | チーム活動パターンを捕捉 |
/team-review 完了後 | レビューパターンを捕捉 |
| 大きな設計決定後 | 決定のコンテキストを永続化 |
| 繰り返しパターンを感じた時 | スキル化の発見チャンス |
Notes
- •チェックポイントは
.claude/checkpoints/に蓄積される(.gitignore済み) - •ログファイル自体は変更されない(読み取りのみ)
- •スキル提案は必ずユーザーがレビューしてから採用すること
- •Agent Teams のデータは
~/.claude/teams/と~/.claude/tasks/から収集