context-compactor
SKILL.md
Context Compactor
Automatically summarizes and compacts context when approaching token limits while preserving critical information.
Quick Start
Check if Compaction Needed
from scripts.compactor import ContextCompactor
compactor = ContextCompactor()
if compactor.should_compact(context, limit=100000):
compacted = compactor.compact(context)
Compact Context
compacted = compactor.compact(context)
# Preserves: architectural decisions, bugs, current state
# Discards: stale tool outputs, redundant messages
Preservation Strategy
┌─────────────────────────────────────────────────────────────┐
│ PRESERVATION PRIORITY │
├─────────────────────────────────────────────────────────────┤
│ │
│ MUST PRESERVE (Never remove) │
│ ├─ Architectural decisions │
│ ├─ Unresolved bugs and blockers │
│ ├─ Current feature state │
│ ├─ Recent file changes (last 5) │
│ └─ Error patterns and solutions │
│ │
│ CAN SUMMARIZE (Compress to summary) │
│ ├─ Completed features (list of IDs) │
│ ├─ Resolved errors (brief mention) │
│ └─ Historical decisions (key points) │
│ │
│ CAN DISCARD (Remove entirely) │
│ ├─ Redundant tool outputs │
│ ├─ Stale search results │
│ ├─ Superseded messages │
│ └─ Verbose logging │
│ │
└─────────────────────────────────────────────────────────────┘
Compaction Process
- Score Importance: Assign score to each message/content
- Identify Critical: Mark must-preserve content
- Summarize Middle: Compress can-summarize content
- Discard Stale: Remove can-discard content
- Validate: Ensure compacted context is coherent
Token Budgets
| Context Type | Limit | Action |
|---|---|---|
| < 50% | Normal | No action |
| 50-75% | Warning | Prepare for compaction |
| 75-90% | Compact | Trigger compaction |
| > 90% | Critical | Aggressive compaction |
Integration Points
- autonomous-session-manager: Triggers compaction check
- memory-manager: Stores compacted summaries
- handoff-coordinator: Uses compacted state for handoffs
References
references/COMPACTION-STRATEGY.md- Detailed strategyreferences/TOKEN-BUDGETS.md- Budget management
Scripts
scripts/compactor.py- Core ContextCompactorscripts/importance_scorer.py- Message scoringscripts/summarizer.py- Content summarizationscripts/token_estimator.py- Token counting