AgentSkillsCN

context-optimization

当您需要管理上下文窗口的使用、压缩长会话,或优化令牌用量时使用。该技能会根据“上下文”“内存”“令牌”“压缩”“汇总会话”“上下文限制”“优化上下文”等关键词触发。

SKILL.md
--- frontmatter
name: context-optimization
description: Use when managing context window usage, compressing long sessions, or optimizing token usage. Triggers on keywords like "context", "memory", "tokens", "compress", "summarize session", "context limit", "optimize context".
allowed-tools: Read, Write, Edit, Bash, Grep, Glob, TodoWrite, mcp__memory__*
infer: true

Context Optimization & Management

Manage context window efficiently to maintain productivity in long sessions.

For persistent memory operations, see the memory-management skill.


Four Strategies

1. Writing (Save Important Context)

Save critical findings to persistent memory via memory-management skill:

  • Discovered architectural patterns
  • Important business rules, cross-service dependencies
  • Solution decisions

2. Selecting (Retrieve Relevant Context)

Load relevant memories at session start:

javascript
mcp__memory__search_nodes({ query: 'relevant keywords' });
mcp__memory__open_nodes({ names: ['EntityName'] });

3. Compressing (Summarize Long Trajectories)

Create context anchors every 10 operations:

markdown
=== CONTEXT ANCHOR [N] ===
Task: [Original task]
Completed: [Done items]
Remaining: [Todo items]
Findings: [Key discoveries]
Next: [Specific next step]
Confidence: [High/Medium/Low]
===========================

4. Isolating (Use Sub-Agents)

Delegate specialized tasks: broad exploration, independent research, parallel investigations.


Token-Efficient Patterns

File Reading

javascript
// BAD: Reading entire files
Read({ file_path: 'large-file.cs' });

// GOOD: Read specific sections
Read({ file_path: 'large-file.cs', offset: 100, limit: 50 });

// GOOD: Use grep to find content first
Grep({ pattern: 'class SaveEmployeeCommand', path: 'src/' });

Search Optimization

javascript
// BAD: Multiple sequential searches
Grep({ pattern: 'CreateAsync' }); Grep({ pattern: 'UpdateAsync' });

// GOOD: Combined pattern
Grep({ pattern: 'CreateAsync|UpdateAsync|DeleteAsync', output_mode: 'files_with_matches' });

Parallel Operations

javascript
// GOOD: Parallel reads for independent files
[Read({ file_path: 'file1.cs' }), Read({ file_path: 'file2.cs' })];

Anti-Patterns

Anti-PatternBetter Approach
Reading entire large filesUse offset/limit or grep first
Sequential searchesCombine with OR patterns
Repeating same searchesCache results in memory
No context anchorsWrite anchor every 10 ops
Not using sub-agentsIsolate exploration tasks
Forgetting discoveriesSave to memory entities

Token Estimation: 1 line ~ 10-15 tokens | 1 page ~ 500 tokens | Avg file ~ 1-3K tokens

Thresholds: 50K: consider compression | 100K: required | 150K: critical - save & summarize

IMPORTANT Task Planning Notes

  • Always plan and break many small todo tasks
  • Always add a final review todo task to review the works done at the end to find any fix or enhancement needed