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Context Synthesis

context-synthesis

Token-efficient context gathering and synthesis from multiple sources (memory, docs, web). Orchestrates MCP tools to build comprehensive context before analysis or interviews. Use when starting discovery, research, or analysis tasks.

SKILL.md

Full skill instructions

Context Synthesis

Efficient multi-source context gathering that minimizes token usage while maximizing relevant information.

When to Use

  • Starting stakeholder discovery/​interviews
  • Researching new features or domains
  • Building context for analysis tasks
  • Synthesizing information from multiple sources

Core Principle

Gather silently, synthesize briefly, share relevantly.

Token efficiency comes from:

  1. Parallel MCP tool calls (not sequential)
  2. Filtering irrelevant results before presenting
  3. Structured summaries over raw dumps

Context Gathering Pattern

Step 1: Parallel Information Retrieval

Execute these in parallel (single tool call block):

# All four in parallel - not sequential
mcp__plugin_claude-mem_mem-search__search(query="{keyword}")
mcp__serena__list_memories()
Glob(pattern="**/​features/​*_FEATURE.md")
WebSearch(query="{domain} best practices 2025")

Step 2: Selective Deep Reads

Based on Step 1 results, read only high-relevance items:

# Only if memory mentions relevant topic
mcp__serena__read_memory(memory_file_name="relevant_memory")

# Only if glob found matching specs
Read(file_path="/​path/​to/​relevant/​*_FEATURE.md")

# Only if search returned actionable results
WebFetch(url="most_relevant_url", prompt="extract specific info")

Step 3: Structured Synthesis

Present findings in structured format:

**Context Summary** ({feature/​topic})

| Source | Key Finding | Relevance |
|--------|-------------|-----------|
| Memory | Past decision X | Direct |
| Spec FEATURE_A | Similar pattern Y | Reference |
| Web | Industry trend Z | Background |

**Implications for Current Task:**
- [Key implication 1]
- [Key implication 2]

Source Priority Order

PrioritySourceWhen to UseToken Cost
1claude-memAlways firstLow
2serena memoriesProject contextLow
3Existing specsPattern referenceMedium
4WebSearchIndustry contextMedium
5WebFetchDeep dive neededHigh

Anti-Patterns

Anti-PatternProblemBetter Approach
Sequential tool callsSlow, inefficientParallel execution
Reading all filesToken wasteSelective deep reads
Dumping raw resultsCognitive overloadStructured synthesis
Skipping memory checkMiss past decisionsAlways check first
WebFetch everythingHigh token costOnly for high-value URLs

Integration with Other Skills

With requirements-discovery

1. context-synthesis gathers background
2. requirements-discovery conducts interview
3. Context informs question prioritization

With architecture

1. context-synthesis gathers existing patterns
2. architecture analyzes against patterns
3. Context validates decisions

Quick Reference

# Minimal context check (fast)
mcp__plugin_claude-mem_mem-search__search(query="{topic}")
mcp__serena__list_memories()

# Standard context gathering (balanced)
# Add: Glob for existing specs, WebSearch for trends

# Deep context research (comprehensive)
# Add: WebFetch for detailed sources, multiple memory reads

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