Description

Audits your context engineering setup: custom agents, skills, MCP tools, file references, and custom instructions. Missing components limit AI effectiveness.

When Triggered

{{count}} of 5 context engineering signals missing. Your AI lacks the context to be maximally effective.

How to Improve

Level up your context engineering: create AGENTS.md for custom agents, SKILL.md for domain knowledge, connect MCP tools, use #file references, and add .instructions.md with project conventions.

Examples

{{extra.gapCount}} of 5 context engineering signals missing

Detection Logic

scan: requests
match: true
aggregate: count
reqCount: count
hasSubAgents: someWhere(allReqs, "agentName", "!=", "") AND \
  someWhere(allReqs, "agentName", "!=", "copilot") AND \
  someWhere(allReqs, "agentMode", "agent")
hasSkills: flatCount(allReqs, "skillsUsed") > 0
hasMcp: flatSomeWhere(allReqs, "toolsUsed", ".", "mcp_", "startsWith")
fileRefRate: countWhere(allReqs, "referencedFiles.length", ">", 0) / reqCount
instrRate: countWhere(allReqs, "customInstructions.length", ">", 0) / reqCount
gap1: hasSubAgents == 0
gap2: hasSkills == 0
gap3: hasMcp == 0
gap4: fileRefRate < thresholds.fileRefMinRate
gap5: instrRate < thresholds.instructionMinRate
gapCount: gap1 + gap2 + gap3 + gap4 + gap5
emitCount: gapCount
emitTotal: 5
check: gapCount > 0 AND reqCount >= thresholds.minReqs
severity: gapCount >= 4