II.
SkillArea JSON
Structured · liveskill-area:tool-use
LLM Tool Use json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:tool-use",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "LLM Tool Use",
"description": "Tool/function-calling design — schemas, argument validation,\nparallel calls, error handling, and safety boundaries.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:tool-use",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "agent:cli-anything",
"to": "skill-area:tool-use",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:openai-agents-sdk",
"to": "skill-area:tool-use",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "agent:pikiclaw",
"to": "skill-area:tool-use",
"kind": "integrates_with",
"attributes": {}
},
{
"from": "benchmark:toolbench",
"to": "skill-area:tool-use",
"kind": "covers",
"attributes": {}
},
{
"from": "benchmark:berkeley-function-calling",
"to": "skill-area:tool-use",
"kind": "covers",
"attributes": {
"attributes": {
"coverage": "full",
"weight": 1
}
}
},
{
"from": "framework:pydantic-ai",
"to": "skill-area:tool-use",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:semantic-kernel",
"to": "skill-area:tool-use",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:google-adk",
"to": "skill-area:tool-use",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "framework:vercel-ai-sdk",
"to": "skill-area:tool-use",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "skill-area:tool-service-integration-agents",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "skill-area:multi-agent-coordination",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "skill-area:multi-turn-tool-use",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:tool-use",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:multi-agent-orchestration",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:coding-agent-platform",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "skill-area:tool-use",
"kind": "requires_skill_area"
},
{
"from": "tool:ora-agent-readiness",
"to": "skill-area:tool-use",
"kind": "used_for",
"attributes": {}
},
{
"from": "tool:utcp-code-mode",
"to": "skill-area:tool-use",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:smithery",
"to": "skill-area:tool-use",
"kind": "used_for",
"attributes": {}
},
{
"from": "lib-agent:ai-agents-conversational--react-agent-architect",
"to": "skill-area:tool-use",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--tool-use-specialist",
"to": "skill-area:tool-use",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--langchain-react-agent",
"to": "skill-area:tool-use",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--langchain-tools",
"to": "skill-area:tool-use",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "responsibility:ai-tooling-evaluation",
"to": "skill-area:tool-use",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ai-champion",
"to": "skill-area:tool-use",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:debugger",
"to": "skill-area:tool-use",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:explorer",
"to": "skill-area:tool-use",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:bug-triager",
"to": "skill-area:tool-use",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:multi-agent-orchestration-review",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-agent-adoption-rollout",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-safety-guardrail-maintenance",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:mcp-server-certification",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:plugin-marketplace-review",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-agent-adoption-rollout",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-safety-guardrail-maintenance",
"to": "skill-area:tool-use",
"kind": "requires_skill_area",
"attributes": {}
}
]
}