II.
LibrarySkill JSON
Structured · livelib-skill:shared--research-orchestration
research-orchestration json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:shared--research-orchestration",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "research-orchestration",
"description": "Parallel research agent orchestration dispatching 5-10 concurrent agents for comprehensive multi-source research with synthesis and validation.",
"libraryPath": "library/methodologies/claudekit/skills/research-orchestration/SKILL.md",
"contentSummary": "## Process Flow\n\n1. **Plan**: Decompose query into independent sub-queries\n2. **Dispatch**: Run 5-10 research agents in parallel\n3. **Synthesize**: Merge findings, identify consensus and conflicts\n4. **Validate**: Cross-reference against codebase for accuracy\n\n## Sources\n\n- Codebase: source"
},
"outgoingEdges": [
{
"from": "lib-skill:shared--research-orchestration",
"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "topic:developer-experience",
"kind": "lib_covers_topic",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "domain:software-engineering",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "role:tech-lead",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "role:backend-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:shared--research-orchestration",
"to": "workflow:feature-development",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}