II.
LibrarySkill JSON
Structured · livelib-skill:shared--vector-memory
vector-memory json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:shared--vector-memory",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "vector-memory",
"description": "HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.",
"libraryPath": "library/methodologies/ruflo/skills/vector-memory/SKILL.md",
"contentSummary": "- Building and querying knowledge graphs for project context\n- Managing cross-session memory across project/local/user scopes\n- Fast similarity search for routing decisions\n\n## HNSW Performance\n\n- Search latency: ~61 microseconds\n- Query throughput: ~16,400 QPS\n- Configurable embedding dimensions (d"
},
"outgoingEdges": [
{
"from": "lib-skill:shared--vector-memory",
"to": "skill-area:agentic-loops",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "skill-area:orchestration-loop",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "topic:developer-experience",
"kind": "lib_covers_topic",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "domain:software-engineering",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "role:tech-lead",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "role:backend-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:shared--vector-memory",
"to": "workflow:feature-development",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}