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Add MCP agent guide and qualify native gateway consumer regressions #88

Run time

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Job	Run time
Build and check KeyLoad	7m 26s
Build Docker images	10m 39s
Plan benchmark runs	8s
MongoDB / 1 node / Point read	2m 59s
MongoDB / Check / 1 node	3m 49s
MongoDB / 1 node / Document write	2m 44s
MongoDB / 1 node / Document delete	4m 17s
MongoDB / 2 nodes / Point read	4m 29s
MongoDB / Check / 3 nodes	4m 9s
MongoDB / 2 nodes / Document update	4m 0s
MongoDB / 3 nodes / Document write	3m 43s
MongoDB / 1 node / Document update	2m 57s
MongoDB / 1 node / Queue cycle	3m 21s
MongoDB / 1 node / Exact vector search	3m 25s
MongoDB / 2 nodes / Document delete	5m 23s
MongoDB / Check / 2 nodes	3m 28s
MongoDB / 1 node / Graph traversal	3m 26s
MongoDB / 3 nodes / Document update	4m 48s
MongoDB / 2 nodes / Exact vector search	4m 18s
MongoDB / 3 nodes / Document delete	5m 6s
MongoDB / 3 nodes / Point read	4m 50s
MongoDB / 1 node / Graph neighbors	3m 37s
MongoDB / 1 node / Stream append	3m 39s
MongoDB / 2 nodes / Queue cycle	3m 35s
MongoDB / 2 nodes / Graph neighbors	3m 56s
MongoDB / 2 nodes / Document write	3m 41s
MongoDB / 3 nodes / Queue cycle	3m 30s
OpenSearch / Check / 1 node	3m 55s
MongoDB / 2 nodes / Stream append	4m 15s
MongoDB / 2 nodes / Stream read	4m 4s
OpenSearch / Check / 2 nodes	4m 47s
MongoDB / 3 nodes / Graph neighbors	4m 33s
MongoDB / 1 node / Stream read	3m 54s
OpenSearch / 1 node / Document write	3m 28s
MongoDB / 2 nodes / Graph traversal	4m 16s
MongoDB / 3 nodes / Stream read	3m 57s
OpenSearch / 1 node / Document update	4m 44s
MongoDB / 3 nodes / Stream append	4m 23s
MongoDB / 3 nodes / Graph traversal	4m 4s
OpenSearch / 2 nodes / Document delete	5m 8s
OpenSearch / 2 nodes / Point read	4m 54s
OpenSearch / 3 nodes / Point read	4m 48s
OpenSearch / Check / 3 nodes	4m 23s
OpenSearch / 1 node / Point read	4m 1s
OpenSearch / 2 nodes / Document write	6m 4s
MongoDB / 3 nodes / Exact vector search	3m 51s
OpenSearch / 1 node / Exact vector search	7m 38s
OpenSearch / 1 node / Queue cycle	3m 34s
OpenSearch / 1 node / Stream append	4m 13s
OpenSearch / 2 nodes / Stream read	4m 22s
OpenSearch / 3 nodes / Document update	4m 8s
OpenSearch / 2 nodes / Queue cycle	4m 59s
OpenSearch / 1 node / Document delete	5m 26s
OpenSearch / 3 nodes / Document write	5m 23s
OpenSearch / 3 nodes / Stream read	4m 13s
OpenSearch / 2 nodes / Exact vector search	6m 18s
OpenSearch / 3 nodes / Queue cycle	5m 22s
OpenSearch / 3 nodes / Document delete	6m 16s
OpenSearch / 2 nodes / Document update	4m 35s
OpenSearch / 1 node / Graph neighbors	4m 14s
OpenSearch / 2 nodes / Graph traversal	3m 21s
OpenSearch / 1 node / Graph traversal	4m 35s
OpenSearch / 2 nodes / Graph neighbors	3m 55s
OpenSearch / 2 nodes / Stream append	3m 50s
OpenSearch / 3 nodes / Graph traversal	4m 26s
OpenSearch / 1 node / Stream read	4m 15s
Neo4j / 1 node / Document delete	6m 16s
Neo4j / 2 nodes / Point read	3m 11s
Neo4j / 1 node / Document update	4m 7s
Neo4j / Check / 2 nodes	3m 6s
Neo4j / 2 nodes / Document write	3m 2s
Neo4j / 1 node / Document write	3m 52s
OpenSearch / 3 nodes / Stream append	3m 44s
OpenSearch / 3 nodes / Graph neighbors	4m 6s
OpenSearch / 3 nodes / Exact vector search	8m 0s
Neo4j / Check / 1 node	4m 42s
Neo4j / 3 nodes / Document write	3m 38s
Neo4j / 3 nodes / Document update	3m 2s
Neo4j / 2 nodes / Document delete	2m 22s
Neo4j / 1 node / Point read	4m 10s
Neo4j / 2 nodes / Document update	2m 37s
Neo4j / 3 nodes / Point read	3m 6s
Neo4j / Check / 3 nodes	3m 5s
Neo4j / 2 nodes / Stream append	3m 10s
Neo4j / 1 node / Queue cycle	3m 36s
Neo4j / 1 node / Graph neighbors	5m 21s
Neo4j / 1 node / Stream append	4m 13s
Neo4j / 3 nodes / Exact vector search	3m 2s
PostgreSQL + pgvector / Check / 1 node	3m 16s
Neo4j / 2 nodes / Graph neighbors	4m 9s
Neo4j / 1 node / Graph traversal	6m 4s
Neo4j / 2 nodes / Queue cycle	3m 19s
Neo4j / 3 nodes / Document delete	3m 45s
Neo4j / 3 nodes / Stream append	3m 7s
PostgreSQL + pgvector / Check / 3 nodes	3m 30s
Neo4j / 2 nodes / Stream read	2m 55s
Neo4j / 1 node / Stream read	3m 33s
Neo4j / 2 nodes / Exact vector search	2m 23s
PostgreSQL + pgvector / 2 nodes / Document write	2m 58s
Neo4j / 2 nodes / Graph traversal	2m 58s
PostgreSQL + pgvector / Check / 2 nodes	3m 16s
PostgreSQL + pgvector / 1 node / Point read	4m 30s
PostgreSQL + pgvector / 1 node / Document update	3m 56s
Neo4j / 3 nodes / Queue cycle	3m 39s
PostgreSQL + pgvector / 2 nodes / Point read	2m 39s
PostgreSQL + pgvector / 1 node / Exact vector search	3m 36s
PostgreSQL + pgvector / 3 nodes / Document update	4m 18s
PostgreSQL + pgvector / 3 nodes / Point read	3m 51s
Neo4j / 3 nodes / Graph neighbors	3m 58s
Neo4j / 3 nodes / Stream read	3m 19s
Neo4j / 1 node / Exact vector search	3m 41s
PostgreSQL + pgvector / 1 node / Document write	3m 28s
PostgreSQL + pgvector / 3 nodes / Document write	3m 34s
PostgreSQL + pgvector / 2 nodes / Document delete	3m 41s
PostgreSQL + pgvector / 2 nodes / Exact vector search	5m 52s
PostgreSQL + pgvector / 1 node / Document delete	4m 2s
PostgreSQL + pgvector / 3 nodes / Queue cycle	4m 42s
PostgreSQL + pgvector / 2 nodes / Queue cycle	4m 30s
PostgreSQL + pgvector / 2 nodes / Graph neighbors	3m 59s
PostgreSQL + pgvector / 2 nodes / Document update	3m 55s
PostgreSQL + pgvector / 1 node / Queue cycle	5m 24s
PostgreSQL + pgvector / 1 node / Graph traversal	2m 59s
PostgreSQL + pgvector / 1 node / Stream append	1h 32m 21s
Neo4j / 3 nodes / Graph traversal	3m 25s
PostgreSQL + pgvector / 1 node / Stream read	2m 50s
PostgreSQL + pgvector / 3 nodes / Stream read	3m 17s
PostgreSQL + pgvector / 3 nodes / Stream append	3m 50s
PostgreSQL + pgvector / 2 nodes / Stream append	3m 3s
PostgreSQL + pgvector / 2 nodes / Graph traversal	3m 11s
PostgreSQL + pgvector / 1 node / Graph neighbors	2m 49s
PostgreSQL + pgvector / 2 nodes / Stream read	3m 42s
RabbitMQ / 1 node / Point read	3m 7s
RabbitMQ / 1 node / Document update	3m 19s
PostgreSQL + pgvector / 3 nodes / Exact vector search	5m 2s
PostgreSQL + pgvector / 3 nodes / Document delete	3m 52s
RabbitMQ / 3 nodes / Document write	5m 32s
RabbitMQ / 3 nodes / Document update	5m 5s
RabbitMQ / 2 nodes / Graph traversal	5m 1s
RabbitMQ / Check / 1 node	3m 35s
RabbitMQ / 2 nodes / Document delete	4m 25s
RabbitMQ / Check / 2 nodes	4m 33s
RabbitMQ / 1 node / Queue cycle	3m 40s
RabbitMQ / 3 nodes / Point read	5m 5s
RabbitMQ / Check / 3 nodes	5m 3s
RabbitMQ / 1 node / Document write	3m 53s
RabbitMQ / 1 node / Graph neighbors	3m 31s
PostgreSQL + pgvector / 3 nodes / Graph neighbors	3m 38s
RabbitMQ / 1 node / Exact vector search	3m 1s
RabbitMQ / 2 nodes / Point read	4m 58s
RabbitMQ / 2 nodes / Document write	5m 41s
RabbitMQ / 2 nodes / Document update	4m 56s
RabbitMQ / 2 nodes / Exact vector search	4m 58s
RabbitMQ / 3 nodes / Queue cycle	5m 26s
RabbitMQ / 1 node / Graph traversal	5m 4s
RabbitMQ / 1 node / Stream append	3m 58s
RabbitMQ / 3 nodes / Document delete	5m 49s
RabbitMQ / 2 nodes / Stream read	4m 46s
RabbitMQ / 2 nodes / Graph neighbors	5m 22s
RabbitMQ / 1 node / Document delete	3m 5s
RabbitMQ / 3 nodes / Graph traversal	5m 11s
PostgreSQL + pgvector / 3 nodes / Graph traversal	3m 16s
RabbitMQ / 3 nodes / Stream append	4m 48s
RabbitMQ / 2 nodes / Stream append	4m 40s
Qdrant / Check / 1 node	4m 11s
RabbitMQ / 3 nodes / Exact vector search	5m 34s
RabbitMQ / 3 nodes / Stream read	5m 11s
Qdrant / 1 node / Document delete	3m 24s
RabbitMQ / 2 nodes / Queue cycle	5m 50s
Qdrant / Check / 2 nodes	4m 35s
Qdrant / Check / 3 nodes	3m 44s
Qdrant / 2 nodes / Document write	3m 20s
Qdrant / 2 nodes / Document delete	2m 51s
Qdrant / 3 nodes / Document write	3m 18s
Qdrant / 1 node / Document write	2m 45s
Qdrant / 2 nodes / Document update	3m 20s
Qdrant / 3 nodes / Document update	3m 18s
Qdrant / 1 node / Exact vector search	4m 50s
Qdrant / 2 nodes / Point read	3m 30s
Qdrant / 3 nodes / Document delete	3m 47s
RabbitMQ / 1 node / Stream read	4m 8s
Qdrant / 1 node / Document update	4m 10s
RabbitMQ / 3 nodes / Graph neighbors	4m 58s
Qdrant / 1 node / Point read	1h 32m 56s
Qdrant / 1 node / Graph traversal	3m 2s
Qdrant / 3 nodes / Point read	3m 16s
Qdrant / 1 node / Graph neighbors	1h 32m 58s
Qdrant / 1 node / Stream read	3m 11s
Qdrant / 2 nodes / Graph traversal	3m 32s
Qdrant / 2 nodes / Queue cycle	3m 50s
Qdrant / 2 nodes / Exact vector search	2m 54s
Qdrant / 3 nodes / Exact vector search	4m 13s
Qdrant / 1 node / Stream append	2m 25s
Qdrant / 3 nodes / Graph neighbors	3m 22s
Qdrant / 2 nodes / Stream read	3m 44s
Qdrant / 1 node / Queue cycle	2m 57s
Qdrant / 2 nodes / Stream append	3m 14s
KurrentDB / Check / 3 nodes	3m 51s
Qdrant / 3 nodes / Queue cycle	3m 48s
KurrentDB / Check / 2 nodes	5m 27s
Qdrant / 2 nodes / Graph neighbors	3m 34s
KurrentDB / 2 nodes / Document update	3m 51s
Qdrant / 3 nodes / Stream read	3m 19s
KurrentDB / 1 node / Point read	3m 46s
Qdrant / 3 nodes / Graph traversal	2m 31s
Qdrant / 3 nodes / Stream append	4m 0s
KurrentDB / Check / 1 node	4m 54s
KurrentDB / 1 node / Document delete	1h 33m 6s
KurrentDB / 3 nodes / Point read	3m 52s
KurrentDB / 1 node / Document update	1h 34m 28s
KurrentDB / 2 nodes / Document write	1h 34m 18s
KurrentDB / 1 node / Document write	1h 34m 20s
KurrentDB / 3 nodes / Document update	3m 45s
KurrentDB / 3 nodes / Document write	4m 10s
KurrentDB / 2 nodes / Point read	3m 46s
KurrentDB / 1 node / Queue cycle	3m 53s
KurrentDB / 2 nodes / Document delete	4m 6s
KurrentDB / 2 nodes / Stream read	3m 55s
KurrentDB / 1 node / Exact vector search	3m 45s
KurrentDB / 3 nodes / Exact vector search	4m 23s
KurrentDB / 3 nodes / Document delete	1h 33m 47s
KurrentDB / 1 node / Graph neighbors	3m 36s
KurrentDB / 3 nodes / Queue cycle	1h 34m 11s
KurrentDB / 1 node / Graph traversal	3m 26s
KurrentDB / 1 node / Stream append	1h 33m 19s
KurrentDB / 2 nodes / Graph traversal	3m 33s
KurrentDB / 1 node / Stream read	1h 34m 46s
KurrentDB / 2 nodes / Graph neighbors	3m 42s
KurrentDB / 2 nodes / Exact vector search	3m 47s
KurrentDB / 3 nodes / Graph traversal	1h 34m 10s
KurrentDB / 3 nodes / Graph neighbors	1h 33m 50s
KurrentDB / 2 nodes / Queue cycle	1h 33m 44s
KurrentDB / 3 nodes / Stream read	3m 34s
KurrentDB / 2 nodes / Stream append	5m 20s
Redis / 2 nodes / Point read	1h 37m 12s
Redis / 1 node / Point read	3m 35s
Redis / Check / 3 nodes	1h 39m 10s
Redis / 1 node / Document write	1h 37m 15s
KurrentDB / 3 nodes / Stream append	1h 33m 6s
Redis / 3 nodes / Point read	1h 37m 56s
Redis / 2 nodes / Document delete	1h 38m 7s
Redis / 3 nodes / Document write	3m 34s
Redis / 1 node / Document update	1h 37m 58s
Redis / 2 nodes / Document update	4m 23s
Redis / 1 node / Queue cycle	3m 34s
Redis / 2 nodes / Document write	3m 51s
Redis / 1 node / Stream read	4m 28s
Redis / 2 nodes / Exact vector search	3m 55s
Redis / 1 node / Stream append	1h 38m 7s
Redis / 3 nodes / Document delete	1h 36m 11s
Redis / Check / 1 node	4m 22s
Redis / 1 node / Graph neighbors	3m 11s
Redis / 1 node / Exact vector search	1h 35m 1s
Redis / 1 node / Graph traversal	1h 37m 21s
Redis / 2 nodes / Graph traversal	1h 38m 20s
Redis / 3 nodes / Document update	3m 58s
Redis / 1 node / Document delete	3m 31s
Redis / 2 nodes / Queue cycle	4m 9s
Redis / 2 nodes / Stream append	2m 41s
Redis / 3 nodes / Exact vector search	1h 38m 48s
Redis / 3 nodes / Queue cycle	1h 39m 12s
KeyLoad / 1 node / Point read	1h 45m 25s
Redis / 3 nodes / Stream append	4m 7s
Redis / 2 nodes / Graph neighbors	1h 38m 51s
Redis / 3 nodes / Graph traversal	1h 38m 45s
KeyLoad / 2 nodes / Point read	14m 29s
KeyLoad / Check / 2 nodes	13m 51s
Redis / Check / 2 nodes	3m 55s
KeyLoad / Check / 1 node	1h 42m 57s
Redis / 3 nodes / Stream read	3m 41s
KeyLoad / 1 node / Document update	24m 1s
KeyLoad / 1 node / Document delete	23m 41s
Redis / 3 nodes / Graph neighbors	3m 54s
Redis / 2 nodes / Stream read	3m 51s
KeyLoad / 1 node / Document write	1h 43m 8s
KeyLoad / 2 nodes / Document update	1h 40m 1s
KeyLoad / 1 node / Graph traversal	1h 44m 12s
KeyLoad / 1 node / Queue cycle	1h 43m 45s
KeyLoad / 3 nodes / Document update	1h 39m 20s
KeyLoad / 3 nodes / Point read	1h 43m 49s
KeyLoad / 1 node / Stream append	1h 44m 21s
KeyLoad / 2 nodes / Document delete	1h 44m 29s
KeyLoad / 2 nodes / Queue cycle	52m 38s
KeyLoad / Check / 3 nodes	14m 2s
KeyLoad / 1 node / Graph neighbors	1h 39m 28s
KeyLoad / 1 node / Stream read	1h 41m 12s
KeyLoad / 2 nodes / Document write	1h 42m 22s
KeyLoad / 3 nodes / Document write	1h 45m 2s
KeyLoad / 2 nodes / Exact vector search	6m 43s
KeyLoad / 2 nodes / Stream append	1h 43m 51s
KeyLoad / 1 node / Exact vector search	1h 44m 47s
KeyLoad / 2 nodes / Stream read	15m 35s
KeyLoad / 2 nodes / Graph neighbors	1h 39m 47s
KeyLoad / 3 nodes / Graph neighbors	1h 42m 15s
KeyLoad / 3 nodes / Document delete	1h 44m 11s
KeyLoad / 3 nodes / Queue cycle	21m 54s
KeyLoad / 3 nodes / Stream append	1h 43m 21s
KeyLoad / 3 nodes / Graph traversal	14m 48s
KeyLoad / 3 nodes / Stream read	14m 14s
KeyLoad / 3 nodes / Exact vector search	1h 40m 24s
KeyLoad / 2 nodes / Graph traversal	1h 43m 7s
Combine benchmark results	38s
	4d 9h 11m 36s

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Add MCP agent guide and qualify native gateway consumer regressions #88

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