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SessionStore for Kuralle (supports Upstash and common Redis clients)","maintainers":[{"name":"octalpixel","email":"mithushancj@gmail.com"}],"readme":"# @kuralle-agents/redis-store\n\nRedis-backed session, flow-definition, memory, trace, and vector stores for Kuralle.\n\n## Install\n\n```bash\nnpm install @kuralle-agents/redis-store\n```\n\nPeers: `@kuralle-agents/core @kuralle-agents/rag`.\n\n## What it does\n\nBackend implementations for sessions, dynamic flow definitions, long-term memory, traces, and vector search — all backed by Redis. Works with Upstash, node-redis, ioredis, or any client that exposes compatible `get` / `set` / `del` commands.\n\n**Key exports:**\n\n- **`RedisSessionStore`** — `SessionStore` implementation for durable session persistence.\n- **`RedisTraceStore`** — independent native trace persistence and read API.\n- **`RedisFlowDefinitionsStore`** — versioned `FlowDefinitionsStore` for dynamic `FlowDefinition`s.\n- **`RedisExtractedValueStore`** — durable store for extractor output (cross-session memory).\n- **`RedisPersistentMemoryStore`** — `PersistentMemoryStore` for durable USER/MEMORY markdown blocks.\n- **`RedisVectorStore`** — `VectorStoreCore` implementation for vector similarity search.\n- **`fromUpstash` / `fromNodeRedis` / `fromIORedis`** — client adapters.\n\n## Session store\n\n```ts\nimport { createRuntime } from '@kuralle-agents/core';\nimport { RedisSessionStore, fromUpstash } from '@kuralle-agents/redis-store';\nimport { Redis } from '@upstash/redis';\n\nconst sessionStore = fromUpstash(Redis.fromEnv(), { prefix: 'kuralle' });\n\nconst runtime = createRuntime({\n  agents: [agent],\n  defaultAgentId: 'support',\n  sessionStore,\n});\n```\n\n## Trace store\n\n```ts\nimport { RedisTraceStore } from '@kuralle-agents/redis-store';\n\nconst traceStore = new RedisTraceStore({ client, traceTtlSeconds: 604800 });\nconst runtime = createRuntime({\n  agents: [agent],\n  defaultAgentId: 'support',\n  tracing: { store: traceStore },\n});\n```\n\nTrace keys use a separate `trace`/`traces` namespace from sessions.\n\n## Flow definitions store\n\nVersioned storage for dynamic `FlowDefinition`s — the backend for `runtime.addDynamicFlows` / `loadDynamicFlows`:\n\n```ts\nimport { createRuntime } from '@kuralle-agents/core';\nimport { RedisFlowDefinitionsStore } from '@kuralle-agents/redis-store';\n\nconst flowDefinitionsStore = new RedisFlowDefinitionsStore({ client, prefix: 'kuralle' });\n\nconst runtime = createRuntime({\n  agents: [agent],\n  defaultAgentId: 'support',\n  flowDefinitionsStore,\n});\n\nawait runtime.loadDynamicFlows({ agentId: 'support' });   // boot: reload active versions\n```\n\nKeys live under `<prefix>:flowdef:*`. Any compatible client works, including the Upstash REST client on Cloudflare Workers. See the [dynamic flows guide](https://agents.kuralle.com/guides/dynamic-flows).\n\n## Client adapters\n\n**node-redis:**\n\n```ts\nimport { createClient } from 'redis';\nimport { fromNodeRedis } from '@kuralle-agents/redis-store';\n\nconst client = createClient({ url: process.env.REDIS_URL });\nawait client.connect();\nconst sessionStore = fromNodeRedis(client, { prefix: 'kuralle' });\n```\n\n**ioredis:**\n\n```ts\nimport Redis from 'ioredis';\nimport { fromIORedis } from '@kuralle-agents/redis-store';\n\nconst client = new Redis(process.env.REDIS_URL);\nconst sessionStore = fromIORedis(client, { prefix: 'kuralle' });\n```\n\n**Direct constructor** (any compatible client):\n\n```ts\nimport { RedisSessionStore } from '@kuralle-agents/redis-store';\n\nconst sessionStore = new RedisSessionStore({ client: myClient, prefix: 'kuralle' });\n```\n\n## Store options\n\n- `prefix` (default: `'kuralle'`) — key namespace.\n- `sessionTtlSeconds` — optional TTL for session keys.\n- `enableCleanupIndex` (default: `true`) — maintain a sorted set for cleanup by `updatedAt`.\n\n## Long-term memory\n\nCross-session memory is configured on the **agent**, not the runtime. Extractors\ndecide what is worth keeping; `preload` puts the relevant parts back into the next\nsession's prompt.\n\n```ts\nimport { defineAgent, createRuntime, factsExtractor } from '@kuralle-agents/core';\nimport { RedisExtractedValueStore, fromUpstash } from '@kuralle-agents/redis-store';\n\nconst redis = fromUpstash(Redis.fromEnv());\n\nconst agent = defineAgent({\n  id: 'support',\n  model,\n  instructions: 'Help the customer.',\n  memory: {\n    preload: { enabled: true, tokenBudget: 500 },\n    extract: [factsExtractor()],\n  },\n});\n\nconst runtime = createRuntime({\n  agents: [agent],\n  defaultAgentId: 'support',\n  extractedValueStore: new RedisExtractedValueStore({ client: redis }),\n});\n```\n\nPass a `userId` on every run — `runtime.run({ input, sessionId, userId })`. Memory is\nowner-scoped, and a session without a `userId` gets no user-scoped memory at all rather\nthan sharing a pooled one.\n\n## Working memory blocks\n\n```ts\nimport { createRuntime } from '@kuralle-agents/core';\nimport { RedisPersistentMemoryStore, fromUpstash } from '@kuralle-agents/redis-store';\nimport { Redis } from '@upstash/redis';\n\nconst client = Redis.fromEnv();\nconst workingMemoryStore = new RedisPersistentMemoryStore({ client, prefix: 'kuralle' });\n\nconst runtime = createRuntime({\n  agents: [agent],\n  defaultAgentId: 'support',\n  defaultWorkingMemoryStore: workingMemoryStore,\n});\n```\n\nOn Cloudflare Workers, use `fromUpstash` with the REST client — no TCP socket required.\n\n## Related\n\n- [`@kuralle-agents/core`](https://www.npmjs.com/package/@kuralle-agents/core) — `SessionStore` interface and runtime.\n- [`@kuralle-agents/rag`](https://www.npmjs.com/package/@kuralle-agents/rag) — `VectorStoreCore` interface.\n- [`@kuralle-agents/postgres-store`](https://www.npmjs.com/package/@kuralle-agents/postgres-store) — Postgres alternative.\n","readmeFilename":"README.md"}