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133 changes: 133 additions & 0 deletions src/providers/agent-memory/index.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,133 @@
import type {
Provider,
ProviderConfig,
IngestOptions,
IngestResult,
SearchOptions,
IndexingProgressCallback,
} from "../../types/provider"
import type { UnifiedSession } from "../../types/unified"
import { logger } from "../../utils/logger"
import { AGENT_MEMORY_PROMPTS } from "./prompts"

/**
* agent-memory provider for MemoryBench.
*
* Connects to a local agent-memory bench server (Python HTTP wrapper).
* The server manages per-container SQLite databases with semantic embeddings
* and graph-based memory relationships.
*
* Start the server: python -m agent_memory.bench_server --port 9876
*/
export class AgentMemoryProvider implements Provider {
name = "agent-memory"
prompts = AGENT_MEMORY_PROMPTS
concurrency = {
default: 10, // Local, so moderate concurrency
}
private baseUrl: string = "http://127.0.0.1:9876"

async initialize(config: ProviderConfig): Promise<void> {
if (config.baseUrl) {
this.baseUrl = config.baseUrl
}

// Health check
try {
const res = await fetch(`${this.baseUrl}/health`)
if (!res.ok) throw new Error(`HTTP ${res.status}`)
const data = await res.json() as { status: string }
logger.info(`Connected to agent-memory bench server: ${data.status}`)
} catch (e) {
throw new Error(
`Cannot connect to agent-memory bench server at ${this.baseUrl}. ` +
`Start it with: python -m agent_memory.bench_server --port 9876\n` +
`Error: ${e}`
)
}
}

async ingest(sessions: UnifiedSession[], options: IngestOptions): Promise<IngestResult> {
// Send sessions in batches to avoid overwhelming the server
const batchSize = 5
const allDocIds: string[] = []

for (let i = 0; i < sessions.length; i += batchSize) {
const batch = sessions.slice(i, i + batchSize)

const res = await fetch(`${this.baseUrl}/ingest`, {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({
containerTag: options.containerTag,
sessions: batch,
}),
})

if (!res.ok) {
const text = await res.text()
throw new Error(`Ingest failed: ${text}`)
}

const data = await res.json() as { documentIds: string[], count: number }
allDocIds.push(...data.documentIds)

if (i % 20 === 0 && i > 0) {
logger.info(`Ingested ${i}/${sessions.length} sessions (${allDocIds.length} memories)`)
}
}

logger.info(`Ingested ${sessions.length} sessions → ${allDocIds.length} memories`)
return { documentIds: allDocIds }
}

async awaitIndexing(
result: IngestResult,
_containerTag: string,
onProgress?: IndexingProgressCallback
): Promise<void> {
// agent-memory indexes synchronously on ingest, no waiting needed
const total = result.documentIds.length
onProgress?.({
completedIds: result.documentIds,
failedIds: [],
total,
})
}

async search(query: string, options: SearchOptions): Promise<unknown[]> {
const res = await fetch(`${this.baseUrl}/search`, {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({
containerTag: options.containerTag,
query,
limit: options.limit || 30,
}),
})

if (!res.ok) {
const text = await res.text()
throw new Error(`Search failed: ${text}`)
}

const data = await res.json() as { results: unknown[] }
return data.results ?? []
}

async clear(containerTag: string): Promise<void> {
const res = await fetch(`${this.baseUrl}/clear`, {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({ containerTag }),
})

if (!res.ok) {
logger.warn(`Clear failed for ${containerTag}`)
} else {
logger.info(`Cleared memories for: ${containerTag}`)
}
}
}

export default AgentMemoryProvider
30 changes: 30 additions & 0 deletions src/providers/agent-memory/prompts.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,30 @@
import type { ProviderPrompts } from "../../types/prompts"

export const AGENT_MEMORY_PROMPTS: ProviderPrompts = {
answerPrompt: (question: string, context: unknown[], questionDate?: string) => {
const memories = (context as Array<{ memory?: string; score?: number }>)
.map((r, i) => {
const memory = r.memory || JSON.stringify(r)
const score = r.score ? ` (relevance: ${r.score.toFixed(2)})` : ""
return `${i + 1}. ${memory}${score}`
})
.join("\n")

return `You are answering questions based on memories from past conversations.

${questionDate ? `Current date context: ${questionDate}\n` : ""}
Retrieved memories:
${memories || "(no relevant memories found)"}

Question: ${question}

Instructions:
- Answer ONLY based on the retrieved memories above
- If the memories don't contain enough information, say so
- Be specific and cite details from the memories
- For temporal questions, pay attention to dates and sequence of events
- If memories contradict each other, prefer the most recent one

Answer:`
},
}
4 changes: 3 additions & 1 deletion src/providers/index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -3,11 +3,13 @@ import type { ConcurrencyConfig } from "../types/concurrency"
import { SupermemoryProvider } from "./supermemory"
import { Mem0Provider } from "./mem0"
import { ZepProvider } from "./zep"
import { AgentMemoryProvider } from "./agent-memory"

const providers: Record<ProviderName, new () => Provider> = {
supermemory: SupermemoryProvider,
mem0: Mem0Provider,
zep: ZepProvider,
"agent-memory": AgentMemoryProvider,
}

export function createProvider(name: ProviderName): Provider {
Expand Down Expand Up @@ -35,4 +37,4 @@ export function getProviderInfo(name: ProviderName): {
}
}

export { SupermemoryProvider, Mem0Provider, ZepProvider }
export { SupermemoryProvider, Mem0Provider, ZepProvider, AgentMemoryProvider }
2 changes: 1 addition & 1 deletion src/types/provider.ts
Original file line number Diff line number Diff line change
Expand Up @@ -47,4 +47,4 @@ export interface Provider {
clear(containerTag: string): Promise<void>
}

export type ProviderName = "supermemory" | "mem0" | "zep"
export type ProviderName = "supermemory" | "mem0" | "zep" | "agent-memory"
4 changes: 4 additions & 0 deletions src/utils/config.ts
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,7 @@ export interface Config {
supermemoryBaseUrl: string
mem0ApiKey: string
zepApiKey: string
agentMemoryBaseUrl: string
openaiApiKey: string
anthropicApiKey: string
googleApiKey: string
Expand All @@ -13,6 +14,7 @@ export const config: Config = {
supermemoryBaseUrl: process.env.SUPERMEMORY_BASE_URL || "https://api.supermemory.ai",
mem0ApiKey: process.env.MEM0_API_KEY || "",
zepApiKey: process.env.ZEP_API_KEY || "",
agentMemoryBaseUrl: process.env.AGENT_MEMORY_BASE_URL || "http://127.0.0.1:9876",
openaiApiKey: process.env.OPENAI_API_KEY || "",
anthropicApiKey: process.env.ANTHROPIC_API_KEY || "",
googleApiKey: process.env.GOOGLE_API_KEY || "",
Expand All @@ -26,6 +28,8 @@ export function getProviderConfig(provider: string): { apiKey: string; baseUrl?:
return { apiKey: config.mem0ApiKey }
case "zep":
return { apiKey: config.zepApiKey }
case "agent-memory":
return { apiKey: "local", baseUrl: config.agentMemoryBaseUrl }
default:
throw new Error(`Unknown provider: ${provider}`)
}
Expand Down