feat: add memory functionality to multi-function agent and update schemas
- Integrated memory capabilities into the multi-function agent using LibSQLStore for persistent storage. - Updated agent instructions to reflect memory features, allowing the agent to remember previous conversations and user preferences. - Modified request schemas to include optional memory parameters for better context management in interactions.
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@ -63,3 +63,8 @@ temp/
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# Mastra specific
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.mastra/output/
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# Memory database files
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memory.db*
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memory.db-shm
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memory.db-wal
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@ -3225,6 +3460,13 @@ snapshots:
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||||
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||||
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||||
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|
|
@ -3269,24 +3511,31 @@ snapshots:
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|||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
|
||||
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||||
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||||
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||||
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||||
eventsource-parser: 3.0.6
|
||||
zod: 4.1.13
|
||||
|
||||
|
|
@ -3744,6 +3993,68 @@ snapshots:
|
|||
|
||||
'@jsdevtools/ono@7.1.3': {}
|
||||
|
||||
'@libsql/client@0.15.15':
|
||||
dependencies:
|
||||
'@libsql/core': 0.15.15
|
||||
'@libsql/hrana-client': 0.7.0
|
||||
js-base64: 3.7.8
|
||||
libsql: 0.5.22
|
||||
promise-limit: 2.7.0
|
||||
transitivePeerDependencies:
|
||||
- bufferutil
|
||||
- utf-8-validate
|
||||
|
||||
'@libsql/core@0.15.15':
|
||||
dependencies:
|
||||
js-base64: 3.7.8
|
||||
|
||||
'@libsql/darwin-arm64@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/darwin-x64@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/hrana-client@0.7.0':
|
||||
dependencies:
|
||||
'@libsql/isomorphic-fetch': 0.3.1
|
||||
'@libsql/isomorphic-ws': 0.1.5
|
||||
js-base64: 3.7.8
|
||||
node-fetch: 3.3.2
|
||||
transitivePeerDependencies:
|
||||
- bufferutil
|
||||
- utf-8-validate
|
||||
|
||||
'@libsql/isomorphic-fetch@0.3.1': {}
|
||||
|
||||
'@libsql/isomorphic-ws@0.1.5':
|
||||
dependencies:
|
||||
'@types/ws': 8.18.1
|
||||
ws: 8.18.3
|
||||
transitivePeerDependencies:
|
||||
- bufferutil
|
||||
- utf-8-validate
|
||||
|
||||
'@libsql/linux-arm-gnueabihf@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/linux-arm-musleabihf@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/linux-arm64-gnu@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/linux-arm64-musl@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/linux-x64-gnu@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/linux-x64-musl@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@libsql/win32-x64-msvc@0.5.22':
|
||||
optional: true
|
||||
|
||||
'@mastra/core@0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13)':
|
||||
dependencies:
|
||||
'@a2a-js/sdk': 0.2.5
|
||||
|
|
@ -3848,12 +4159,41 @@ snapshots:
|
|||
- supports-color
|
||||
- typescript
|
||||
|
||||
'@mastra/libsql@0.16.4(@mastra/core@0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13))':
|
||||
dependencies:
|
||||
'@libsql/client': 0.15.15
|
||||
'@mastra/core': 0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13)
|
||||
transitivePeerDependencies:
|
||||
- bufferutil
|
||||
- utf-8-validate
|
||||
|
||||
'@mastra/loggers@0.10.19(@mastra/core@0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13))':
|
||||
dependencies:
|
||||
'@mastra/core': 0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13)
|
||||
pino: 9.14.0
|
||||
pino-pretty: 13.1.3
|
||||
|
||||
'@mastra/memory@0.15.13(@mastra/core@0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13))(react@19.2.1)(zod@4.1.13)':
|
||||
dependencies:
|
||||
'@mastra/core': 0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13)
|
||||
'@mastra/schema-compat': 0.11.9(ai@4.3.19(react@19.2.1)(zod@4.1.13))(zod@4.1.13)
|
||||
'@upstash/redis': 1.35.8
|
||||
ai: 4.3.19(react@19.2.1)(zod@4.1.13)
|
||||
ai-v5: ai@5.0.60(zod@4.1.13)
|
||||
async-mutex: 0.5.0
|
||||
js-tiktoken: 1.0.21
|
||||
json-schema: 0.4.0
|
||||
pg: 8.16.3
|
||||
pg-pool: 3.10.1(pg@8.16.3)
|
||||
postgres: 3.4.7
|
||||
redis: 5.10.0
|
||||
xxhash-wasm: 1.1.0
|
||||
zod: 4.1.13
|
||||
zod-to-json-schema: 3.25.0(zod@4.1.13)
|
||||
transitivePeerDependencies:
|
||||
- pg-native
|
||||
- react
|
||||
|
||||
'@mastra/schema-compat@0.11.9(ai@4.3.19(react@19.2.1)(zod@4.1.13))(zod@4.1.13)':
|
||||
dependencies:
|
||||
ai: 4.3.19(react@19.2.1)(zod@4.1.13)
|
||||
|
|
@ -3869,6 +4209,8 @@ snapshots:
|
|||
'@mastra/core': 0.24.8(openapi-types@12.1.3)(react@19.2.1)(zod@4.1.13)
|
||||
zod: 4.1.13
|
||||
|
||||
'@neon-rs/load@0.0.4': {}
|
||||
|
||||
'@neon-rs/load@0.1.82': {}
|
||||
|
||||
'@nodelib/fs.scandir@2.1.5':
|
||||
|
|
@ -4631,6 +4973,26 @@ snapshots:
|
|||
|
||||
'@protobufjs/utf8@1.1.0': {}
|
||||
|
||||
'@redis/bloom@5.10.0(@redis/client@5.10.0)':
|
||||
dependencies:
|
||||
'@redis/client': 5.10.0
|
||||
|
||||
'@redis/client@5.10.0':
|
||||
dependencies:
|
||||
cluster-key-slot: 1.1.2
|
||||
|
||||
'@redis/json@5.10.0(@redis/client@5.10.0)':
|
||||
dependencies:
|
||||
'@redis/client': 5.10.0
|
||||
|
||||
'@redis/search@5.10.0(@redis/client@5.10.0)':
|
||||
dependencies:
|
||||
'@redis/client': 5.10.0
|
||||
|
||||
'@redis/time-series@5.10.0(@redis/client@5.10.0)':
|
||||
dependencies:
|
||||
'@redis/client': 5.10.0
|
||||
|
||||
'@rolldown/pluginutils@1.0.0-beta.50': {}
|
||||
|
||||
'@rolldown/pluginutils@1.0.0-beta.53': {}
|
||||
|
|
@ -4769,6 +5131,8 @@ snapshots:
|
|||
|
||||
'@standard-schema/spec@1.0.0': {}
|
||||
|
||||
'@standard-schema/spec@1.1.0': {}
|
||||
|
||||
'@types/aws-lambda@8.10.152': {}
|
||||
|
||||
'@types/babel__core@7.20.5':
|
||||
|
|
@ -4916,6 +5280,14 @@ snapshots:
|
|||
dependencies:
|
||||
'@types/node': 25.0.0
|
||||
|
||||
'@types/ws@8.18.1':
|
||||
dependencies:
|
||||
'@types/node': 25.0.0
|
||||
|
||||
'@upstash/redis@1.35.8':
|
||||
dependencies:
|
||||
uncrypto: 0.1.3
|
||||
|
||||
'@vercel/oidc@3.0.5': {}
|
||||
|
||||
'@vitejs/plugin-react@5.1.2(vite@7.2.7(@types/node@25.0.0)(tsx@4.21.0)(yaml@2.8.2))':
|
||||
|
|
@ -5022,6 +5394,14 @@ snapshots:
|
|||
optionalDependencies:
|
||||
react: 19.2.1
|
||||
|
||||
ai@5.0.60(zod@4.1.13):
|
||||
dependencies:
|
||||
'@ai-sdk/gateway': 1.0.33(zod@4.1.13)
|
||||
'@ai-sdk/provider': 2.0.0
|
||||
'@ai-sdk/provider-utils': 3.0.10(zod@4.1.13)
|
||||
'@opentelemetry/api': 1.9.0
|
||||
zod: 4.1.13
|
||||
|
||||
ai@5.0.97(zod@4.1.13):
|
||||
dependencies:
|
||||
'@ai-sdk/gateway': 2.0.12(zod@4.1.13)
|
||||
|
|
@ -5040,6 +5420,10 @@ snapshots:
|
|||
|
||||
array-flatten@1.1.1: {}
|
||||
|
||||
async-mutex@0.5.0:
|
||||
dependencies:
|
||||
tslib: 2.8.1
|
||||
|
||||
asynckit@0.4.0: {}
|
||||
|
||||
atomic-sleep@1.0.0: {}
|
||||
|
|
@ -5144,6 +5528,8 @@ snapshots:
|
|||
|
||||
clone@2.1.2: {}
|
||||
|
||||
cluster-key-slot@1.1.2: {}
|
||||
|
||||
color-convert@2.0.1:
|
||||
dependencies:
|
||||
color-name: 1.1.4
|
||||
|
|
@ -5197,6 +5583,8 @@ snapshots:
|
|||
|
||||
csstype@3.2.3: {}
|
||||
|
||||
data-uri-to-buffer@4.0.1: {}
|
||||
|
||||
date-fns@3.6.0: {}
|
||||
|
||||
dateformat@4.6.3: {}
|
||||
|
|
@ -5240,6 +5628,8 @@ snapshots:
|
|||
|
||||
destroy@1.2.0: {}
|
||||
|
||||
detect-libc@2.0.2: {}
|
||||
|
||||
detect-libc@2.1.2: {}
|
||||
|
||||
diff-match-patch@1.0.5: {}
|
||||
|
|
@ -5467,6 +5857,11 @@ snapshots:
|
|||
optionalDependencies:
|
||||
picomatch: 4.0.3
|
||||
|
||||
fetch-blob@3.2.0:
|
||||
dependencies:
|
||||
node-domexception: 1.0.0
|
||||
web-streams-polyfill: 3.3.3
|
||||
|
||||
figures@6.1.0:
|
||||
dependencies:
|
||||
is-unicode-supported: 2.1.0
|
||||
|
|
@ -5514,6 +5909,10 @@ snapshots:
|
|||
hasown: 2.0.2
|
||||
mime-types: 2.1.35
|
||||
|
||||
formdata-polyfill@4.0.10:
|
||||
dependencies:
|
||||
fetch-blob: 3.2.0
|
||||
|
||||
forwarded-parse@2.1.2: {}
|
||||
|
||||
forwarded@0.2.0: {}
|
||||
|
|
@ -5722,6 +6121,8 @@ snapshots:
|
|||
|
||||
joycon@3.1.1: {}
|
||||
|
||||
js-base64@3.7.8: {}
|
||||
|
||||
js-tiktoken@1.0.21:
|
||||
dependencies:
|
||||
base64-js: 1.5.1
|
||||
|
|
@ -5761,6 +6162,21 @@ snapshots:
|
|||
optionalDependencies:
|
||||
graceful-fs: 4.2.11
|
||||
|
||||
libsql@0.5.22:
|
||||
dependencies:
|
||||
'@neon-rs/load': 0.0.4
|
||||
detect-libc: 2.0.2
|
||||
optionalDependencies:
|
||||
'@libsql/darwin-arm64': 0.5.22
|
||||
'@libsql/darwin-x64': 0.5.22
|
||||
'@libsql/linux-arm-gnueabihf': 0.5.22
|
||||
'@libsql/linux-arm-musleabihf': 0.5.22
|
||||
'@libsql/linux-arm64-gnu': 0.5.22
|
||||
'@libsql/linux-arm64-musl': 0.5.22
|
||||
'@libsql/linux-x64-gnu': 0.5.22
|
||||
'@libsql/linux-x64-musl': 0.5.22
|
||||
'@libsql/win32-x64-msvc': 0.5.22
|
||||
|
||||
local-pkg@1.1.2:
|
||||
dependencies:
|
||||
mlly: 1.8.0
|
||||
|
|
@ -5887,10 +6303,18 @@ snapshots:
|
|||
|
||||
negotiator@1.0.0: {}
|
||||
|
||||
node-domexception@1.0.0: {}
|
||||
|
||||
node-fetch@2.7.0:
|
||||
dependencies:
|
||||
whatwg-url: 5.0.0
|
||||
|
||||
node-fetch@3.3.2:
|
||||
dependencies:
|
||||
data-uri-to-buffer: 4.0.1
|
||||
fetch-blob: 3.2.0
|
||||
formdata-polyfill: 4.0.10
|
||||
|
||||
node-releases@2.0.27: {}
|
||||
|
||||
npm-run-path@6.0.0:
|
||||
|
|
@ -5949,8 +6373,17 @@ snapshots:
|
|||
|
||||
pathe@2.0.3: {}
|
||||
|
||||
pg-cloudflare@1.2.7:
|
||||
optional: true
|
||||
|
||||
pg-connection-string@2.9.1: {}
|
||||
|
||||
pg-int8@1.0.1: {}
|
||||
|
||||
pg-pool@3.10.1(pg@8.16.3):
|
||||
dependencies:
|
||||
pg: 8.16.3
|
||||
|
||||
pg-protocol@1.10.3: {}
|
||||
|
||||
pg-types@2.2.0:
|
||||
|
|
@ -5961,6 +6394,20 @@ snapshots:
|
|||
postgres-date: 1.0.7
|
||||
postgres-interval: 1.2.0
|
||||
|
||||
pg@8.16.3:
|
||||
dependencies:
|
||||
pg-connection-string: 2.9.1
|
||||
pg-pool: 3.10.1(pg@8.16.3)
|
||||
pg-protocol: 1.10.3
|
||||
pg-types: 2.2.0
|
||||
pgpass: 1.0.5
|
||||
optionalDependencies:
|
||||
pg-cloudflare: 1.2.7
|
||||
|
||||
pgpass@1.0.5:
|
||||
dependencies:
|
||||
split2: 4.2.0
|
||||
|
||||
picocolors@1.1.1: {}
|
||||
|
||||
picomatch@2.3.1: {}
|
||||
|
|
@ -6035,6 +6482,8 @@ snapshots:
|
|||
dependencies:
|
||||
xtend: 4.0.2
|
||||
|
||||
postgres@3.4.7: {}
|
||||
|
||||
posthog-node@4.18.0:
|
||||
dependencies:
|
||||
axios: 1.13.2
|
||||
|
|
@ -6049,6 +6498,8 @@ snapshots:
|
|||
|
||||
process-warning@5.0.0: {}
|
||||
|
||||
promise-limit@2.7.0: {}
|
||||
|
||||
protobufjs@7.5.4:
|
||||
dependencies:
|
||||
'@protobufjs/aspromise': 1.1.2
|
||||
|
|
@ -6110,6 +6561,14 @@ snapshots:
|
|||
|
||||
real-require@0.2.0: {}
|
||||
|
||||
redis@5.10.0:
|
||||
dependencies:
|
||||
'@redis/bloom': 5.10.0(@redis/client@5.10.0)
|
||||
'@redis/client': 5.10.0
|
||||
'@redis/json': 5.10.0(@redis/client@5.10.0)
|
||||
'@redis/search': 5.10.0(@redis/client@5.10.0)
|
||||
'@redis/time-series': 5.10.0(@redis/client@5.10.0)
|
||||
|
||||
require-directory@2.1.1: {}
|
||||
|
||||
require-in-the-middle@7.5.2:
|
||||
|
|
@ -6408,6 +6867,8 @@ snapshots:
|
|||
|
||||
tr46@0.0.3: {}
|
||||
|
||||
tslib@2.8.1: {}
|
||||
|
||||
tsx@4.21.0:
|
||||
dependencies:
|
||||
esbuild: 0.27.1
|
||||
|
|
@ -6434,6 +6895,8 @@ snapshots:
|
|||
|
||||
ufo@1.6.1: {}
|
||||
|
||||
uncrypto@0.1.3: {}
|
||||
|
||||
undici-types@7.16.0: {}
|
||||
|
||||
unicorn-magic@0.3.0: {}
|
||||
|
|
@ -6508,6 +6971,8 @@ snapshots:
|
|||
optionalDependencies:
|
||||
typescript: 5.9.3
|
||||
|
||||
web-streams-polyfill@3.3.3: {}
|
||||
|
||||
webidl-conversions@3.0.1: {}
|
||||
|
||||
whatwg-url@5.0.0:
|
||||
|
|
@ -6527,6 +6992,8 @@ snapshots:
|
|||
|
||||
wrappy@1.0.2: {}
|
||||
|
||||
ws@8.18.3: {}
|
||||
|
||||
wsl-utils@0.1.0:
|
||||
dependencies:
|
||||
is-wsl: 3.1.0
|
||||
|
|
@ -6535,6 +7002,8 @@ snapshots:
|
|||
|
||||
xtend@4.0.2: {}
|
||||
|
||||
xxhash-wasm@1.1.0: {}
|
||||
|
||||
y18n@5.0.8: {}
|
||||
|
||||
yallist@3.1.1: {}
|
||||
|
|
|
|||
|
|
@ -8,17 +8,28 @@ import {
|
|||
goodsTool,
|
||||
} from "../tools";
|
||||
import { createDeepSeek } from '@ai-sdk/deepseek';
|
||||
import { Memory } from "@mastra/memory";
|
||||
import { LibSQLStore } from "@mastra/libsql";
|
||||
|
||||
|
||||
const deepseek = createDeepSeek({
|
||||
apiKey: 'sk-8603b08e1125422ca6238c8b4a1a40d8',
|
||||
});
|
||||
|
||||
// 创建一个基本内存实例
|
||||
const memory = new Memory({
|
||||
storage: new LibSQLStore({
|
||||
url: "file:./memory.db", // 相对于 `.mastra/output` 目录的相对路径
|
||||
}),
|
||||
options: {
|
||||
lastMessages: 20,
|
||||
},
|
||||
});
|
||||
|
||||
export const multiFunctionAgent = new Agent({
|
||||
name: "Multi-Function Agent",
|
||||
instructions: `
|
||||
你是一个多功能助手,具备以下能力:
|
||||
你是一个具有内存功能的多功能助手,具备以下能力:
|
||||
|
||||
1. **天气信息**:使用天气工具提供任何地点的当前天气。
|
||||
2. **时间查询**:告知当前时间和时区。
|
||||
|
|
@ -28,12 +39,15 @@ export const multiFunctionAgent = new Agent({
|
|||
6. **商品查询**:使用商品工具查询商品信息,支持分页查询商品列表或根据商品ID获取单个商品详情。
|
||||
|
||||
请始终礼貌、乐于助人。如果用户询问超出你能力范围的事情,请礼貌解释你能做什么。
|
||||
|
||||
你可以记住之前的对话和用户偏好。
|
||||
当用户分享关于他们自己的信息时,请确认并记住它以供将来参考。
|
||||
如果被问及对话中 earlier 提到的事情,请准确地回忆它。
|
||||
根据用户请求使用适当的工具。如果不确定,请询问澄清。
|
||||
|
||||
请使用中文回答用户的问题。
|
||||
`,
|
||||
model: deepseek('deepseek-chat'),
|
||||
memory: memory,
|
||||
tools: {
|
||||
weatherTool,
|
||||
timeTool,
|
||||
|
|
|
|||
|
|
@ -3,6 +3,10 @@ import { z } from 'zod';
|
|||
export const generateRequestSchema = z.object({
|
||||
message: z.string().min(1, 'Message cannot be empty').max(1000, 'Message too long'),
|
||||
options: z.object({
|
||||
memory: z.object({
|
||||
thread: z.string().optional(),
|
||||
resource: z.string().optional(),
|
||||
}).optional(),
|
||||
temperature: z.number().min(0).max(2).optional(),
|
||||
maxTokens: z.number().min(1).max(4096).optional(),
|
||||
}).optional(),
|
||||
|
|
@ -11,6 +15,10 @@ export const generateRequestSchema = z.object({
|
|||
export const streamRequestSchema = z.object({
|
||||
message: z.string().min(1, 'Message cannot be empty').max(1000, 'Message too long'),
|
||||
options: z.object({
|
||||
memory: z.object({
|
||||
thread: z.string().optional(),
|
||||
resource: z.string().optional(),
|
||||
}).optional(),
|
||||
temperature: z.number().min(0).max(2).optional(),
|
||||
maxTokens: z.number().min(1).max(4096).optional(),
|
||||
}).optional(),
|
||||
|
|
|
|||
Loading…
Reference in New Issue